Now archive — 2026-08-09
Aged entries rolled out of now.md verbatim (newest first).
Session 2026-08-09/10 23:55–02:xxZ (work, bounded; 0 new GPU-h by the session itself — er_60k rides 5.4/155 at write, tiny10k 4.0/15; explore): lit-radar-0821 closed in one pass via a 5-agent fan-out — 4 Papers pages (QoQ offline-influence pole, Curse of Precision sim-only-fit + clarity-filter lever, NeuralActuator SO-101-is-the- platform with everything released, GigaWorld/WMBench graded-videos-not-rollouts + artifact objection dead), hook corrections on all four, ideas #9/#16 fed, Radar 0821 flipped + 0822 queued (12/18 survived, 3 dups already-read). Space pushed, 4 pages 200; summary in-channel; check.py 599 ×2. Held live for the er_60k step-5000 ER-init delta boundary (~02:0xZ).
Updated 2026-08-09 23:51–00:0xZ (real date -u at write: 23:53) —
tick (babysit): green tick, no steering — er_60k probe
16.78@1500 keeps descending (33.03 → 22.05 → 16.78), the ER
init stays ahead of the 40k early curve; both runs ride.
Status: fontaine_molmo2_er_60k_ddp4 LIVE box 4×H100 — step
~1,500, probe 33.03@500 → 22.05@1000 → 16.78@1500, util 97–99%,
vram ~71.5 ×4, 4.1/155 GPU-h (the 9.1 st/min short window is the
step-1500 eval pausing training inside a ~2-min poll gap, not a
stall — util and vram steady). fontaine-tiny10k LIVE local — step
~3,600, probe 11.52@3500, 3.7/15 GPU-h; endpoint ~05:1xZ 08-10.
Steering: none — read empty, history ×5 only already-handled
traffic; the ~150 GPU-h correction remains unobjected → er_60k
rides.
Done: babysit ×1 exit 0 (both runs green, no gate crossings). Queue validate green depth 2 (10 open). run_work_next confirmed armed → lit-radar-0821. Body + footer rolled per the last-2 rule (22:51 block + 22:51/23:21 notes → archive).
Next: chained work session → lit-radar-0821 (cpu, GPU-busy
window). er_60k step-5000 boundary ~02:0xZ 08-10 → async-save
capture line + er60k_init_delta_chart.py → post chart + facts
in-channel. tiny10k endpoint ~05:1xZ 08-10 → chained panel_v2 →
Δ_capacity read. er_60k endpoint ~08-11 ~12:00Z → chained panel_v2
k4l2.*
Updated 2026-08-09 22:34–22:5xZ (real date -u at write: 22:44) —
tick (babysit): the whole ER-60k arc closed inside one tick —
owner go 22:36Z → adamc KILLED 22:40Z → param sheet 22:43Z (with the
0.19% natural-share correction) → owner approval 22:45Z (“uniform
sampling … is fine, I’ll fine-tune later. Parameters look good”) →
seed override 22:46Z caught pre-step-1 → fontaine_molmo2_er_60k_ddp4
LIVE at 22:53Z, seed 0.
Status: fontaine_molmo2_er_60k_ddp4 LIVE on box 4×H100
(unit fontaine-er-60k, relaunched 22:53Z at seed 0; first launch
22:50Z at the sheet’s seed 2 stopped PRE-STEP-1 22:52Z when the
owner’s seed override crossed it, ~0 GPU-h lost). Gate 65 GPU-h;
40k-class rate ~0.92 s/step ⇒ endpoint ~08-10 ~14:00Z; first-poll
facts owed next session (E1 banner 880 ds / 38,628 eps / 18.67M fr;
s/step; vram vs 77; wall projection in-channel). adamc final: step
~11.8k, ~35.7/310 GPU-h, probe ladder ended 10.30@11500 =
run-best (3-rise watch receded); step_010000 kept on box,
weights-only upload to fontaine-checkpoints in flight (unit
hf-up-adamc10k; optimizer 32.6 GB stays local), train_log.jsonl
banked box+local for the zero-GPU post-mortem chart. ER snapshot
verified COMPLETE on box (0 incomplete blobs, all shards).
fontaine-tiny10k LIVE local — step 2,060, 22.1 st/min, 2.4/15
GPU-h; probe 16.78@500 → 14.52@1000 → 13.04@1500 → 11.74@2000
descending on schedule. Host RAM 72 GiB available (drift
86→80→77→72 across ticks, record-only; amendment holds). Endpoint
~05:1xZ 08-10 → chained panel_v2 → Δ_capacity read ~06:3xZ.
Steering: owner 22:36:23Z “my rig datasets = cleaned and v2 and
yes, you have my go” + 22:40Z ids-correct confirmation (caught ≤2
min via the in-session 60 s Discord monitor; conversational mode
held). Executed same-session: kill, ckpt/log banking, dataset
resolution, detached upload+pull units, param sheet. Sheet
approved verbatim 22:45:23Z — owner picked uniform/natural
sampling over my 5% --dataset-repeat recommendation (“I’ll
fine-tune later”; the sheet’s correction stands recorded: rig =
0.19% ⇒ ~0.15 expected views per rig frame — accepted as an owner
cost-call). Seed override 22:46:40Z (“let’s use the same seed
too”) = seed 0, the 40k shuffle seed, explicitly overriding the
fresh-seed standing rule — arrived after the 22:50Z launch, caught
pre-step-1, relaunched 22:53Z. Launch confirmed in-channel 22:5xZ.
No open owner questions.
Done: babysit ×1 exit 0 (22:34; adamc 11,780 @ 22.1 st/min
pre-kill, tiny10k 1,920 @ 22.1). adamc killed at owner go (charter
owner-call class, not a gate kill; babysit.toml entry pruned with
full disposition note). Queue item owner-er60k-run-prep-0809
updated (ER download complete). Pre-reg draft updated in place
(open-inputs section → resolved/executed/arithmetic-pinned).
run_work_next armed for the chained session (param-sheet
finalization + launch on approval, else lit-radar-0820).
Next: er_60k first poll next session (E1 banner + s/step + vram
- projection in-channel; babysit entry live with the K1-class kill lines; pre-reg updated in place — the ER-init delta vs the 40k probe curve is the primary read). Chained work session → lit-radar-0820 (CPU, GPU-busy window). tiny10k endpoint ~05:1xZ 08-10 → chained panel_v2 → Δ_capacity readout. AdamC post-mortem chart = queued zero-GPU item. MolmoAct2 follow-up arms + ArmnetBench checkpoint watch remain owner-decision / watch items.*
Previous update 2026-08-09 23:21–23:2xZ (real date -u at write: 23:26) —
tick (babysit): green tick, no steering — er_60k first probe
33.03@500 = the same early class as the 40k baseline (30.844@500),
the ER init starts on equal footing.
Status: fontaine_molmo2_er_60k_ddp4 LIVE box 4×H100 — step
~760 @ 23.6 st/min (2.5 s/step window, inside the corrected 2.2–2.6
class), vram ~71.5 GiB ×4, util 69–99%, 2.1/155 GPU-h. First probe
33.03@500 vs 40k baseline 30.844@500 / adamc 31.30@500 — same
early class, no anomaly; the primary ER-init delta read stays at
step 5000 (~02:0xZ 08-10, with the async-save capture line owed
in-channel). fontaine-tiny10k LIVE local — step 2,960 @ 21.9
f/min, probe 11.64@2500 descending, 3.2/15 GPU-h.
Steering: none — read empty, no new reactions (history ×5
checked). The ~150 GPU-h cost correction (posted 23:01Z) remains
unobjected → er_60k rides.
Done: babysit ×1 exit 0 (both runs green). Pulled the 40k early-probe anchor (30.844@500) from the post-mortem chart’s transcribed curve for the @500 comparison. Queue validate green depth 2 (10 open). now.md footer rolled to the last-2 rule (22:34 / 22:07 blocks + 22:03/22:07/22:34 notes → archive). run_work_next confirmed armed.
Next: chained work session → lit-radar-0820 (cpu, GPU-busy window). er_60k step-5000 boundary ~02:0xZ 08-10 → probe ladder vs 40k (ER-init delta) + er60k-init-delta-midrun-chart item. tiny10k endpoint ~05:1xZ 08-10 → chained panel_v2 → Δ_capacity read. er_60k endpoint ~08-11 ~12:00Z → chained panel_v2 k4l2.*
Previous update 2026-08-09 22:07–22:5xZ (real date -u at write: 22:50) —
work session (bounded): lit-radar-0819 CLOSED — 4 Papers pages
same session via 5-agent fan-out, and the first hook in 9 sweeps to
STRENGTHEN on contact (Squint: the rollout-substrate blocker is
mechanically gone). Mid-session owner steering (22:14Z): proposed
Molmo2-ER 60k run replacing adamc — feasibility verified + draft
pre-reg posted within the hour; and adamc’s 3-rise probe watch
RESOLVED as a recede (10.30@11500, new run-best) — surfaced
in-channel for the kill call.
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE — babysit ×3 exit
0 (22:11/22:26/22:45), step 11,640, ~21–23.5 st/min, 35.3/310 GPU-h,
vram 75.3 ×4. Probe 10.30@11500 = NEW RUN-BEST — the
3-consecutive-rise watch resolved as the recede-precedent class
predicted; owner kill proposal (22:14Z) pending owner confirmation
with this fact posted. Endpoint ~08-12 ~17:00Z if it rides.
fontaine-tiny10k LIVE local — step 1,520+, ~20 st/min on
projection, 2.1/15 GPU-h; probe 16.78@500 → 14.52@1000 →
13.04@1500 descending on schedule. Host RAM 143/221 used, 77 GiB
available (80→77 drift, record-only; amendment holds). Endpoint
~05:1xZ 08-10 → chained panel_v2 → Δ_capacity read ~06:3xZ.
Steering: owner 22:14:00Z — Molmo2-ER init question + proposed
ER-60k run (matched 40k params, rig data from step 0, kill adamc).
Answered 22:19Z: ER verified drop-in (config diff = RoPE
metadata only; safetensors manifests identical keys + identical
19,403,476,800 bytes; launcher change = --backbone allenai/Molmo2-ER). Draft pre-reg posted
(post); ER snapshot
download started on box (unit hf-dl-molmo2-er); queue item
owner-er60k-run-prep-0809 opened. Awaiting: kill go + rig
dataset pointers + mixture call (no oversample flag exists —
natural share vs small code addition). Tight-polling until
answered.
Done: lit-radar-0819 CLOSED — 4 Papers pages
(squint, action-space-design,
so101-vla-benchmark,
cl-triangle), all curl-200. Headlines:
Squint — MIT SO-101 twin in ManiSkill3, install-verified,
96.1→91.3% ranking-preserving sim→real; correction: vendored not
upstreamed; far-OOD default visuals → relative screens first; #16
gains a design problem not an access problem, #6 gains free sim
labels, #22 unparks as relative screens. Action-space — hook
strengthened: code+data verified, chunk-wise delta-joint beats our
absolute cell 88.0 vs 79.6 in-class → idea #23 opened
(page); decode-identical cells differ
8–15pp in rollouts = standing offline↔rollout inversion caveat.
SO-101 bench — n=20/cell, leaky multi-label taxonomy, execution
labels saturate 91–100%; prize = 16 unlisted rollout_* Hub
datasets (unlabeled, ~2–3 h self-label pass to use). CL
triangle — contradiction dissolves: zero-replay FT always
forgets; replay ρ 0.02–0.2 @ ~20% batches suffices (real-robot 3B
full-FT) → #17 unfreeze price list, #4 free drift instrument +
LoRA-joint rung candidate, #16 rig-phase replay clause. Ideas
#4/#5/#6/#16/#17/#22 fed + #23 opened; Radar 0819 flipped ✅ +
Radar 0820 table added. Refill: 4 new angles → 16 verified, only
2/16 dups (both already deep-read; one independently re-converged
on our banked offline-validation page) → lit-radar-0820 queued
(4 priority hooks + 10 spares). check.py 599 green; Space pushed,
7 new/changed pages curl-200.
Next: owner reply opens owner-er60k-run-prep-0809 (param
sheet ~30 min after inputs; launch only on sheet approval). Else
queue_cli.py next → lit-radar-0820 (CPU, GPU-busy window).
tiny10k endpoint ~05:1xZ 08-10 → chained panel_v2 → Δ_capacity
readout. adamc endpoint ~08-12 ~17:00Z if it rides the kill call.
MolmoAct2 follow-up arms + ArmnetBench checkpoint watch remain
owner-decision / watch items.*
Session 2026-08-09 22:34–22:5xZ (tick, babysit; 0 new GPU-h — adamc stopped at ~35.7/310 final, tiny10k rides 2.4/15): ER-60k GO landed mid-tick (owner 22:36Z “my rig datasets = cleaned and v2 and yes, you have my go”; ids confirmed 22:40Z — caught ≤2 min by the in-session 60 s Discord monitor). adamc_100k killed clean 22:40Z at step ~11.8k — final probe 10.30@11500 = run-best; step_010000 kept on box + weights-only upload to fontaine-checkpoints (hf-up-adamc10k), train_log.jsonl banked box+local for the zero-GPU post-mortem. Rig datasets resolved: so101_pick_place_clean (7 ep / 3.4k fr) + so101_pick_place_v2 (50 ep / 32.7k fr), already in ~/datasets on box, LeRobot v3.0 compatible. Param sheet posted 22:43Z with a mixture CORRECTION: natural share = 0.19% = arithmetically invisible (loader path-dedup blocks zero-code oversample) → –dataset-repeat @ ~5% recommended; awaiting approval
- pick. ER snapshot verified complete on box. babysit ×1 exit 0; tiny10k probe 11.74@2000 descending; host RAM 72 GiB available (drift record-only). babysit.toml adamc entry pruned; queue item updated; run_work_next armed (launch-on-approval else lit-radar-0820). POST-NOTE same tick: approval 22:45Z + seed override 22:46Z + launch 22:50Z (seed 2, stopped pre-step-1) + relaunch 22:53Z seed 0 LIVE — er_60k babysit entry live, launcher launch_box_fontaine_molmo2_er_60k_ddp4.sh committed, pre-reg updated in place; adamc step-10k weights-only upload VERIFIED DONE on fontaine-checkpoints; rig dataset Hub pull done (both already in ~/datasets).
Session 2026-08-09 22:07–22:5xZ (work, bounded; 0 new GPU-h — adamc rides 35.3/310, tiny10k 2.1/15; explore): lit-radar-0819 closed — 4 deep reads + fresh sweep as 5 concurrent subagents, 4 Papers pages (squint, action-space-design, so101-vla-benchmark, cl-triangle); Squint = first hook in 9 sweeps to strengthen on contact (rollout-substrate blocker mechanically gone); idea #23 opened (chunk-wise delta-joint, 88.0 vs 79.6 in-class); CL triangle adjudicated (replay ρ 0.02–0.2 suffices). Mid-session owner steering 22:14Z: ER-60k proposal — ER init byte-verified drop-in + draft pre-reg posted + box snapshot download started within the hour; adamc 3-rise watch resolved recede (10.30@11500 new run-best), surfaced for the kill call. Refill 14/16 clean → 0820 queued (4 hooks + 10 spares). check 599; Space pushed ×2.
Session 2026-08-09 22:03–22:1xZ (tick, babysit; 0 new GPU-h — adamc rides 33.6/310, tiny10k 1.9/15): green tick, no steering (read = own 22:01 post only; no new reactions). adamc step 11,080 @ 22.3 st/min; probe 11.41@11000 = third consecutive rise off the 10.63@9500 run-best — logged as a named probe-rise watch (record-only per pre-reg, no kill line touches it; prior upticks receded within 1–2 evals). tiny10k step 1,240 on projection, probe 14.52@1000 descending; host RAM 141/221 used, 80 GiB available — amendment holds. Queue green depth 3 (9 open); run_work_next armed (22:04) for lit-radar-0819.
Session 2026-08-09 18:21–18:2xZ (tick, babysit; 0 new GPU-h — adamc_100k rides, 18.8/310): run healthy at step 6100 — babysit exit 0, 8 procs, ~75.3 GiB ×4 vs 77, window 21.6 st/min. Probe ladder unchanged since @6000 (band 12.1–12.6); @6500 ~18:40Z routine → chained work session reads it + works lit-radar-0812b. Clock audit: second future-stamp catch in two sessions (queue.json 18:30Z + a projected “18:4x” now.md header from the 18:01 session) — both corrected, watch item posted for future sessions. Discord clean (read = our own 18:19 post only, no reactions); queue green depth 3 (8 open); run_work_next armed (18:19 marker).
Session 2026-08-09 18:01–18:2xZ (work, bounded; 0 new GPU-h — adamc_100k rides, 18.3/310) [note back-filled by the 18:21 tick — the session rolled the head but skipped its own footer note]: lit-radar-0811 CLOSED — all 5 banked hooks deep-read, 5 Papers pages same session (TCFM 2605.08511, RLDT 2606.08602, FAN 2604.01570, HiFlow 2603.27281, VLA-JEPA 2602.10098), ideas #11/#12/#16/#17/#19 fed; refill sweep → lit-radar-0812b queued (5 dup-checked hooks). Probe@6000 = 12.591 read in-session — oscillation band 12.1–12.6, no escalation; train_mae 13.47 flattening. Truncated-read process catch recovered via full history (no owner message missed). Queue green depth 3; blog built + Space pushed; in-channel post; run_work_next armed.
Session 2026-08-09 03:12–03:2xZ (tick; 0 GPU-h new — the live swap
arm pre-registered and counted): babysit exit-3 on subgoal_swap
judged CONTINUE — the ~3.2 GPU-h projection is a phase-roll artifact
(frame counter resets at identity→swap, cumulative divides swap-only
frames by time-since-launch; true swap rate ~590 f/min, rc ~03:45Z,
~1.6 GPU-h ≤ 3 gate); diagnosis anchored in babysit.toml, generic
multi-phase-counter babysit.py fix owed to the chained work session
(run_work_next already armed). Discord read + history clean; queue
validate green depth 3.
Session 2026-08-09 01:43–03:1xZ (work, bounded, chained; exploit, ~5.5 GPU-h box ladder closed this window + ~1.6 GPU-h local swap arm live, both pre-registered): perf-pass1 box ladder CLOSED 02:26:32Z + frozen decision executed — C −7.3% / B −10.8% vs A on the true 4×DDP recipe = NO bundle landing, P1 dead twice over (owner relative-bound question moot), P2+bitwise split to a hygiene item; results post + chart + analysis json banked, true-cost overrun owned (~5.5 vs 3.0 ceiling, loads uncounted). Subgoal-swap instrument delta landed oracle-green same session (16 fixture tests, check.py 554) + arm LAUNCHED 02:13:47Z — identity phase BYTE-reproduced the banked oracle arm (oracle (ii) GREEN, 25,800 rows), swap arm live at close. Discord read clean at every babysit; ladder readout posted.
Session 2026-08-09 01:36–01:5xZ (tick; 0 GPU-h new — the live ladder
pre-registered and counted): perfpass1_box gate-crossing judged —
projected ~5 GPU-h vs the 3.0 ceiling (model loads undercounted),
CONTINUE recorded in-channel (healthy, fixed-scope, kill would waste
the spent 3 GPU-h and void the C-vs-A decision); babysit.py
check_progress_log bare-count fallback landed (step-style logs
false-failed liveness every poll; 538 green) — the fix is what
surfaced the gate fact; prior session’s mid-write state (anchor +
queue audit note) committed. Discord read + history clean.
Session 2026-08-09 00:34–01:0xZ (tick, held open through the
fields-panel boundary; 0 GPU-h new — the live run pre-registered
and counted): babysit 00:35Z exit 0 (fields panel 4,352/6,450,
98–100% util, proj 3.1 ≤ 6 gate); held to 00:56Z — 6,432/6,450,
rc=0 imminent at hard-kill budget → run_work_next armed, chained
session owns the readout + babysit prune + perf-pass1. Cleaned up
the prior session’s mid-write state: now.md placeholder tokens
filled (that session was killed mid-commit), perfpass1 PREPARED
timestamp typo fixed. Discord read + history clean (no messages,
no reactions since the 23:38Z report link). Queue validate green
depth 3.
Previous update 2026-08-09 22:03–22:1xZ (real date -u at write: 22:06) —
tick (babysit): green tick, no steering — one new watch item:
adamc’s probe has now risen three consecutive evals (10.63@9500 →
10.80@10000 → 11.06@10500 → 11.41@11000), a trend rather than the
usual one-eval blip; record-only per the pre-reg, no kill line
touches it.
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE — babysit exit 0
(22:03), step 11,080, 22.3 st/min, 33.6/310 GPU-h, vram 75.3 ×4 vs
77. Probe-rise watch: prior upticks (@5000, @8000, @10500-as-of-
last-tick) each receded within 1–2 evals; this one is 3-for-3
rising. Kill lines unaffected (would need >25 ×3; the @2500 line was
passed at @10000); same record-only class as the train_mae drift —
chart at readout. Next eval @11500 ~22:2xZ. Post-kill-line cruise,
endpoint ~08-12 ~17:00Z. fontaine-tiny10k LIVE local — step 1,240,
22.3 st/min, 1.9/15 GPU-h; probe 14.52@1000 descending on schedule;
first save boundary @1250 imminent. Host RAM 141/221 used, 80 GiB
available — workers-10/prefetch-2 amendment holds (mild drift
86→80 GiB free across two ticks, record-only). Endpoint ~05:1xZ
08-10 → chained panel_v2 → Δ_capacity read ~06:3xZ.
Steering: none — read surfaced only our own 22:01
lit-radar-0818 post; history -n 5 shows no new reactions. 13:48Z
gate default (let run, gate 310) governs adamc.
Done: babysit ×1 both entries; host-RAM check per the OOM class;
queue validate green depth 3 (9 open); run_work_next armed (22:04)
for lit-radar-0819.
Next: chained work session → queue_cli.py next →
lit-radar-0819 (CPU, GPU-busy window; 4 priority hooks + 8
spares). adamc probe-rise watch rides with the next babysit. tiny10k
endpoint ~05:1xZ 08-10 → chained panel_v2 → Δ_capacity readout.
adamc endpoint ~08-12 ~17:00Z → chained k4l2 panel. MolmoAct2
follow-up arms + ArmnetBench checkpoint watch remain owner-decision
/ watch items.*
Previous update 2026-08-09 21:43–21:5xZ (real date -u at write: 21:47) —
tick (babysit): quiet green tick — both runs healthy, no steering,
nothing to judge.
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE — babysit exit 0
(21:44), step 10,640, 23.1 st/min window, 32.3/310 GPU-h, vram 75.3
×4 vs 77. Probe 11.06@10500 — a mild uptick above the 10.63@9500
run-best, the @5000/@8500 recede-precedent class, record-only.
Post-kill-line cruise, endpoint ~08-12 ~17:00Z. fontaine-tiny10k
LIVE local — step 800, 20.2 st/min (~2.97 s/step, on projection),
1.5/15 GPU-h; host RAM 134/221 used, 86 GiB available — the
workers-10/prefetch-2 amendment holds (mild growth vs 21:17’s
122/221, comfortable margin, record-only). Next probe @1000 ~21:5xZ.
Endpoint ~05:1xZ 08-10 → chained panel_v2 → Δ_capacity read ~06:3xZ.
Steering: none — read surfaced only our own 21:41 lit-radar
post; history -n 5 shows no new reactions (the 21:03 👍 was
already recorded). 13:48Z gate default (let run, gate 310) governs
adamc.
Done: babysit ×1 both entries; host-RAM check per the OOM class;
queue validate green depth 3 (9 open); confirmed run_work_next
already armed (21:43 marker, from the 0817 session close).
Next: chained work session → queue_cli.py next →
lit-radar-0818 (CPU, GPU-busy window; 4 clean hooks, no spares —
fresh-sweep with new angles first). tiny10k endpoint ~05:1xZ 08-10 →
chained panel_v2 → Δ_capacity readout. adamc endpoint ~08-12
~17:00Z → chained k4l2 panel. MolmoAct2 follow-up arms +
ArmnetBench checkpoint watch remain owner-decision / watch items.*
Previous update 2026-08-09 21:24–21:4xZ (real date -u at write: 21:37) —
work session (bounded): lit-radar-0817 CLOSED — 4 Papers pages in
~15 min wall clock via 5-agent parallel fan-out (4 deep reads + the
refill sweep concurrently), every banked hook needed corrections
again; the refill sweep hit 12/16 corpus dups — the pool is
drying.
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE — babysit exit 0
×2 (21:25, 21:37), step 10,480 @ 21:37, 22.0–25.8 st/min, 31.8/310
GPU-h, vram 75.3 ×4 vs 77. Run-best 10.63@9500 stands; post-kill-
line cruise, endpoint ~08-12 ~17:00Z. fontaine-tiny10k LIVE local
— step 660 @ 21:37 (22.0 st/min), 1.4/15 GPU-h; first
post-relaunch probe @500 = 16.78 vs the pre-OOM run’s 16.46@500 —
same-seed sanity confirmed (stale row now superseded in the
ladder). Endpoint ~05:1xZ 08-10 → chained panel_v2 → Δ_capacity
read ~06:3xZ.
Steering: none — read empty at boot (21:24) and at the 21:37
babysit. 13:48Z gate default (let run, gate 310) governs adamc.
Done: (1) lit-radar-0817 CLOSED — 4 Papers pages same session (armnetbench, safecast, reflex + legato cluster, compression-gap; MolmoAct2 slot satisfied by the 08-09 owner deep dive). Hook corrections, three loud: ArmnetBench “3,118 human-labeled” = 2,518 scored rollouts
- 600 unscored demos, and the claimed 84 policy checkpoints are NOT
public (→ #9 calibration study specified-but-blocked, watch item) —
but the 2,288 labeled SO-101 failure rollouts are real, Apache 2.0,
LeRobot-native (→ #16’s LWD prerequisite met, #6’s eval corpus);
SAFECAST is NOT offline (needs closed-loop perturbed
re-executions + hundreds of labeled rollouts) and its flow-policy
cells land below coin-flip in its own metric → #6’s cheapest next
step sharpened into a go/no-go separability gate on the
hidden-state-probe family; Legato “~10% smoother” wrong both
directions (smoothness ~flat; real headline −19–23% completion time
vs matched RTC). Plus: Reflex’s 2.58× is vs a full-recompute
strawman, but the timestep-invariance draws reframe is real (K
draws share one trunk prefill → #19 cost split; stall-rate
instrument adopted → #22); Compression Gap oversold on every clause
(tiny non-VLA, single seed, mechanism asserted — filed
consistent-with only, #19). Ideas #6 #9 #16 #19 #22 + index hooks
fed. (2) Refill sweep →
lit-radar-0818: 16 candidates abs-verified by the sweep agent, 12 dropped as corpus dups by local grep (agent’s exclusion-list check is insufficient — the executor must grep the full corpus per id; instrument note logged in the item); 4 clean hooks banked (ATHENA influence-function curation #9, ProbeAct #6, Qwen-RobotManip 38kh pipeline #9/#17, plasticity-at-scale adamc watch), NO spares — next slice should fresh-sweep with new angles first. (3) Self-caught a queue.json stamp 13 min future-dated (21:50 written at a real 21:37) — corrected same session; the 21:17 tick’s clock-audit class is live in my own writes.
Next: queue_cli.py next → lit-radar-0818 (CPU, GPU-busy
window) after the owner-side docs-pass tail; run_work_next armed
at close. tiny10k endpoint ~05:1xZ 08-10 → chained panel_v2 →
Δ_capacity readout (MolmoAct2 15.5% expert-ratio anchor in hand).
adamc endpoint ~08-12 ~17:00Z → chained k4l2 panel. MolmoAct2
follow-up arms + ArmnetBench checkpoint watch are owner-decision /
watch items.*
Previous update 2026-08-09 21:17–21:2xZ (real date -u at write: 21:2x) —
tick (babysit): both runs healthy — adamc crossed its step-10,000
pre-registered kill-line checkpoint and PASSES clearly (probe
10.80@10000 vs the 14.03@2500 bar, below by 3.23); the 20:47 work
session’s clocks were hallucinated ~30 min into the future
(21:45/21:5x stamps written at a real ~21:15) — corrected in
queue.json + now.md.
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE — babysit exit 0
(21:17), step 10,040 @ 21:18, ~22 st/min, 30.5/310 GPU-h, vram 75.3
×4 vs 77. Step-10,000 kill line JUDGED PASS: “probe not below
its own @2500 value by 10k” — @2500 = 14.0294 (fetched from the box
jsonl), @10000 = 10.80, clear by 3.23; run-best 10.63@9500 stands
(the 10.80@10000 is a one-eval uptick, the @5000/@8500 precedent
class). The babysit window’s 5.6 st/min (21:14→21:17) was the
@10000 boundary itself — async save “captured in 21.2s” + probe
eval; re-verified 10020→10040 in 54 s (~22 st/min) right after.
Endpoint ~08-12 ~17:00Z. fontaine-tiny10k LIVE local — step ~220
@ 21:17 (22.4 st/min window), 99% util, 15.6 GiB vram, ~1.1/15
GPU-h; host RAM 122/221 GiB used, 98 available — the
workers-10/prefetch-2 amendment is holding (OOM class closed).
First post-relaunch probe lands @500 ~21:3xZ (ignore the stale
16.46@500 row predating 21:03Z). Endpoint ~05:1xZ 08-10 → panel_v2
→ Δ_capacity read ~06:3xZ.
Steering: read empty; history -n 5 surfaced an owner 👍 on
the 21:03 OOM-recovery + deep-dive-plan post — lightweight
agreement with the recovery call and the piece, recorded per the
08-05 reaction protocol, no reply owed. 13:48Z gate default (let
run, gate 310) governs adamc.
Done: (1) step-10,000 gate judged (Status — the first of adamc’s
two dated kill-line checkpoints is behind us). (2) Clock-hallucination
audit: the 20:47 work session closed at a real 21:15:31Z (commit
72e2016 push time) but stamped 21:45/21:5x — queue.json
updated_utc was 30 min in the FUTURE; fixed there + in the head
entry below (ack/link times corrected to 21:04Z/21:14Z from Discord
history). (3) Host-RAM check per the OOM class (Status). (4) Queue
validate green depth 3 (9 open).
Next: run_work_next armed (21:16 marker) → chained work
session → queue_cli.py next → lit-radar-0817 (CPU, GPU-busy
window). tiny10k endpoint ~05:1xZ 08-10 → chained panel_v2 →
Δ_capacity readout. adamc endpoint ~08-12 ~17:00Z → chained k4l2
panel. MolmoAct2 follow-up arms remain owner-decision items.*
Older entries: see the now archive — one dated page per day, verbatim.
Previous update 2026-08-09 20:33–20:4xZ (real date -u at write: 20:38) —
tick (babysit): both runs healthy — but the 19:41 tick’s “probe
ladder prints without manual ssh” claim was FALSE (the babysit.toml
jsonl+probe_key wiring was a silent no-op for progress-log
entries); fixed + tested + live-verified this tick. adamc probes
@8500 = 11.44 / @9000 = 11.53 — above the 11.02@8000 run-best but
inside the run’s noise band, record-only.
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE — babysit exit 0
×2 (20:34, 20:36), step 9,140 @ 20:36, 21.5–24.3 st/min windows,
27.7/310 GPU-h, vram 75.3 ×4 vs 77 bar. Probe ladder (now
auto-printed): 11.69@7000 → 11.72@7500 → 11.02@8000 → 11.44@8500
→ 11.53@9000 — the uptick mirrors the @5000 one that receded,
nothing near a kill line (>25 ×3 sustained; not-below-@2500 by
10k); judged healthy, no escalation. Endpoint ~08-12 ~17:00Z.
fontaine-tiny10k LIVE local — step ~160, 99% util, 12.98 GiB,
~0.4/15 GPU-h; first probe lands @500; endpoint ~04:2xZ 08-10 →
panel_v2 @10000 → Δ_capacity read ~05:4xZ.
Steering: none new — babysit read empty (20:34), history -n 5 = the 20:08 owner exchange (answered in-session) + our own
posts, no reactions. 13:48Z gate default (let run, gate 310)
governs adamc.
Done: babysit.py probe-ladder fix — batched_probe_cmd fetched
and check_* parsed the probe section only for kind = "train-jsonl", so the adamc entry’s 19:41 wiring never printed
(caught this tick: fresh @8500/@9000 evals existed, no ladder in
the output). Now progress-log entries with jsonl+probe_key
fetch + print the ladder too, with regex-fallback parsing for probe
rows embedded in mixed launch-log lines; new oracle
test_progress_log_probe_ladder (suite 20/20), verified live over
ssh (full adamc ladder above). Queue validate green depth 4 (10
open, 20:16:00Z stamp clean). run_work_next already armed (20:31
marker from the work session).
Next: chained work session → queue_cli.py next →
lit-radar-0816 (CPU, GPU-busy window). tiny10k probes from @500
are routine tick reads; endpoint ~04:2xZ 08-10 → chained panel_v2 →
Δ_capacity readout session. adamc endpoint ~08-12 ~17:00Z →
chained k4l2 panel. Survey follow-ups remain owner-decision items.*
Previous update 2026-08-09 19:41–19:5xZ (real date -u at write: 19:48) —
tick (babysit): orphan audit — the 19:3x work session died at turn
end mid-close; its lit-radar-0815 queue close + 0816 refill
recovered and committed, in-channel post made this tick (papers
commit c53e517 + Space push had landed). adamc_100k healthy at
step 7900 (24.1/310 GPU-h, 22.1 st/min); probe @8000 = 11.0237 —
NEW RUN-BEST, the downward break extends.
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE — babysit exit 0,
8 procs, ~75.3 GiB ×4 vs 77 bar, step 7900 @ 19:41, window 22.1
st/min, cumulative 24.1/310 GPU-h. Probe @8000 = 11.0237 (read
in-session ~19:47Z): 11.69@7000 → 11.72@7500 → 11.02@8000 — new
best, below the 11.32@4500 floor; train_mae 12.49 → 12.41 still
falling. No escalation, nothing near a kill line. Endpoint ~08-12
~17:00Z → chained k4l2 panel. LOCAL GPU free.
Steering: none new — babysit read empty (19:41, unfiltered);
history -n 5 = our own posts only, no reactions. Last owner
message remains the answered 16:42Z ticket question. 13:48Z gate
default (let run, gate 310) governs.
Done: orphan audit (charter boot): the dead session’s
queue.json/queue.md diff verified against landed work (c53e517
- 200 ×5 Space checks, 19:39:56Z stamp clean vs real clock) and
committed —
lit-radar-0815CLOSED (3 hook corrections), Done 85,lit-radar-0816queued. Owed in-channel 0815 post made this tick. Babysit poll exit 0 (Discord poll included). Probe@8000 caught in-session (background poll + foreground hold). babysit.toml: adamc entry wired withjsonl+probe_key = eval_chunk_mae— future ticks print the probe ladder without manual ssh. Queue validate green depth 3.run_work_nextre-armed (19:43 marker). Head keep-3 - footer keep-2 rolls (19:05 head entry + 19:08 footer note → day archive, verbatim).
Next: chained work session → queue_cli.py next →
lit-radar-0816 (CPU, any GPU-busy window); probe@8500 ~20:09Z
routine. adamc endpoint ~08-12 ~17:00Z → chained k4l2 panel. fjoint
stays owner-gated post-endpoint.
Previous update 2026-08-09 19:08–19:3xZ (real date -u at write: 19:26) —
work session (bounded): lit-radar-0814 CLOSED — all 5 hooks
deep-read, 5 Papers pages landed same session (2 hook corrections
caught); probe @7500 = 11.7238 — the @7000 downward break holds.
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE — babysit exit 0
×2 (19:08, 19:21), 8 procs, ~75.3 GiB ×4 vs 77 bar, windows
20.4–23.7 st/min, s/step 2.55–2.59, step 7500 / ~23/310 GPU-h.
Probe ladder 11.32@4500 → 12.65@5000 → 12.12@5500 → 12.59@6000 →
12.60@6500 → 11.69@7000 → 11.72@7500: the downward break at 7000
is confirmed not a one-off; train_mae fell again (12.67@7000 →
12.49@7500). No escalation, nothing near a kill line. Endpoint
~08-12 ~17:00Z → chained k4l2 panel. LOCAL GPU free.
Steering: none new — read empty at 19:08 and 19:21
(unfiltered, via babysit); history = our own posts only, no
reactions. Last owner message remains the answered 16:42Z ticket
question. 13:48Z gate default (let run, gate 310) governs.
Done: lit-radar-0814 CLOSED (commit 40719b0, check 598
green): all 5 banked hooks deep-read with Papers pages same session
— Hyperball 2606.16899 (hyperball-optimization.md; R⋆ ∝ √(η/λ)
third independent derivation of the AdamC flat-norm signature +
grad-side test → the adamc watch is now TWO-SIDED, decay-inert trap
named, 2 free offline probes banked), Anytime Pretraining
2602.03702 (anytime-pretraining.md; hook misattribution to
Defazio CORRECTED; decay ≡ weight averaging → #3 horizon-churn
recipe + mid-run-probe chart-note), VLA-FAIL 2606.21386
(vla-fail.md; demo-anchored Mahalanobis + chunk-overlap
consistency → #6 mechanism class outside the closed kill rule,
LLMD-as-selector named cheapest affirmative arm; #22 seam read
published as a detector + 3 borrowable deltas), FPO 2510.09976
ICRA26 (fpo-flow-policy-optimization.md; likelihood-free CFM-loss
ratio → #16 RL-pole entry 6, gradient-route-carries ablation −46 vs
−7 pp), X-Tokenizer 2606.14752 (x-tokenizer.md; tokens NEVER
executed at inference — hook corrected; learned-VQ null in the
executable role → #5 gate stands + 2 v3 riders; #17 zero-commitment
corner). Ideas #3/#5/#6/#16/#17/#22 fed. Refill sweep ran
in-session with id verification → lit-radar-0815 queued (5
dup-checked hooks + 5 verified spares). Blog built + Space pushed,
200 ×5 verified; in-channel post 19:24Z. Queue validate green depth
3.
Next: queue_cli.py next → lit-radar-0815 (CPU, any GPU-busy
window); probe watch routine at next tick (@8000+, whether the
sub-band level holds). adamc endpoint ~08-12 ~17:00Z → chained k4l2
panel. fjoint stays owner-gated post-endpoint. run_work_next
armed.
Previous update 2026-08-09 18:45–18:4xZ (real date -u at write: 18:47) —
tick (babysit): adamc_100k healthy at step 6660 (20.4/310 GPU-h,
23.6 st/min window); Discord clean; queue green depth 3;
run_work_next armed for lit-radar-0813.
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE — babysit exit 0,
8 procs, ~75.3 GiB ×4 vs 77 bar, step 6660 @ 18:46, window 23.6
st/min, cumulative 20.4/310 GPU-h. Probe ladder unchanged since the
@6500 read (11.32@4500 → 12.65@5000 → 12.12@5500 → 12.59@6000 →
12.60@6500 — band 12.1–12.6, not trending); next eval @7000 ~19:00Z
is routine — chained session reads it. Record-only train_mae watch
stands (13.4473@6500, flattened). Endpoint ~08-12 ~17:00Z → chained
k4l2 panel. LOCAL GPU free.
Steering: none new — read empty at 18:46 (unfiltered, via
babysit); history -n 5 = our own posts only (latest the 18:41
lit-radar post), no reactions. Last owner message remains the
answered 16:42Z ticket question. 13:48Z gate default (let run, gate
310) governs.
Done: babysit poll (exit 0, unfiltered, Discord poll included).
Queue validate green depth 3 (8 open; 18:39:09Z stamp clean — no
clock audit findings this tick). run_work_next armed (18:46
marker). Head keep-3 + footer keep-2 rolls (the 18:01 head entry +
the 18:21 footer note → day archive, verbatim).
Next: chained work session → queue_cli.py next →
lit-radar-0813 (CPU, any GPU-busy window) + probe@7000 read
(~19:00Z, routine). adamc endpoint ~08-12 ~17:00Z → chained k4l2
panel. fjoint stays owner-gated post-endpoint.
Previous update 2026-08-09 18:21–18:2xZ (real date -u) — tick (babysit):
adamc_100k healthy at step 6100 (18.8/310 GPU-h, 21.6 st/min);
Discord clean; second future-stamped queue clock caught + fixed;
probe @6500 (~18:40Z, routine) + lit-radar-0812b handed to the
chained work session (run_work_next armed).
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE — babysit exit 0,
8 procs, ~75.3 GiB ×4 vs 77 bar, step 6100 @ 18:21, window 21.6
st/min, cumulative 18.8/310 GPU-h. Probe ladder unchanged since the
@6000 read (11.32@4500 → 12.65@5000 → 12.12@5500 → 12.59@6000 —
oscillating 12.1–12.6 at near-peak LR, well under the 14.03@2500
step-10k reference, nowhere near >25×3); next eval @6500 ~18:40Z is
routine — chained session reads it. Record-only train_mae watch
stands (13.47, flattening). Endpoint ~08-12 ~17:00Z → chained k4l2
panel. LOCAL GPU free.
Steering: none new — read at 18:21 surfaced only our own 18:19
lit-radar post; history -n 5 = our own posts + the answered 16:42Z
ticket question, no reactions. 13:48Z gate default (let run, gate
310) governs.
Done: babysit poll (exit 0, unfiltered, Discord poll included).
Clock audit: the 18:01 work session future-stamped again —
queue.json updated_utc said 18:30Z while real time was 18:21:47Z
(second occurrence; same pattern as the 17:42 session’s 18:05Z) and
its now.md header claimed 18:01–18:4xZ though it demonstrably ended
~18:19–18:20 (Discord post 18:19:33Z, marker 18:19, commit predates
this tick’s 18:21 start) — both corrected to real stamps. Queue
validate green depth 3 (8 open) after the fix; run_work_next
confirmed armed (18:19 marker); head keep-3 + footer keep-2 rolls
(the 18:01 session’s missing footer note back-filled during the
roll).
Next: chained work session → queue_cli.py next →
lit-radar-0812b (CPU, any GPU-busy window) + probe@6500 read.
adamc endpoint ~08-12 ~17:00Z → chained k4l2 panel. fjoint stays
owner-gated post-endpoint. Watch item: work sessions keep
future-stamping clocks (2 catches in 2 sessions) — stamp queue.json
and now.md headers from a real date -u at write time, never a
projected end.
Previous update 2026-08-09 18:01–18:2xZ (real end ~18:19–18:20 per
post/marker stamps; the original header’s “18:4x” was a projected
end, corrected by the 18:21 tick) — work session
(bounded): lit-radar-0811 CLOSED — all 5 banked hooks deep-read,
5 Papers pages landed same session; probe @6000 = 12.591 —
oscillating in a 12.1–12.6 band, not trending; no escalation.
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE — babysit exit 0
×3 (18:01, 18:11, 18:14), 8 procs, ~75.3 GiB ×4 vs 77 bar, windows
22.0–25.1 st/min, 18.3/310 GPU-h. Probe ladder now 11.32@4500 →
12.65@5000 → 12.12@5500 → 12.59@6000: reads as oscillation at
near-peak LR, not divergence — well under the 14.03@2500 kill
reference, nowhere near >25×3. Record-only train_mae watch: 13.44 →
13.47 (flattening). Endpoint ~08-12 ~17:00Z → chained k4l2 panel.
LOCAL GPU free.
Steering: none new — read empty at 18:01 and 18:11; history
re-checked in full at 18:1x (process catch: one babysit output got
piped through sed mid-session, against the never-truncate rule —
full-history recovery confirmed no owner message was missed;
last owner message remains the answered 16:42Z ticket question).
Done: lit-radar-0811 CLOSED (commits 1a8dc93 +
eaa3a21, check 598 green both): all 5 banked hooks deep-read with
Papers pages same session — TCFM 2605.08511
(trajectory-consistent-flow-matching.md; #12 third-axis family
map — training-side integration supervision, the smoothness×RK4
interaction ablation, an RK4-on-banked-checkpoint zero-training
hook PRICED not queued), RLDT 2606.08602
(rldt-density-transport-rl.md; #16 RL-pole entry 3 — SVGD density
transport, native-to-FM gradients, honest infra price), FAN
2604.01570 (fan-feasible-action-neighborhood.md; #16
zero-infrastructure SFT lever + #19 external mean-collapse prior),
HiFlow 2603.27281 (hiflow-scalewise-ar-flow.md; #17 head-axis
third pole, continuous-vs-VQ controlled datum), VLA-JEPA 2602.10098
(vla-jepa-latent-world-model.md; #17 predictive
representation-supervision pole + #11 Spatial-Forcing fork note).
Ideas #11/#12/#16/#17/#19 fed. Refill sweep ran → lit-radar-0812b
queued (5 new dup-checked hooks). Queue validate green depth 3.
Next: queue_cli.py next → lit-radar-0812b (CPU, any
GPU-busy window); probe watch routine at next tick (@6500+). adamc
endpoint ~08-12 ~17:00Z → chained k4l2 panel. fjoint stays
owner-gated post-endpoint. run_work_next armed.
Previous update 2026-08-09 17:50–18:0xZ (real date -u) — tick (babysit,
held through the @5500 eval): probe@5500 = 12.119 — the @5000
uptick is receding (11.32@4500 → 12.65@5000 → 12.12@5500), no
escalation; the 17:42 chained work session DIED UNCOMMITTED at turn
end — its lit-sweep output (2 papers pages) audited + recovered by
this tick.
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE — babysit exit 0,
8 procs, ~75.3 GiB ×4 vs 77 bar, step 5420 @ 17:51 → 5500+ by 18:00,
window 19.9 st/min, 16.7/310 GPU-h. Probe watch resolved for now:
eval_chunk_mae 12.119@5500, down from 12.646@5000, well under the
14.03@2500 step-10k reference and nowhere near the >25×3 line. New
record-only oddity: train_mae still drifting up (12.17@4500 → 13.25
→ 13.44) while eval recovered — LR is near peak post-warmup; chart
at readout, not a gate. Endpoint ~08-12 ~17:00Z → chained k4l2
panel. LOCAL GPU free.
Steering: none new — read empty at 17:51; history -n 5 = our
own posts + the answered 16:42Z ticket question, no reactions. 13:48Z
gate default (let run, gate 310) governs.
Done: Incident + recovery: the 17:41-armed chained work
session ran 17:42–17:50, executed lit-radar-fresh-sweep-0810
(papers pages weight-decay-correction.md [2512.08217, AdamC’s
successor — grad-norm-watch interpretive frame] +
z1-selective-joint-rl.md [2606.31846 — 4th frozen-first vote,
fjoint conditional-escalation prior], ideas #4/#16/#17 cross-links,
lit-radar-0811 refill) but ended its turn WITHOUT committing and
with a future-stamped queue timestamp (18:05Z). This tick audited
the orphaned diff (dup-grep clean, plain-words blocks present, check
598 green), fixed the timestamps, committed it. Probe@5500 read
in-session (background until-loop on the remote log). Queue validate
green depth 3 (8 open); head/footer keep-3/keep-2 rolls; blog built
- Space pushed; in-channel post (probe recovery + 2 pages).
Next: normal cadence — next tick babysits (probe @6000 ~18:2xZ,
routine). CPU queue head: lit-radar-0811 (any GPU-busy window).
adamc endpoint ~08-12 ~17:00Z → chained k4l2 panel. fjoint stays
owner-gated post-endpoint. Watch item for future work sessions:
end-of-session commit is part of the session, not optional — a
turn-end kill loses everything after the last commit.
Previous update 2026-08-09 17:01–17:4xZ (real date -u) — work session
(bounded): #9 corpus continuity screen CLOSED at zero GPU
(qualified null — post + charts live); adamc_100k step-5000 async
save verified live end-to-end (captured 20.3 s, published 164.4 s
behind the boundary, stepped through the write), probe 12.646@5000.
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE — babysit exit 0
twice (17:11, 17:28), 8 procs, ~75.3 GiB ×4 vs 77 bar, 23.3 st/min,
15.2/310 GPU-h. Step-5000 boundary caught: probe ladder
14.03@2500 → 12.07@3500 → 11.40@4000 → 11.32@4500 → 12.646@5000 —
an UPTICK, still well under the @2500 kill reference; watch the next
evals at the ~18:1x tick. First async save verified: “captured in
20.3s” → “saved …/step_005000 (async, 164.4s behind the boundary)”,
atomic publish, step 5020 logged mid-write. Endpoint ~08-12 ~17:00Z
→ chained k4l2 panel. LOCAL GPU free.
Steering: none new — read empty at 17:01, 17:11, 17:28; owner
thread (v2all tickets) closed since 16:48Z. 13:48Z gate default (let
run, gate 310) governs.
Done: corpus-continuity-screen queue item CLOSED (commit
83de76d): oracle-gated corpus_continuity_screen.py (VISTA
three-regime scoring, rig-calibrated p99.9 bars, own two-layout
parquet loader), 52,507 eps / 981 repos, zero read failures.
Qualified null: teleport tail 123 eps (0.23%) = wrap census’s two
known repos + 42 new sub-300° dropout eps (0.08%, ~10× under the
08-05 curation kill line → NO pre-reg queued); zero LORO overlap; 8
panel rows → standing caveat added to the leaderboard page. Results
post + 2 dark charts live (curl 200 ×3); ideas #9 hook closed;
wrap-census post cross-annotated; in-channel summary + save quote
posted 17:3xZ. Lit slice: backlog verified EMPTY (3 slices already
ran 08-09); a FASTER dup page was caught pre-commit and reverted
(2603.19199 = papers/async-execution-2.md); fresh-sweep item queued
instead of forcing a thin sweep.
Next: queue_cli.py next → lit-radar-fresh-sweep-0810 (CPU,
any window); probe-uptick watch at the next tick (~18:1xZ);
adamc endpoint ~08-12 ~17:00Z → chained k4l2 panel. fjoint stays
owner-gated post-endpoint. run_work_next armed.
Older entries: see the now archive — one dated page per day, verbatim.
Previous update 2026-08-09 16:45–16:5xZ (real date -u) — tick (babysit,
conversational hold): adamc_100k healthy step 4000 (12.4/310);
owner asked “Did you push the ticket to git?” 16:42Z — answered
16:48Z (yes: commit ea1cbf2 on fontaine, in sync with origin,
sha256 ec0484e8… re-verified, all three ticket vectors listed +
hub mirror d8cbfcc).
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE — babysit exit 0,
8 procs, ~75.3 GiB ×4 vs 77 bar, step 4000 @ 16:46, window 20.5
f/min, 12.4/310 GPU-h; probe ladder unchanged (14.03@2500 = @10k
kill-bar ref). Next boundary: step-5000 async-save line ~17:2xZ —
quote owed in-channel; falls past this tick’s hard kill,
run_work_next armed so the chained session catches it. LOCAL GPU
free.
Steering: owner question 16:42:10Z (“Did you push the ticket to
git?”) — answered in-channel 16:48Z after re-verifying: npz tracked
in git at ea1cbf2, branch clean vs origin/fontaine, sha match;
pointed at all three vectors in plans/ (12 / 59 / 33). No
reactions in history -n 5. Conversational hold kept with a
background history-watcher (cursor untouched) through end of tick.
13:48Z gate default (let run, gate 310) governs.
Done: babysit poll (exit 0, unfiltered); git/push verification +
in-channel reply; queue validate green depth 3 (8 open);
run_work_next confirmed armed; 15:59 head entry rolled verbatim to
the archive (keep-3), footer notes rolled (keep-2).
Next: chained work session → step-5000 async-save quote ~17:2xZ
- owner-thread rejoin via
history; CPU queue pointerdocs-pass-followups-0809/corpus-continuity-screen. adamc endpoint ~08-12 ~17:00Z → chained k4l2 panel. fjoint stays owner-gated post-endpoint.
Previous update 2026-08-09 16:10–16:4xZ (real date -u) — tick (babysit, held
through the v2all landing): adamc_100k healthy step 3240; v2-all
ticket scoring LANDED 16:35:31Z (32,679 frames) — winner
selection+subset diagnostics running detached, table post owed by the
chained work session.
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE — babysit exit 0, 8
procs, ~75.3 GiB ×4 vs 77 bar, step 3240 @ 16:10, window 25.4 f/min,
10.1/310 GPU-h; probe ladder unchanged (14.03@2500 = @10k kill-bar
ref). Next boundary: step-5000 async-save line ~17:2xZ, quote owed
in-channel. LOCAL GPU: fontaine-ftrig-ticket64-v2all.service
COMPLETED 16:35:31Z (json + 2.27 GB draws npz in reports/).
HANDOFF — chained work session must: (1) check
fontaine-ftrig-v2all-winner.service (detached 16:37Z: runs
ftrig_ticket_winner.py --draws-npz <v2all draws> --out plans/ticket_ftrig4k_rigv2all_winner.npz --json reports/analysis__ftrig_ticket_selection_rigv2all.json then
ftrig_ticket_v2all_subsets.py); (2) post the owner table in-channel —
v2all winner vs ticket 59 (holdout winner, 11.203 holdout) vs ticket33,
- subset diagnostics (train-rows vs heldout-rows ladders, Spearman
rank agreement = the memorized-rows-sensitivity read); (3) upload
ticket_ftrig4k_rigv2all_winner.npzper checkpoint rule; (4) blog build + Space push (this entry). CAUTION: the 16:05 work session died end-turn-waiting on watchers (known failure mode) — its subsets script is committed here; do NOT end-turn-wait, foreground-block instead.
Steering: none new — read empty at 16:11, no reactions in
history -n 5. 13:48Z gate default (let run, gate 310) governs.
Done: babysit poll (exit 0); v2all ride-through + landing
confirmed; detached winner/subsets launch; queue validate green depth
3 (8 open); run_work_next armed; subsets script
fontaine/scripts/ftrig_ticket_v2all_subsets.py (written by the 16:05
work session, import-verified) committed.
Next: chained work session → items (1)–(4) above, then step-5000
save quote ~17:2xZ, then CPU queue (corpus-continuity-screen /
boundary-incompat-read-npz). fjoint stays owner-gated
post-adamc-endpoint (~08-12 ~17:00Z+).*
Previous update 2026-08-09 14:54–15:0xZ (real date -u) — tick (babysit):
adamc_100k healthy through step 1560 — probe@1500 banked at
16.8716, down hard again from 24.48@1000.
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE (launch 3) —
babysit exit 0, 8 procs, ~75.1–75.3 GiB ×4 vs the 77 bar, step 1560
at the 14:55 poll, window 18.7 f/min (probe eval@1500 inside the
window; steady neighbors 2.54–2.57 s/step). Probe@1500:
eval_chunk_mae 16.8716, train_mae 18.1248 — the fall continues
(31.30@500 → 24.48@1000 → 16.87@1500), far under the 25
sustained-×3 bar that only binds after step 5000. Loss 4.99@1560
falling smoothly, grad-norm 5–7 flat (record-only AdamC watch —
no ramp), vram alloc peak 70.57, zero NaN/inf in the log.
Cumulative 5.0/310 GPU-h. Next boundary: first async-save line at
step 5000 (~17:2xZ, quote owed in-channel — the chained session
catches it); kill-bar comparison binds at eval@2500 vs @10k
(~08-10); endpoint ~08-12 ~17:00Z → chained k4l2 panel (–report).
Steering: none — read surfaced only our own fjoint-instrument
post; history -n 5 all our own posts, no reactions. The 13:48Z gate
question stays unanswered; declared default (let it run, gate 310)
governs.
Done: babysit poll (exit 0, unfiltered) + log-level anomaly scan
(probe@1500 pulled from the box log; grad-norm flat 5–7; NaN/inf
count zero; the window-rate dip attributed to the in-window
eval@1500); queue validate green depth 4 (9 open); run_work_next
left armed (GPUs busy + CPU items queued). Stable stretch → exited
rather than held.
Next: chained work session → queue_cli.py next pointer
(boundary-incompat-read-npz free npz read, or
docs-pass-followups-0809 / lit-radar-hooks-0812a); queue.json
canonical. fjoint launch remains owner-gated post-adamc-endpoint
(~08-12 ~17:00Z+), sequencing question to the owner at finalization.
adamc_100k boundaries: async-save quote ~17:2xZ (chained session),
eval@2500-vs-@10k comparison ~08-10, endpoint ~08-12 ~17:00Z →
chained panel → leaderboard row + grad-norm chart.
Previous update 2026-08-09 14:37–14:5xZ (real date -u) — work session
(bounded, one item): the fjoint instrument is LANDED oracle-gated
(pre-reg finalization condition 1 of 3) — the rung now waits only on
the owner’s sequencing go.
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE (launch 3) —
babysit exit 0 ×2 this session (14:37, 14:49), 8 procs, ~75.1–75.3
GiB ×4 vs the 77 bar, step 1460 at the 14:49 poll, window 23.6 f/min
≈ 2.54 s/step (no eval in window), loss falling smoothly, 4.7/310
GPU-h. Next boundary: first async-save line at step 5000 (~17:2xZ,
quote owed in-channel — the chained tick catches it); kill-bar
comparison binds at eval@2500 vs @10k (~08-10); endpoint ~08-12
~17:00Z → chained k4l2 panel (–report).
Steering: none — read clean at boot and both babysit polls; history all our own posts, no reactions. The 13:48Z gate question stays unanswered; declared default (let it run, gate 310) governs.
Done (49ee316): fjoint instrument, pre-reg Instrument §1–§3
(the queue-head CPU part of idea4-fjoint-rung-finalize-exec):
(1) materialize_fjoint_init.py — composite warm start (F@10k
expert/prompt/trunk bytes verbatim + phase-1 FAST tables as
joint_ce.safetensors, joint metadata section; trunk-coherence
byte-guard refuses a wrong phase-1 source, inode fast path for the
box’s hardlinked layout); (2) --joint-unfrozen-seam guard escape
in train.py — warm-start-only (requires --init-from, contradicts
--seam-stop-grad, naive-joint refusal verbatim-preserved for fresh
runs), banner prints seam UNFROZEN (flow grads enter the trunk),
plus a real hole closed: the molmo2-only runtime guard now checks
--joint-ce too (a gemma joint run under the escape would have
silently dropped the rider); (3) AR-view compat verified against
J-written checkpoints via the real writer on the fixture family.
12 new oracles (tests/test_fjoint_init.py), check.py 596 green
(was 584). Draft post’s Instrument section updated in place + idea
#4 page + index hook; queue item updated, validate green depth 4
(9 open); Discord summary posted; blog built + Space pushed,
draft page curl-verified 200.
Next: queue_cli.py next pointer → boundary-incompat-read-npz
(CPU, free npz read) or docs-pass-followups-0809 /
lit-radar-hooks-0812a; queue.json canonical. fjoint launch
remains owner-gated post-adamc-endpoint (~08-12 ~17:00Z+), the
sequencing question goes to the owner at finalization. adamc_100k
boundaries: async-save quote ~17:2xZ (chained tick), eval@2500-vs-@10k
comparison ~08-10, endpoint ~08-12 ~17:00Z → chained panel →
leaderboard row + grad-norm chart. run_work_next armed.
Previous update 2026-08-09 14:09–14:1xZ (real date -u) — tick (babysit):
adamc_100k healthy through its first probe eval — step 560,
probe@500 banked (eval 31.30 / train 33.04), rate back at 2.56–2.61
s/step steady.
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE (launch 3) —
babysit exit 0, 8 procs, GPUs 72–89% at poll, vram alloc peak 70.4
steady vs the 77 bar. First probe @500: eval_chunk_mae 31.2959,
train_mae 33.0448 — high-in-absolute is expected mid-warmup from
base; no bar binds before step 5000 (>25×3) and the trajectory
anchors are @2500/@10k. Loss 5.76@560 falling smoothly (action 5.26,
CE-aux 1.00), grad-norm 12.9–14.9 (record-only AdamC watch). The
babysit window’s 17.4 f/min (~3.45 s/step) is fully explained by the
probe eval inside it — step-520’s s_per_step 4.949 amortizes the
eval, neighbors 2.56–2.61. Cumulative gate projection 2.0/310 GPU-h.
Next boundary: first async-save line at step 5000 (~17:2xZ, quote
owed in-channel).
Steering: none — read clean, no reactions on our posts via history. The 13:48Z gate question (let-it-run vs act-ckpt refit) is ~25 min unanswered; declared default (let it run, gate 310) governs and nothing blocks on it, so tick cadence resumes — the chained session re-checks.
Done: babysit poll + log-level anomaly scan (probe value, rate
dip attribution, grad-norm trajectory — all clean); queue validate
green depth 3 (8 open); run_work_next already armed 14:08 by the
prior close-out, left in place (GPUs busy + CPU items queued).
Next: chained work session → idea4-f-then-joint-prereg-draft
(CPU, in the run’s shadow) or lit-radar-hooks-0811a /
docs-pass-followups-0809. adamc_100k boundaries unchanged: save +
async line ~17:2xZ, kill-bar comparison binds at eval@2500 vs @10k
(~08-10), endpoint ~08-12 ~17:00Z → chained k4l2 panel (–report) →
leaderboard row + grad-norm chart.
Previous update 2026-08-09 12:47–13:5xZ (real date -u) — work session
(4-h budget): both owner top-priority items closed — AdamC
implemented, oracle-tested and LAUNCHED as the new 100k run from
base Molmo2-4B (after a three-message approval exchange, including a
λ override caught before step 1), and the docs modernization pass
landed for the owner’s main-rebase.
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE on the box (unit
fontaine-adamc-100k, relaunched 13:30Z after the λ override) —
base Molmo2-4B, 100k steps, eff-batch 32 (8/rank ×4, microbatch 2),
vision tower unfrozen from step 0 (banner: 439.1M vision params @
2e-5), text 2e-5, decoder 1e-4, warmup 1000, AdamC λ=1e-5, seed
1, save 5000, ZeRO-1 + chunked backward + async saves. Banners
verified: E1 dataset gate exact (878/38,571/18,636,749), AdamC
partition 4074.7M corrected / 2.6M head / 0.6M 1-D. In dataloader
spin-up at write time — first log window’s measured s/step + vram
peak owed to the channel (babysit adamc_100k entry live: kill bars
NaN/inf, @10k<@2500, >25×3 after 5k, 77 GiB near-OOM watch, 260
GPU-h gate; grad-norm = record-only AdamC watch).
Steering (13:19:10Z + 13:24:10Z, both actioned same session): (1) approvals on the parameter sheet — text+vision 2e-5 confirmed, seed 1, save-every 5000, no smoke, launch the real run (OOM ⇒ restart at microbatch 1); λ pushed back (“0.1 high — what’s standard?”) → grounded answer posted (openpi ≈0, OpenVLA finetunes 0.01), launched at 0.01. (2) λ override 13:24Z: use the 40k/60k lineage value 1e-5 — caught before the first optimizer step (run was in model-load), stopped, relaunched clean at 1e-5 (amendment 2 on the sheet). ⚠ Process: the 13:19Z reply sat unseen ~35 min while I was heads-down in the docs pass — new memory rule: after asking the owner anything, poll every ~3–5 min until answered.
Done: (1) AdamC (401d6f7): --optimizer adamc = stock
fused AdamW with per-group time-varying decay λ̂=λ·γt/γmax; partition
corrected/head/no-decay with tied-lm_head care (Gemma AR decoder’s
tied embed-head routed as one param, one group; unaudited decoders
refuse; BOTH optimizer modes now hard-assert disjoint exact cover of
the trainable set); 10 new oracles incl. bitwise AdamW equivalence
at peak lr + the ZeRO-1 wrapper→local sync contract; check.py 584
green. (2) Parameter sheet + 2 amendments
(post) posted
before launch; launcher launch_box_fontaine_molmo2_adamc_100k_ddp4.sh
(63b977c + λ fix); box synced via the git side-branch route (GitHub
key absent on box). (3) Docs pass (e7144c3, owner 12:28Z
request): README two-trunk + fontaine-vs-shared split; architecture
.md modernized end-to-end (Molmo2 in intro/§1/§2, curated-plan
ledger in §7, shipped-flag demotions in §8, CLI-default corrections,
residual/seam/snapflow documented, §5 gains AdamC + memory machinery
- async saves); 4 historical docs got archive headers; subagent
staleness audit against HEAD drove the pass; deferred tail queued as
docs-pass-followups-0809.
Next: queue_cli.py next → molmo2-stage2-attachment-decision
memo (F-only basis, CPU) in the run’s shadow;
docs-pass-followups-0809 + lit-radar-hooks-0811a in any gap.
adamc_100k boundaries: first kill-bar reads bind at the eval@2500 →
@10k comparison (~08-10); endpoint ~08-11/12 → chained k4l2 panel
(–report) → leaderboard row + grad-norm chart.
Previous update 2026-08-09 12:16–12:4xZ (real date -u) — work session
(bounded, chained via run_work_next): the radar backlog cleared
TWICE over — four papers deep-read, four pages landed same session
(QDepth-VLA, ForesightFlow, CLP fewer-layers, Qwen-VLA); two fresh
production frozen-first votes filed on #4’s ledger hours before
tonight’s Δ_seam read, and the selection cluster gets its first
direct evidence that selector shape beats selector size.
Status: attach_K healthy at the 12:22Z poll — step 3940/10k, loss 3.13, 3.776 s/step (endpoint ~18:3xZ holds), vram 59.07 ≤ 71, liveness 7 procs / 4 GPUs. Probe 11.2033@3500 (best); first kill-bar 12.6394 binds ≥5k (~13:3xZ) with ~1.4 margin. CE aux flat. Local GPU free.
Steering: none — read clean at boot and at the 12:22Z babysit;
nothing from the owner after the answered 11:43:03Z loss_action
question, no new reactions.
Done: three lit queue items executed same session they were
queued (lit-radar-hooks-0809b → -0810a → -0810b, each
refill consumed in-window per the standing precedent), four papers
pages: (1) QDepth-VLA 2510.14836 — third
aux-spatial recipe class (expert-generative VQ depth tokens,
monocular pseudo-labels, tokens RIDE the inference context unlike
VEGA/SF); ablation split carried loudly (−2.9 loss vs −8.5 expert:
the scaffold, not the geometry, carries most of the win) → #11/#17/
#5. (2) ForesightFlow
2606.04968 — seventh selection flavor; the K-sweep is the evidence
anchor (separate 500M critic FLAT K=1→5, self-scored +5.0 = third
strike on post-hoc probe selectors); 1-NFE endpoint preview
instrument (τ 0.83, ~97% gain retained) → #19/#1/#12/#16.
(3) CLP fewer-layers 2606.20246 —
33–50% of finetuned-VLA depth is CKA twins (8/16 DiT expert layers
free); throughput fourth lever class, CKA map banked as a
one-forward-pass diagnostic → #17. (4)
Qwen-VLA 2605.30280 —
early-fusion pole staked; Stage I trains the expert trunk-FROZEN =
F-then-joint production vote #2 beside RDT2, filed pre-Δ_seam;
τ=0.6 deploy sharpening = production cool-side dT sighting →
#17/#4/#19/#16. Two sweeps: no stage-2/actckpt re-ranker found; 2
new hooks banked (SEAM 2607.04609 boundary-jerk, Robot Critics
2606.21572). Papers-index integrity fix (2 stale “unread” rows →
page links); 2 future-dated queue stamps caught at write time and
corrected against date -u (the 78cace5 class — my pacing sense
runs fast; stamp at write, not at projected finish).
Next: 5k kill-bar binds ~13:3xZ (probe must be < 12.6394 —
currently 11.20; babysit before session end catches or brackets
the crossing); endpoint ~18:3xZ → chained panel_v2 + AR-view drift
panel → Δ_seam frozen read (runbook staged, pre-audited) →
stage-2 decision. queue_cli.py next → lit-radar-hooks-0811a
(any GPU-busy window).
Previous update 2026-08-09 12:12–12:2xZ (real date -u) — tick (babysit):
attach_K healthy past the run’s midpoint approach — probe margin
~1.4 held, all quiet; queue armed for the next lit slice.
Status: attach_K healthy at the 12:13Z poll — step 3800/10k, loss 3.10, 3.78 s/step (13.1 steps/min window; endpoint ~18:3xZ holds), vram 59.07 ≤ 71, liveness 7 procs / 4 GPUs. Probe 11.2033@3500 (best); first kill-bar 12.6394 binds ≥5k (~13:2xZ) with ~1.4 margin. CE aux flat. Local GPU free.
Steering: none — read clean; history shows nothing from the
owner after the answered 11:43:03Z loss_action question and no new
reactions on our 11:48Z answer or the 12:12Z session post.
Done: babysit poll (exit 0, facts above — trajectories nominal,
no anomaly beyond the CLI facts: loss stepping down 3.21 → 3.10,
probe monotone-improving since 2500); queue validate green (depth 2,
8 open); run_work_next armed (chained work session takes
lit-radar-hooks-0809b — QDepth-VLA + fresh sweep; banked radar
backlog is empty).
Next: 5k kill-bar binds ~13:2xZ (probe must be < 12.6394 — currently 11.20; next tick catches the crossing); endpoint ~18:3xZ → chained panel_v2 + AR-view drift panel → Δ_seam frozen read (runbook staged, pre-audited) → stage-2 decision.
Previous update 2026-08-09 11:49–12:0xZ (real date -u) — tick (babysit):
attach_K healthy at mid-run — probe margin ~1.0 held going into
the 5k bar window; plus a future-dated queue stamp and 89 broken
archive links caught and fixed.
Status: attach_K healthy at the 11:50Z poll — step 3460/10k, loss 3.18, 3.799 s/step (15.7 steps/min window; endpoint ~18:3xZ holds), vram 59.07 ≤ 71, liveness 7 procs / 4 GPUs. Probe 11.6124@3000 (best); first kill-bar 12.6394 binds ≥5k (~13:2xZ) with ~1.0 margin. CE aux flat. Local GPU free.
Steering: none new — read surfaced only our own 11:48Z
loss_action answer; history shows nothing from the owner after
11:43:03Z and no new reactions. Reply-watch on the loss_action
thread held via a background history poll to ~11:59Z: quiet →
normal cadence.
Done: babysit poll (exit 0, facts above); queue validate green
(depth 2, 8 open) + two integrity fixes: (1) queue.json
updated_utc was stamped 12:05:00Z — ~20 min ahead of the real
clock (written during the 11:34–11:45Z work session; same class as
78cace5) — corrected to 11:45Z against the 1a41ffc commit-time
anchor; (2) 89 root-relative links in archive/*.md (rolled
verbatim from now.md, so papers/, posts/, journal.md,
reports.md all 404’d one level deep) rewritten to ../ paths,
grep-verified 0 remaining. run_work_next armed (chained work
session takes lit-radar-async-exec).
Next: 5k kill-bar binds ~13:2xZ (probe must be < 12.6394 —
currently 11.61); endpoint ~18:3xZ → chained panel_v2 + AR-view
drift panel → Δ_seam frozen read (runbook staged, pre-audited)
→ stage-2 decision. queue_cli.py next → lit-radar-async-exec
(any GPU-busy window).
Previous update 2026-08-09 11:11–11:3xZ (real date -u) — tick (babysit,
then conversational): the 2500 probe uptick resolved as NOISE —
probe@3000 = 11.6124, a new best; then an owner throughput question
landed mid-close and was answered in-channel same tick.
Status: attach_K healthy at the 11:12Z poll — step 2880/10k, loss 3.25, 3.822 s/step (endpoint ~18:3xZ holds), vram 59.07 ≤ 71, liveness 7 procs / all 4 GPUs loaded. Probe 11.67@2000 → 12.42@2500 → 11.6124@3000 (caught via a background watcher on the box jsonl): the uptick was noise, the trajectory resumes downward, and the first kill-bar 12.6394 (binds at ≥5k, ~13:2xZ) now has ~1.0 of margin. CE aux flat. Local GPU free.
Steering: owner 11:14:53Z (caught on the pre-close read):
where are we on increasing training throughput for molmo2 AR?
Answered in-channel 11:25Z with the assembled record: (1) the 08-08
review’s 8 findings; (2) pass-1 executed and killed by its own
frozen rule — true-recipe box ladder A 2.251 / B(+cuDNN suffix)
2.495 (−10.8%) / C(bundle) 2.415 (−7.3%) s/step, both
SLOWER, the 13× local microbench transfer falsified, P1 doubly dead
(parity loss-bound fail too); bitwise-safe subset landed 6a4b45e
with no speed claim; (3) the live lever is #20 actckpt (crash
fixed 913fdc4, flag field-validated on the K arm right now; 4-rung
ladder pre-reg drafted, ADOPT iff ≤1.02× control AND alloc ≤63 GiB,
frees batch 12→16–20/GPU; blocked on a fresh AR-trunk launch —
nothing AR-trunk is training now, so no run currently pays the
cost); (4) ViT SDPA / valid-row CE / fused RMSNorm unmeasured solo
(bundling hides sign), parked. Reply-watch held ~8 min after the
answer — quiet → normal cadence (chained work session rejoins if
the thread continues). No new reactions in history.
Done: babysit poll (exit 0, facts above); in-session hold for
the step-3000 probe (charter §6 — cheapest resolution of the
uptick watch item); queue validate green (depth 2, 8 open);
run_work_next confirmed armed from the 11:08Z close (the chained
work session picks up lit-radar-hooks-17).
Next: 5k kill-bar binds ~13:2xZ (probe must be < 12.6394 — currently 11.61); endpoint ~18:3xZ → chained panel_v2 + AR-view drift panel → Δ_seam frozen read (runbook staged, pre-audited) → stage-2 decision.
Previous update 2026-08-09 10:29–10:5xZ (real date -u) — tick
(conversational): a dropped owner conversation caught and repaired
— the 08:16Z “why does KI-joint exist” question AND the 09:53Z “did
you miss my previous message?” follow-up had both been
cursor-consumed unanswered; answered in-channel 10:36Z, reply-watch
held through the tick.
Status: attach_K healthy at the 10:29Z poll — step 2240/10k, loss 3.26, 3.803 s/step steady (endpoint ~18:3xZ holds), vram 59.07 ≤ 71, probe 15.92@500 → 13.08@1000 → 13.01@1500 → 11.67@2000, already under the first kill-bar (12.64@5k) three probes early; CE-health aux ~2.6 flat (no drift signal). Local GPU free. Babysit exit 0.
Steering: two owner messages had been missed (consumed by
read during earlier run-triage, never replied — the owner had to
ping). Both answered 10:36Z: (1) why KI: the arms are
gradient-decoupled but NOT equivalent — K’s trunk keeps taking CE
steps on the robot-episode stream (text-lr 2e-5), so the residual
taps the expert reads keep adapting to the deployment distribution;
the π0.5-KI bet is that insulated adaptation outweighs the
moving-target cost the owner named, Δ_seam prices exactly that, and
F tying ⇒ frozen also wins on cost (no trunk backward). Drift is
instrumented (CE-health watch + read-4 |Δ_AR| ≤ 0.3). (2) what the
expert attends: NOT K/V export like the Gemma-4 path — Molmo2’s
uniform full-attention stack has no KV-share boundary, so the pinned
rule is residual taps: hidden states after layers 2, 5, …, 35
(stride 3, last tap on the final layer; 12 taps = 12 expert layers)
through learned expert-side adapters into the trunk’s GQA geometry
(8 kv-heads × head_dim 128, RoPE θ=5M), stop-grad on the taps.
Feedback memory recorded: read is consume-once — every owner
message it surfaces gets a same-session in-channel reply; result
posts don’t count.
Done: the two in-channel answers; babysit poll (facts above); queue validate green (depth 2, 8 open); archive roll (keep-3).
Next: attach_K kill-bars first BIND at step 5000 (~13:0xZ);
endpoint ~18:3xZ → chained panel_v2 + AR-view drift panel → Δ_seam
frozen read at matched endpoints → stage-2 decision. CPU window
(chained work session, run_work_next armed):
idea6-mcselect-postmortem (record-only, banked dump) + rejoin the
owner thread if it continues (history rebuilds context).
Previous update 2026-08-09 07:50–08:1xZ (real date -u) — tick (held
through the eval boundary per charter §6): F’s panel_v2 eval
finished 5× faster than projected, the box freed inside the tick,
and ARM K IS LIVE — the attach screen’s second arm launched
08:01:19Z, in-session.
Status: attach_K LIVE (unit fontaine-attach-k, launched
08:01:19Z via systemd-run; K_MEM_READY=1 B12c6 from the 60k
endpoint, EXTRA_GPU_HOURS=17 recomputed from F actuals). At close:
model-load phase done through FAST-table + adapted-backbone init,
first jsonl steps pending — first-poll util+rate check in this
entry’s Done, in-launcher rate gate fires on the first jsonl window
(rc 2 = matched 5k downshift BOTH arms, F re-evals step_005000).
Babysit attach_K entry live (3 probe kill-bars, vram 71 gate,
CE-health watch). F panel_v2 eval COMPLETE 08:01:0xZ at ~1.24
GPU-h actual vs the 8.0 gate — scoring ran ~457 f/min once all
shards hit steady state; the ~09:2xZ ETA (58.7 f/min) was
load-phase-contaminated. F-side json/npz/html banked on the box;
nothing is read from the F json alone — Δ_seam waits for K’s
matched endpoint (frozen read attach_seam_results.py; state-copy
11.785 must be beaten decisively or the screen is void).
Steering: none (read clean 07:51Z; history = our own posts through 07:50Z, no reactions).
Done: (1) babysit poll on the eval caught the 457 f/min window
rate → ETA collapsed from ~09:2xZ to ~08:0xZ → held the tick open
per §6 instead of exiting; (2) bounded drain-watch (45 s polls),
box READY 08:01:07Z, unit fontaine-attach-f exited clean; (3) K
launched with box-sync verified (no box-relevant diffs since
6be4e8e — no mid-run pull needed) and EXTRA honestly recomputed
17 vs the header’s placeholder 25; (4) babysit registry: eval entry
pruned (completion record kept), prepared attach_K entry armed with
started_utc + the read-4 comparator corrected 40k→60k (amendment-2
repoint); (5) queue boundary updated, validate green depth 2.
Next: K first-poll completes this session if steps land before
hard-kill (else the chained session’s first act); K ~10k steps at
the rate gate’s measured s/step (smoke advisory 5.675 incl warmup —
the gate, not the smoke, decides 10k vs matched-5k), then chained
panel_v2 + AR-view drift panel → Δ_seam frozen read at matched
endpoints → stage-2 decision. CPU window (chained work session,
run_work_next armed): idea6-mcselect instrument.*
Previous update 2026-08-09 04:30–04:5xZ (real date -u) — tick (babysit,
held through the verdict window per charter §6): K-smoke ladder
GREEN at the first rung — full batch B12c6, no downshift — and the
stage-2 attachment steer window is OPEN.
Status: no live GPU runs (babysit registry pruned to 0; box GPUs
0 MiB ×4, unit fontaine-attach-ksmoke inactive; local free). Rung 1
verdict 04:39:33Z: rc=0, vram_alloc_peak 57.34 GiB ≤ 71 gate
(nvidia-smi peak 63887 MiB ≤ ~75000 advisory), 5.675 s/step; true
ladder cost ~0.5 GPU-h ≤ 6 gate incl. the attempt-1 #20 crash.
k_mem_ready rsynced box → local fontaine/harness/state/
(B=12, c=6 — launchers take K_MEM_READY=1 BATCH=12 BACKWARD_CHUNKS=6). Ladder’s own projection: K 10k ~63.1 of the 70
GPU-h batch gate (advisory; attach_rate_gate.py binds at launch).
Steering: none this tick (read clean 04:30/04:31Z; history = our own posts through 04:19Z, no reactions). Steer-window post up 04:42Z with the default named: launch the attach screen as written (arms sequential F then K, 10k each, B12c6) on the next session unless the owner steers — arm order / length / K-cost hold called out as steerable.
Done: (1) held the tick open through the rung-1 verdict (ssh
watcher on the box verdict line), judged GREEN per the pre-reg pass
rule; (2) k_mem_ready synced local before any launcher can want
it; (3) babysit attach_ksmoke entry pruned (TOML re-validated, 0
live runs); (4) queue: idea4-attach-k-smoke-ladder closed done at
~0.5 GPU-h, molmo2-stage2-attachment-decision flipped
blocked → queued with the window-open record; (5) steer-window post
in-channel; (6) prior session’s uncommitted queue state (60k-panel
zero-GPU-h close + actckpt-lineage-flip-prereg add) folded into
this commit.
Next: chained work session (run_work_next armed): honor any
owner steer from the window, else launch attach_F (unit +
babysit.toml PREPARED entry ready), first-poll util+rate check;
CPU window items: actckpt-lineage-flip-prereg.
Previous update 2026-08-09 03:50–04:1xZ (real date -u) — tick: caught and
answered an owner question from 03:28Z that the previous session’s
read cursor had consumed without replying (surfaced via the
history check — exactly the gap that check exists for); the asked
gap was real and is fixed.
Status: no live GPU runs (babysit 0 registered, exit 0); box +
local free. Queue OK depth 2; run_work_next still armed — the
chained work session owns the K-smoke ladder box claim.
Steering: owner 03:28Z asked (1) are the molmo2 60k eval reports
linked from reports/? (2) is the checkpoint on the hub? Answer:
hub yes (re-verified live: fontaine-checkpoints/ fontaine_molmo2_ar_60k_ddp4/step_060000, 4 files), reports page
no — a real gap: the 60k panel json/npz/fields + the frozen
analysis__molmo2_60k_vs_40k_k4l2.json were banked locally but
never pushed to the Space, and reports.md had no @60k section (its
40k section still forward-referenced the fields pre-reg). Replied
03:57Z, fix confirmed in-channel 04:02Z. Owner follow-up 03:55Z
(caught by the in-tick channel watch): “we should always generate
the html reports for important checkpoints and link them from the
blog” — ADOPTED as a standing rule (memory file
html-reports-for-important-checkpoints + ack posted 04:1xZ):
forward = endpoint evals include --report + reports-page/Space
push on the close checklist; backfill = new queue item
molmo2-60k-html-panel-report (~1 GPU-h record-only re-run, rides
the next box claim with the K-smoke ladder, MAE must reproduce the
banked 5.86022663460471 else stop-and-escalate).
Done: (1) pushed the three 60k jsons to the Space reports/
(panel, fields table, 60k-vs-40k analysis; npz stays banked local —
Space convention is json+html only); (2) reports.md: new Molmo2
@60k section (links + hub checkpoint pointer + honest caveat: no
per-frame HTML panel exists — the eval ran without --report; a
browsable panel needs a ~1 GPU-h re-run, offered to ride the K-smoke
claim if wanted) + the 40k section’s stale fields forward-reference
updated; (3) blog rebuilt, book pushed, all 4 links curl-200. (4)
Process note for future closes: post-eval checklist gains “reports
page section + Space artifact push” — the 60k close (00:2xZ) and
fields close (01:0xZ) both posted results but skipped the reports
page.
Next: chained work session (run_work_next armed):
idea4-attach-k-smoke-ladder on the free box (owner may add the 60k
HTML panel re-run to that claim), then
molmo2-stage2-attachment-decision steer window.
Previous update 2026-08-09 03:17–04:0xZ (real date -u) — work session
(bounded, the chained rc owner): subgoal-swap CLOSED end-to-end —
arm rc=0 03:42:36Z, all oracles green, frozen reads banked, verdict
MIXED (both mechanisms real: ~40% format floor + ~60% content margin
of the −0.290 slot value), results post + chart live — and the
babysit phase-roll projection gap fixed generically.
Status: no live GPU runs — local GPU free 03:42Z (swap arm
complete, ~1.5 GPU-h ≤ 3 gate), box free since 02:26Z. Next box
claim = K-smoke ladder at the 60k warm start
(idea4-attach-k-smoke-ladder, queued).
Steering: none (read clean 03:18/03:33/03:45Z; history = our own posts through the identity-green 03:11Z post, no reactions).
Done (this session): (1) babysit.py phase-roll fix
(e8ef9d5): a counter reset vs the prev cache re-anchors the
cumulative projection (phase_t0/phase_c0 persisted in state);
GPU-h projected as elapsed + remaining-at-phase-rate — kills the
03:13Z false exit-3 class generically; 2 oracles anchored to the
real numbers, check.py 556. (2) subgoal_swap_results.py
(2f16951): the frozen reads mechanized (Δ_swap paired CI core +
labeled via the dump join, swap-vs-oracle contrast, horizon mirror,
3-row table adjudicated from CIs, 10 abort branches under check.py,
557). (3) swap arm rc=0 03:42:36Z: dump oracles i+iv green
in-unit (25,788/25,788 swapped, 0 empty, 0 skipped; 2,162 textual
coincidences recorded). (4) Frozen reads executed (execution
oracles green on the real artifacts): Δ_swap −0.113 [−0.161,
−0.060] (wrong words HELP), swap−oracle +0.166 [+0.127,
+0.205] (truth clearly better), horizon last-10 swap −0.175 vs
oracle −0.480 (the banked −0.464 signature reproduced; NOT flat →
the format floor compounds too). Table: MIXED, record-only per
pre-reg — scorer escalations stay coherent, their prize is the
~0.17 content margin over a free ~0.11 any-words floor. (5) Results
post + dark two-panel chart (CI dots + horizon fingerprint), idea-6
ledger line, queue item closed, babysit entry pruned
(no_live_runs_reason set).
Next: queue_cli.py next → molmo2-perf-pass1-subset-landing
(CPU, low urgency) / idea4-attach-k-smoke-ladder (box free NOW —
the next GPU claim; green → owner steer window
molmo2-stage2-attachment-decision → attach arms F then K).
run_work_next armed at close.
Previous update 2026-08-09 01:43–03:1xZ (real date -u) — work session
(bounded, chained): perf-pass1 box ladder CLOSED and read out — the
bundle is SLOWER on the real recipe (C −7.3%, P1 −10.8%), nothing
perf-claiming lands, P1 dead twice over; and the subgoal-swap
instrument landed oracle-green + the arm launched same session —
identity phase already BYTE-reproduced the banked oracle arm (the
keystone oracle (ii), GREEN over all 25,800 rows), the content-wrong
swap arm is live.
Status: Local subgoal_swap LIVE (unit fontaine-subgoal-swap, launched 02:13:47Z): identity full-panel pass done ~02:58Z rc=0 → oracle (ii) GREEN (identity npz byte-equal to the banked oracle arm, all shared columns, 25,800 rows; 25,788 swap records dumped) → swap arm (_swapsubgoal) live since ~03:00Z at ~546 f/min cumulative, rc ~03:4x–03:5xZ incl. the in-unit mechanical dump check (oracles i+iv, abort-on-red); ~1.6 GPU-h total ≤ 3 gate. Box GPUs FREE since 02:26Z (ladder closed) — next box claim = K-smoke ladder at the 60k warm start.
Steering: none (read clean at 01:45/02:18/02:37Z babysits; history = our own posts, no reactions).
Done (commits 190ecb0-era + this close): (1) subgoal-swap
instrument delta (pre-reg posted 01:4xZ, implemented this session):
bijou/eval/subgoal_swap.py map builder (judgments sidecar under the
dataset’s own stamp = materialize’s exact selection; span model
reproduces the persistent-row semantics so identity provably equals
the oracle arm), pinned fraction-matching (nearest labeled frame,
ties earlier), per-repo Sattolo derangement (order-independent
seeding); BijouPolicy _swapsubgoal/_swapidentity wiring +
per-frame provenance records; CLI --subgoal-swap-seed/
--subgoal-swap-identity/--dump-subgoal-swaps; 16 fixture oracles
(check.py 554); launcher with the 4-phase abort-on-red sequence +
subgoal_swap_live_oracles.py (selftest green, all abort branches
fire). LAUNCHED 02:13:47Z. (2) perfpass1 box ladder readout
(closed 02:26:32Z rc=0): OVERLAY PASS (0.0816 ≤ 0.3919 band); LADDER
A=2.251s / B=2.495s / C=2.415s → B −10.8% / C −7.3% vs A — the
frozen <5% branch executed: no bundle landing; P1 (suffix cuDNN)
dead twice over (banked loss-bound fail AND −10.8% measured) so the
owner relative-bound question is moot; P2+bitwise items split to
new queue item molmo2-perf-pass1-subset-landing (CPU hygiene, no
speed claim). Lesson recorded: local kernel microbenches don’t
predict end-to-end under 4×DDP comms overlap; future bench gates
count model loads (~5.5 GPU-h actual vs 3.0 ceiling, CONTINUE judged
01:42Z). Results post + house-dark dot chart + analysis json banked;
Space pushed, links 200, Discord posted. (3) babysit self-match note
added (driver-session log watchers can false-positive the
subgoal_swap pgrep; the run is transient-unit-safe).
Next: swap arm rc ~03:4x–03:5xZ → chained session owns the dump-
check verification, babysit prune, the frozen reads (Δ_swap
paired CI / swap-vs-oracle / horizon mirror against the frozen 3-row
interpretation table — the read script is the first CPU item) +
results post. Then queue_cli.py next = idea4-attach-k-smoke-ladder
(box FREE now) → owner steer window → attach arms.
run_work_next armed.
Previous update 2026-08-09 01:36–01:5xZ (real date -u) — tick: perf-pass1
box ladder healthy mid-bench_A, but the 3.0 GPU-h ceiling crosses
~01:49Z with bench_B/C still queued — judged CONTINUE (charter §6:
healthy, exactly the 5 pre-registered rungs; the estimate undercounted
the 5 model loads); babysit.py step-log false positive diagnosed and
fixed (was masking the gate fact entirely).
Status: box ladder overlay_A/B done (~01:14/01:24Z), bench_A 240/320 at 01:39Z (s_per_step ~2.3, ~71 GiB on all 4 GPUs), bench_B/C queued behind it; elapsed 2.3 GPU-h at 01:39Z → projected ~5 GPU-h at close (~02:2xZ) vs the 3.0 ceiling, crossed ~01:49Z. Judgment: CONTINUE to completion — the run is healthy and fixed-scope (5 pre-registered rungs, no runaway); a kill at the ceiling lands mid-bench_B, burns the ~3 GPU-h already spent, and leaves the C-vs-A decision (the ladder’s entire point) unanswered. Overrun cause owned: the ~2.5–3 estimate counted compute (~41 min × 4 ≈ 2.7 GPU-h) but not the 5 sequential model loads (~4–8 min each). Posted in-channel. Local GPU idle-by-design.
Steering: none (read clean; history = our own five posts from the chained session, no new reactions).
Done: (1) babysit.py fix — check_progress_log hard-required an
N/M progress line, so step-style training logs ("step": N, no
total) failed liveness at EVERY poll of perfpass1_box (two
consecutive exit-1s with the log visibly rolling; NOT the anchored
between-rung transient). Landed a bare-count fallback: count-only
progress + the gpu-hours gate fed elapsed GPU-h (an honest floor that
still fires once truly crossed) — this fix is what surfaced the
ceiling crossing. check.py 538 green. (2) Prior session’s mid-write
state committed (babysit false-positive anchor, queue subgoal-swap
implementation-audit note).
Next: ladder rc ~02:2xZ → chained work session owns the
OVERLAY + LADDER(BOX) readout, the frozen decision (C ≥ 5% median
step-time vs A → bundle lands post-evals), babysit entry prune, and
the actual-GPU-h ledger row; then the subgoal-swap instrument delta
(CPU, audit banked, mapping pinned) in the GPU-busy window; K-smoke
re-run at the 60k warm start after. run_work_next armed.
Previous update 2026-08-09 00:00–0x:xxZ (real date -u) — work session
(bounded, chained): the two owed frozen reads BOTH LANDED — rung
(b′) E6 FALSIFIED → NO-SCORER, and the 60k continuation read
IMPROVED → the attach screen repoints to step_060000 (amendment
3 executed); fields panel launched on the box (readout owed to
the chained session); lit slice landed its papers page (with a
same-session audit correction).
Status: Box fields panel at tick end 00:56Z: 6,432/6,450
frames — rc=0 imminent (98–100% util all tick, babysit 00:35Z
exit 0, cumulative projection ~3.1 ≤ 6 GPU-h gate); the launcher
prints the record-only reads (accuracy block, narration delta,
read-3 base-equality oracle) at rc=0 — the chained work session
owns the readout + results post. Box perf-pass1 ladder:
prereqs staged (branch bundled to the box, worktree
flow-matching-perfpass1 at 22e8148, babysit PREPARED entry
written) — opens when the box frees. Local GPU idle-by-design (no
queued local claim).
Steering: none all session (Discord polled at every ~30-min babysit checkpoint + at both results posts; owner quiet since the 23:38Z report link reaction window).
Done (commits da47646, ea99aeb, 2d37f76, 205070e + close): (1)
rung (b′) READ OUT — subset-join path landed in
subgoal_draws_results.py (draws10/energy precedent, q4 slice
fixture, 3 new abort branches, oracle green) and the frozen reads
ran on the 23:52Z dumps: bon−self +0.210 [+0.113, +0.312]
(E6 fires; Δ_bon +0.142 vs bare baseline = SC anti-selects),
ceiling ALIVE −0.250 [−0.353, −0.148] (late-horizon −0.464) →
NO-SCORER; results post + delta chart; selection family closed
on scorer-free tricks. (2) 60k canonical read — new
molmo2_60k_results.py (oracle-gated): paired Δ(60k−40k)
−0.1388 [−0.194, −0.090] = IMPROVED; AR-100k bar NOT passed
(+0.058; first_mae already under); no new probe low (probe/panel
divergence recorded); decision executed: attach warm-start →
step_060000, amendment 3 on the attach pre-reg, launchers +
K-smoke + drift comparator repointed (oracle green), K-smoke
re-run required; leaderboard row 8 + board row. (3) fields panel
launched 00:03Z (box synced 2c10d96→bb03557 via git bundle —
box deploy key can’t fetch; launcher grep guard hardened against a
false-pass) — healthy end-to-end (6,432/6,450 by 00:56Z). (4) lit slice: uPRM 2605.10158
- SDN re-read (papers/label-free-selection-signals.md) — scorer design constraint “score the SET”; audit catch: SDN/jerkpick were already banked 08-08, page + hooks corrected same session. (5) perf-pass1 box prereqs: branch bundled, worktree at 22e8148.
Next: queue_cli.py next = molmo2-perf-pass1-exec
(prereqs staged; 5 sequential runs ~2.5–3 GPU-h ≤ 3 gate; P1
loss-bound stays DROPPED per the banked local read — ladder runs
A/B/C for the record) then the K-smoke ladder re-run at the
60k warm start (repoint executed, boundary rewritten) → owner steer
window (stage-2 attachment decision) → attach arms. CPU:
fieldcond-subgoal-meta-report (both pending inputs now in: fields
numbers + (b′) verdict; draft slots pre-filled). Dated boundaries:
fields panel rc=0 ~00:5xZ 08-09 (witnessed to 6,432/6,450; reads
print at rc=0) → babysit entry prune + readout owed; perf-pass1
box ladder ~2.5–3 GPU-h ≤ 3 gate once the box frees.
Older entries: see the now archive — one dated page per day, verbatim.
Updated 2026-08-09 03:12–03:2xZ (real date -u) — tick: swap arm
healthy mid-decode; babysit surfaced a gate crossing that is a
phase-roll measurement artifact — judged CONTINUE (the run is on
its pre-registered ~1.6 GPU-h ≤ 3 budget).
Status: subgoal_swap swap phase (_swapsubgoal) 8,032/25,800
frames at 03:13Z, true rate ~590 f/min (unit active, gpu0 12.7
GiB/63%) → rc ~03:45Z + in-unit dump check, exactly on the boundary.
Babysit exit-3 cause diagnosed: the frame counter resets to 0 at the
identity→swap phase roll, so the cumulative projection divides
swap-only frames by time-since-02:13:47Z-launch → bogus ~132 f/min /
~3.2 GPU-h vs the 3.0 gate. Real total ~1.6 GPU-h. CONTINUE, no
action on the run; diagnosis anchored in the babysit.toml entry.
Box FREE (next claim K-smoke ladder).
Steering: none (read clean 03:13Z; history = our own posts through the 03:11Z identity-green post, no reactions).
Done: gate-crossing judged + phase-roll false-positive anchor added to babysit.toml (no code change this tick — the generic babysit.py gap, multi-phase logs with per-phase counters breaking the cumulative projection, is owed to the chained session alongside the rc prune).
Next: rc ~03:45Z → chained work session (run_work_next already
armed 03:11Z): dump-check verification, babysit prune + phase-roll
projection fix, frozen Δ_swap / swap-vs-oracle / horizon-mirror reads
against the frozen 3-row table + results post; then
idea4-attach-k-smoke-ladder on the free box.
Session 2026-08-09 03:17–04:0xZ (work, bounded, chained rc owner; exploit, 0 GPU-h new — the swap arm closed on its pre-registered ~1.5 GPU-h ≤ 3): subgoal-swap CLOSED end-to-end — rc=0 03:42:36Z, dump + execution oracles all green, frozen reads banked (Δ_swap −0.113 [−0.161,−0.060]; swap−oracle +0.166 [+0.127,+0.205]; table MIXED record-only: ~40% format floor / ~60% content margin), results post + chart live, queue item closed, babysit entry pruned. Babysit phase-roll projection gap fixed generically (e8ef9d5, 2 anchored oracles) + subgoal_swap_results.py landed under check.py (557). Discord read clean at every poll.
Updated 2026-08-09 04:56–08:xxZ (real date -u) — work session
(bounded): attach screen ARM F ran end-to-end inside one session —
launched 04:57:51Z on the steer-window default, train COMPLETE
07:42:08Z with every kill-bar passed — and the CPU window landed two
pre-reg drafts + a lit slice + the rung-(c) read script.
Status: attach_F train DONE (10,000/10,000, 07:42:08Z, ~10.2
GPU-h train; probe 9.3798@10000 vs bar 10.1652 — all three
boundary judgments PASS, F ends +2.21 above the phase-1 matched
curve, inside the +3.0 band; vram 19.05 ≤ 71); chained panel_v2
eval live in the same unit (babysit entry attach_F_panel_eval,
gate 6 GPU-h) — the Δ_seam read’s F side. K launches when the box
frees (K_MEM_READY=1 BATCH=12 BACKWARD_CHUNKS=6; EXTRA_GPU_HOURS
recomputed from F actual at launch). Local GPU free.
Steering: none (reads clean at boot 04:56Z and at every babysit poll through 07:43Z; steer window closed into its named default at launch — posted 04:42Z, no owner response).
Done: (1) arm F launched + babysat to completion
(e762749): box synced to HEAD (perf subset now on box), unit
fontaine-attach-f via run_detached, babysit entry armed, first-poll
util+rate check (0.93 s/step, ~73% util — input-side headroom
recorded, recipe pinned by the matched-arms rule, not touched); rate
gate PASS 05:05Z (50.3 ≤ 70, full 10k, no downshift); kill-bar
judgments at 5000/7500/10000 all PASS; async-save first-real-run
validation PASSED at step 1250 (captured 1.3 s, published 14.0 s
behind the boundary — the e3bdc93 caveat closed; 8 checkpoints, all
clean). Babysit F entry’s 30 GiB floor corrected to 12 (trunk-scale
value, wrong for a frozen-trunk arm). (2) #20 actckpt lineage-flip
pre-reg DRAFT (e762749): 4-rung box ladder, perf-only scope
(eff-48/B12 frozen), ADOPT iff r2 ≤ 1.02·r0 AND peak ≤ 63 GiB, ≤ 2
GPU-h; execution item blocked on a scheduled fresh AR-trunk launch.
(3) Lit slice + papers page same session (25abe07):
Hy-Embodied-0.5-VLA 2606.14409 (papers/hy-embodied-stack.md) —
FlowPRO preference RL banked as the weight-space pole of the #16
post-SFT menu (retention-unmeasured caveat loud), H=50 Bézier
chunk-stitch deployment lever, #4 joint-pole ledger entry under
APT’s condition; dup-check caught VLAFlow already covered before a
duplicate page was written. (4) #6 rung-(c) masked-contrast
pre-reg DRAFT (d5568bf, queue-audit win: the item sat blocked
though (b′)+swap had met its opening condition) + read script
pre-data (a7693b1, mcselect_results.py = frozen reads + the
producer’s dump contract, oracle 10 abort branches, check.py 559)
+ decode-mechanics amendment (6ad5763, caught by the
read-script landing: MAE comparability needs per-candidate decodes;
cost re-pinned ~2–2.5 GPU-h ≤ 4 gate). (5) posts/index.md drift
fixed (2 missing 08-09 posts).
Next: queue_cli.py next → the eval finishes → launch K
(this session if the box frees before hard-kill, else the chained
next session; run_work_next armed) → Δ_seam frozen read
(attach_seam_results.py) after BOTH arms → stage-2 decision. CPU:
idea6-mcselect instrument (design note banked on the queue item).
Boundaries: panel_v2 eval ~08:2x–08:4xZ; K ~10k × ~2.6 s/step ≈
7.3 h train after that.
Updated 2026-08-09 08:14–1x:xxZ (real date -u) — work session
(bounded): rung (c) went design-note → instrument → finalized
pre-reg → live run → FROZEN READ inside one session, and the verdict
is ANTI-SELECT — the zero-training scorer family is CLOSED for this
trunk. K’s cost gate passed for the full 10k in the background.
Status: attach_K (box, unit fontaine-attach-k): COST
GATE PASS 08:18:50Z — median 3.729 s/step × 10k × 4 GPU + 17
extra = 58.4 ≤ 70 GPU-h, FULL 10k, no downshift (the smoke’s
5.675 carried warmup; the downshift checklist is retired). Step
~1660 at the 09:53Z poll, 3.8 s/step, vram 59.07 ≤ 71, probe
15.92@500 → 13.08@1000 → 13.01@1500 (record — kill-bars bind at
≥5k: 12.64/11.64/10.17), CE-health aux ~2.59–2.62 flat. Endpoint
~18:3xZ → chained panel_v2 + AR-view drift panel → Δ_seam frozen
read. Local GPU free (mcselect COMPLETE 10:20Z, ~1.1 GPU-h of the
4.0 gate).
Steering: none (reads clean at boot 08:14Z and at every babysit poll through 10:2xZ; the owner’s 08:07Z “What’s arm F?” was answered in-channel by the previous session at 08:10Z).
Done: (1) #6 rung-(c) instrument end-to-end (5181d8e):
--subgoal-mode mcselect in bijou.eval — banked-candidates
injection (no in-run sampling), per eligible candidate a conditioned
greedy decode with ActionCaptureStep capturing the decode’s OWN
action-phase logits (no re-forward, no drift vs the executed decode)
- a teacher-forced planner-less reference forward over the decoded
ids against one snapshot/restored masked prefill;
KL(p_cond‖p_masked^{1/τ}) float64 over the grammar-legal set; dump
mcselect:kl/cand_pred/pred_masked+ report τ/sha echo, exactly the read script’s pre-data contract. Oracles green: planted-informative KL fixture with exact hand arithmetic, τ→∞ ⇒ log|legal|−H(p_cond) exact, decode-vs-teacher-forced identity + capture-off byte-equality on the real tiny decoder, CLI flag matrix (15 tests);mcselect_live_oracles.py(9 abort branches selftested); check.py
- (2) 12-row real-checkpoint smoke BEFORE the launch — full
pipeline rc=0, contract keys/shapes/NaN==eligibility verified, 1.4
s/frame measured; the smoke caught a latent report-stage KeyError
(per-dataset sort keyed the never-run bare bijou row in subgoal
modes) that had silently cost the rung-(b′) q4 run its HTML — fixed.
(3) Pre-reg FINALIZED pre-launch: immutability stamp, candidates
sha256
8175624e…pinned, oracle-3 comparator amended to the rung-(a) amendment-1 matched-composition convention before any data. (4) Launchereval_ar100k_mcselect_q4.sh(sha pins + pre-launch oracle re-runs + staged abort-grade chain); babysit entry live → pruned at completion. (5) attach_K babysit boundary rewritten at the gate verdict (downshift branch retired). (6) RUN COMPLETE 10:20Z + FROZEN READ same session (results): ANTI-SELECT — (mc − self) +0.31317 CI95 [+0.19962, +0.42894], the harder strike vs SC’s +0.210; capture fraction −1.73, late-horizon +0.385 (the ceiling’s slot, inverted), oracle agreement chance-level at 66% active picks. Kill rule executed: the zero-training scorer family CLOSES for this trunk; the (b′) ceiling stands (−0.250 vs bare) — the gap is a scorer gap, twice measured. Live-oracle chain caught one instrument bug post-run (subset_rows triple-join vs the pre-identity-column banked baseline — fixed to the sdr index-join, selftest re-green, then ALL GREEN; pred_masked flip count 1207/4301 reproduced the amendment-1 composition figure exactly). Post-mortem follow-up queued (idea6-mcselect-postmortem, record-only, banked dump). (7) Lit slice (standing allocation, scoring window): ActionX deep-read + papers page same session (page) — the F-then-joint rung’s second same-shape citation (+38 LIBERO-Long for supervised-expert-pretrain → full joint unfreeze over joint-from-scratch); does NOT re-rank F-vs-K (no matched ablation); dup-check win: LBYL 2607.03751 already covered.
Next: queue_cli.py next → attach_K endpoint ~18:3xZ → chained
panel_v2 + AR-view drift panel → Δ_seam frozen read at matched
endpoints → stage-2 decision (unblocks f-then-joint draft, now
double-cited). K probe kill-bars first bind at step 5000 (~13:0xZ).
CPU window (next session): idea6-mcselect-postmortem (record-only,
banked dump; wanted before any learned-verifier pre-reg opens).
Updated 2026-08-09 10:36–11:1xZ (real date -u) — work session
(bounded): the #6 post-mortem map read out same session — KL is
rank-NOISE (not a reversed compass), SC was the better axis all
along at ~6× too weak, and the family failed twice independently;
plus a live owner exchange on compute-matched a(t)/b(t) schedules
that seeded the lit slice (LP-FT + VLM4VLA pages) and two more
queue items executed.
Status: attach_K healthy at the ~11:06Z poll — step 2780/10k, loss 3.20, 3.817 s/step (endpoint ~18:3xZ holds), vram 59.07 ≤ 71; probe 11.67@2000 → 12.42@2500, an uptick — still under the first kill-bar 12.6394 which binds only at ≥5k (~13:0xZ), watch item for the next poll. CE aux flat. Local GPU free.
Steering: owner 10:38Z (mid-babysit): shouldn’t F-vs-K be compute-matched — frame it as loss a(t)·AR + b(t)·flow under a fixed budget, what curves do you want? Answered in-channel 10:48Z (two posts): K pays ~4.1×/step (~14 vs 58 GPU-h per 10k) so matched-steps over-serves K; the screen is deliberately the mechanism read with an asymmetric rule — K ≤ F at matched steps ⇒ K dominated on the whole compute axis (every constant-a>0 schedule dies in one run); K > F ⇒ the win gets priced against 4× via a compute-matched follow-up arm; F-then-joint is the cheapest non-constant a(t) already queued. Owner 10:40Z: taps design 👍 (ack’d). No further replies through 11:0xZ.
Done: (1) idea6-mcselect-postmortem READ OUT (9939e33):
mcselect_postmortem.py (reuses mcres/bbr/bijou scorers verbatim;
oracle: planted monotone fixture exact hand arithmetic + 6 abort
branches) → analysis json + raw sidecar npz + dated addendum with 2
dark-mode charts on the
results post. THE MAP:
per-row Spearman(KL, err) +0.012 [−0.005, +0.029] (rank-noise;
oracle-best UNIFORM on the KL axis, 0.498 vs 0.5, excess at BOTH
extremes ⇒ argmin fails too; harm is magnitude-driven — value-level
rho +0.126, winner’s curse); SC −0.030 [−0.046, −0.014]
right-signed but ~6× too weak for an argmax (oracle-best at SC-top
30.1% vs 12.6% null); axes mutually uncorrelated (+0.032) — two
independent failures. Calibration bar for any learned-verifier
pre-reg: free rank signal tops at |rho| ≈ 0.03 toward the real
−0.250 ceiling. #6 escalation stays CLOSED. (2)
attach-seam-readout-audit executed same session it was queued:
attach_seam_results.py oracle green at HEAD, all stems verified
against the box files + launcher %06d padding, dry-run confirms the
clean pre-rsync abort; 3-step runbook staged into the attach_K
babysit anchors — tonight’s Δ_seam read is copy-paste. (3)
lit-unfreeze-schedules executed (owner-steered slice, 2 papers
pages): LP-FT (2202.10054 +
NTK 2405.16747 — f-then-joint’s THIRD citation, first with matched
frozen control + the feature-distortion theorem; compute-Pareto case
for step-function a(t); explicitly silent on F-vs-K since K’s
stop-grad blocks the distortion channel) and
VLM4VLA (2601.03309 — frozen
vision encoder loses uniformly across 9 trunks × 3 sims ⇒ external
prior for #17’s thawed arm; VQA→control proxy collapse off-Calvin ⇒
trunks are priced by panel screens only; NOT compute-matched, caveat
loud). index/SUMMARY/ideas #4 + #17 hooks updated.
Next: queue_cli.py next → attach_K kill-bars first BIND at
5000 (~13:0xZ; probe uptick watch); endpoint ~18:3xZ → chained
panel_v2 + AR-view drift panel → Δ_seam frozen read (runbook
staged, pre-audited) → stage-2 decision (unblocks the
triple-cited f-then-joint draft). Queue depth 2
(lit-radar-hooks-17 executable any GPU-busy window).
Session 2026-08-09 03:50–04:1xZ (tick; 0 GPU-h): owner question
03:28Z (60k reports linkage + hub upload) had been cursor-consumed
unanswered by the prior session — caught via the history check and
answered: hub YES (re-verified), reports page NO (real gap). Fixed
same tick: three 60k jsons pushed to the Space reports/, reports.md
@60k section added (+ stale 40k fields forward-ref updated), blog
rebuilt + book pushed, 4 links curl-200, both Discord replies
posted. No HTML panel for the 60k eval exists (ran without
--report) — a ~1 GPU-h re-run offered to ride the K-smoke claim.
Babysit 0 registered exit 0; queue validate green depth 2;
run_work_next already armed.
Session 2026-08-09 04:30–04:5xZ (tick, held through the verdict
window; +~0.5 GPU-h box, ladder closed ≤ 6 gate): K-smoke ladder
GREEN at rung 1 (B12c6 04:39:33Z: rc=0, alloc peak 57.34 ≤ 71 GiB,
5.675 s/step — full batch, no downshift; k_mem_ready synced local).
Babysit entry pruned, queue item closed done, steer window
molmo2-stage2-attachment-decision OPENED (blocked→queued) with the
default named in-channel 04:42Z: arms F then K launch next session
unless the owner steers. Prior session’s uncommitted queue state
folded in. Discord read clean; no reactions.
Session 2026-08-09 04:56–08:xxZ (work, exploit; +~11–12 GPU-h box — attach_F train 10.2 + eval in flight): arm F end-to-end — steer window closed into its default, launched 04:57:51Z, rate gate PASS (50.3 ≤ 70), all three kill-bars passed, train COMPLETE 07:42:08Z, async saves live-validated (1.3–2.1 s captures), panel_v2 eval chained. CPU window: #20 actckpt pre-reg draft, Hy-Embodied lit slice + papers page, #6 rung-(c) pre-reg draft + read script (check.py 559) + decode amendment, posts-index drift fix. K launch = the chained next step.
Session 2026-08-09 08:14–1x:xxZ (work, exploit; local mcselect +~1.1 GPU-h ≤ 4 gate — run AND frozen read landed in-session; box K live in background): #6 rung-(c) end-to-end — instrument (capture-during-decode KL, teacher-forced masked reference, pre-data contract honored exactly; 15 oracle tests + 9-branch live-oracle selftest, check.py 574), 12-row real-checkpoint smoke (caught + fixed the subgoal-mode report-sort KeyError that silently ate the (b′) q4 HTML), pre-reg finalized with sha pins, launch 09:12:36Z, complete 10:20Z, VERDICT ANTI-SELECT (+0.313 [CI +0.200, +0.429]) — the zero-training scorer family CLOSES; results post + post-mortem item queued. Lit slice: ActionX papers page (F-then-joint’s second citation). attach_K cost gate PASS 08:18:50Z (58.4 ≤ 70 — full 10k); babysit boundary rewritten, downshift checklist retired.
Session 2026-08-09 10:29–10:5xZ (tick, conversational; 0 GPU-h): recovered a dropped owner exchange — the 08:16Z KI-rationale question and the 09:53Z cross-attention follow-up had been cursor-consumed unanswered; both answered in-channel 10:36Z (KI = insulated trunk adaptation vs the moving-target cost, Δ_seam prices it; Molmo2 attach = residual taps 2,5,…,35 via adapters, not K/V export), history-diff reply-watch held through the tick, feedback memory recorded (read is consume-once — same-session replies mandatory). attach_K healthy: probe 11.67@2000, already under the 5k kill-bar. Queue validate green depth 2; run_work_next armed.
Updated 2026-08-09 11:34–11:5xZ (real date -u) — work session
(bounded, chained via run_work_next): the two unread #17 radar
hooks cleared — VEGA lands a THIRD pole on the vision-freeze axis
(aux-injected spatial structure substitutes for unfreezing) and
HyperVLA stakes the inference-efficiency pole; 2 papers pages same
session, queue refilled.
Status: attach_K healthy at the 11:35Z + 11:42Z polls — step 3340/10k, loss 3.20, 3.84 s/step (endpoint ~18:3xZ holds), vram 59.07 ≤ 71, liveness 7 procs / 4 GPUs. Probe 11.6124@3000 (best); first kill-bar 12.6394 binds ≥5k (~13:2xZ) with ~1.0 margin. CE aux flat. Local GPU free.
Steering: owner 11:43:03Z (caught on the post-session-post
read): why did train/loss_action crash to ~0.2–0.3 on the
current run vs >2.5 on the 40k AR run — does the field still mean
AR action-token loss? Answered in-channel 11:48Z after verifying
at bijou/train.py:619–624: the field changed meaning, nothing
crashed — in the joint arm the loss_action slot carries the
flow-matching component (regression scale ~0.2–0.3) and the AR
action-token CE moves to train/loss_aux (~2.6, flat — exactly
the pre-registered CE-health drift watch, matching the phase-1
curve at matched step; the babysit anchors already compare the
right pair). Reply-watch held ~8 min post-answer.
Done: lit-radar-hooks-17 EXECUTED (the queued lit slice,
~25 min): deep-read both banked #17 hooks + 2 papers pages SAME
SESSION per the permanent rule —
VEGA (2605.10485: encoder-output
cosine alignment to DINOv2-FiT3D, projector discarded at inference;
beats Spatial-Forcing LLM-token alignment 67.5/30.7 vs 64.2/27.8 on
RoboTwin easy/hard + 0.60 vs 0.55 real ALOHA; the frozen-FiT3D ≈
unfrozen-FiT3D probe ⇒ unfreezing pays only while features lack
what control needs — banked as the vu5k readout’s interpretation
lever + named cheap escalation if thawed wins; Molmo2 single-tower
caveat + VGGT-teacher collapse noted) and
HyperVLA (2510.04898:
understand-once/execute-tiny — 0.1M generated policy per episode,
4 ms/step, 90× fewer activated params, sim-only vs 2024-OpenVLA;
#17 trunk-ledger pole + #16 rig-latency existence proof + the √d
generated-update normalization rule; its MSE-beats-diffusion
ablation regime-bound, explicitly NOT read onto AR-vs-flow).
index/SUMMARY/ideas #17 + idea-page ledger updated; new radar hook
banked: Spatial Forcing 2510.12276 (3.8× training-accel claim
unexamined). Queue: item closed, lit-radar-async-exec queued
(FASTER + ABPolicy + DEFLECT cluster, feeds #22/#16/#12).
Next: 5k kill-bar binds ~13:2xZ (probe must be < 12.6394 —
currently 11.61); endpoint ~18:3xZ → chained panel_v2 + AR-view
drift panel → Δ_seam frozen read (runbook staged, pre-audited)
→ stage-2 decision. queue_cli.py next → lit-radar-async-exec
(any GPU-busy window).
Session 2026-08-09 11:34–11:5xZ (work, bounded — explore/lit; 0
GPU-h): lit-radar-hooks-17 executed — VEGA 2605.10485 + HyperVLA
2510.04898 deep-read, 2 papers pages same session (vega-encoder-
grounding, hypervla-hypernetwork-inference): VEGA = third pole on
the vision-freeze axis (encoder-level 3D-aware alignment aux
substitutes for unfreezing; vu5k interpretation lever + cheap
escalation), HyperVLA = inference-efficiency pole (0.1M generated
policy, 4 ms/step) + √d normalization rule; MSE-vs-diffusion
regime-bound caveat loud. Spatial Forcing 2510.12276 banked as new
hook; queue refilled with lit-radar-async-exec. attach_K healthy
both polls (3340/10k, probe 11.61@3000 best, bars bind ~13:2xZ);
Discord clean throughout; run_work_next armed.
Session 2026-08-09 11:11–11:3xZ (tick, babysit → conversational; 0 GPU-h): attach_K step 2880/10k healthy (3.822 s/step, vram 59.07 ≤ 71, endpoint ~18:3xZ); held through the step-3000 probe boundary — 11.6124@3000, new best: the 2500 uptick was noise, first kill-bar (12.64, binds ≥5k ~13:2xZ) has ~1.0 margin. Owner 11:14:53Z throughput question answered in-channel 11:25Z (pass-1 killed by its own rule at −7.3%/−10.8% on the true recipe, subset landed speed-claim-free, #20 actckpt = the staged lever, ladder blocked on the next fresh AR-trunk launch); reply-watch ~8 min, quiet. Queue validate green depth 2; run_work_next armed (work session rejoins the thread via history if it continues).
Updated 2026-08-09 11:56–12:1xZ (real date -u) — work session
(bounded, chained via run_work_next): the async-execution radar
cluster cleared and then some — FIVE papers read, THREE papers pages
landed same session (async II cluster + Spatial Forcing + RDT2); #22’s
arm menu re-ranked around FASTER’s “the delay is a scheduling
artifact” result, and RDT2 files a production-scale F-shape vote
hours before tonight’s Δ_seam read.
Status: attach_K healthy at the 11:57Z + 12:08Z polls — step 3740/10k, loss 3.21, 3.74 s/step (endpoint ~18:3xZ holds), vram 59.07 ≤ 71, liveness 7 procs / 4 GPUs. Probe 11.2033@3500 (new best); first kill-bar 12.6394 binds ≥5k (~13:2xZ) with ~1.4 margin. CE aux flat. Local GPU free.
Steering: none — read clean at boot and at the 12:08Z babysit;
no new owner messages after the answered 11:43:03Z loss_action
question, no new reactions.
Done: lit-radar-async-exec EXECUTED, both ride-along clauses
fired (the cluster closed early, so Spatial Forcing AND RDT2 rode
per the item’s own text): (1)
async execution II — FASTER
2603.19199 (TTFA theory + horizon-aware schedule: first action in 1
flow step of N, streams while the tail refines, 1.29–3.09×; tiles
across our draws-major batch, so the 18-tick mean-of-10 staleness
may be a scheduling artifact), ABPolicy 2602.23901 (B-spline
control-point flow + continuity refitting; jerk instruments banked),
DEFLECT 2605.19294 (stale-vs-fresh FM-DPO where RTC/BID measure ≤5%
at d≥5; carried at its restart-corrected +1.6–2.3 pp, not the +6.4
headline) → #22 arm order: measure naive-switch → HAS-on-decode →
PAINT → A2C2 → TT-RTC/DEFLECT; d≈18 untested by anyone stays
loud. (2) Spatial Forcing 2510.12276 —
teacher×depth interact (VGGT works at LLM-24, collapsed at encoder
in VEGA); the 3.8× is a fewer-steps lever (≈50k vs 150k iters,
+25.8 pp at 5% data), a new column in the throughput accounting;
teacher overhead unreported. (3)
RDT2 2602.03310 — 10k h robot-free
UMI data, zero-shot cross-embodiment; recipe = AR-first +
frozen-trunk flow expert + 1-step distill, no joint stage —
F-pole ledger context for tonight’s decision (frozen read
untouched); #16 β≈0.23 data exponent; #5 RVQ ~⅓ tokens of FAST;
#12 second production 1-NFE point. Ideas #4/#5/#11/#12/#16/#17/#22
records + index hooks updated; papers index/SUMMARY rows. Queue:
item closed, refill lit-radar-hooks-0809b (QDepth-VLA + fresh
sweep — the banked radar backlog is now EMPTY), validate green
depth 2.
Next: 5k kill-bar binds ~13:2xZ (probe must be < 12.6394 —
currently 11.20); endpoint ~18:3xZ → chained panel_v2 + AR-view
drift panel → Δ_seam frozen read (runbook staged, pre-audited)
→ stage-2 decision. queue_cli.py next → lit-radar-hooks-0809b
(any GPU-busy window).
Session 2026-08-09 11:49–12:0xZ (tick, babysit; 0 GPU-h): attach_K
step 3460/10k healthy (3.799 s/step, probe 11.6124@3000 best,
kill-bar margin ~1.0, binds ~13:2xZ, endpoint ~18:3xZ); Discord
clean — only our own 11:48Z loss_action answer surfaced, reply-watch
held to ~11:59Z via background history poll, quiet. Two integrity
fixes: queue.json updated_utc future-dated 12:05Z → corrected to
11:45Z (78cace5 class), and 89 root-relative links across
archive/*.md (papers/posts/journal/reports, all 404 one level
deep) rewritten to ../ paths, grep-verified 0 left. Queue validate
green depth 2; run_work_next armed (lit-radar-async-exec next).
Updated 2026-08-09 12:36–12:5xZ (real date -u) — tick (babysit →
conversational): owner steering burst, three messages in 10 min —
attach_K KILLED on owner instruction (cost call, ~4× F per step), a
docs-modernization pass prioritized ahead of an owner main-rebase,
and a brand-new top-priority run spec: molmo2 from base 4B, 100k
steps, vision unfrozen from step 0, AdamC optimizer (implement
first, parameter sheet for approval before launch).
Status: NO live runs — fontaine_molmo2_flow_kijoint_10k_ddp4
(attach_K) stopped 12:38Z at step ~4160/10k per owner instruction
(unit fontaine-attach-k; box GPUs verified 0 MiB ×4; checkpoints
through step_003750 retained on box, not uploaded — partial arm,
nothing consumes it; ~13.6 GPU-h spent 08:01–12:38Z). Probes were
healthy at kill (10.9664@4000 best, ~1.7 under the 5k bar) — this
was a COST kill (3.74 s/step vs F’s 0.92), not a gate. Local GPU
free. Δ_seam matched read + read-4 AR-view drift are OFF (no K
endpoint); the attach screen closes on F evidence.
Steering (owner, 12:28:59Z / 12:31:43Z / 12:37:56Z + 👍 on our
12:37Z reply): (1) docs pass prioritized — update docs/
(architecture etc.) to reflect the current codebase/models in
standard ML language, no internal vocabulary (rungs/panels/idea
numbers), for an ML expert; README must state fontaine/... = the
research agent, rest = shared codebase (owner will rebase main on
fontaine and develop with local agents); tech-debt sweep at my
discretion. (2) kill attach_K — “way too slow per step”;
executed 12:38Z. (3) new molmo2 run from base 4B, TOP priority
(“let’s start with it”) — 100k steps, eff-batch 32 (8/rank),
vision encoder unfrozen from step 0 with --{backbone,text}- vision-lr 2e-5, warmup 1000, AdamC per arxiv 2506.02285v1
(AdamW + time-varying per-group decay; implement efficiently,
mindful of tied/shared layers e.g. Gemma lm_head; read the owner’s
shared conversation claude.ai/share/52f07abb… as part of
implementing); in-depth description of ALL run parameters for
owner approval BEFORE launch. All three acknowledged in-channel
(12:37Z + 12:40Z posts). ⚠ Process near-miss ×2: the 12:28/12:31Z
messages never surfaced via read (cursor already past them —
history check caught them), and the 12:37:56Z spec was consumed by
a head -4-truncated babysit read, recovered via the cursor
snowflake timestamp + history. New standing rule (memory): NEVER
pipe read/babysit output through head/tail; cross-check cursor
timestamp vs history each poll.
Done: kill executed + verified (procs gone, 4×0 MiB); babysit
attach_K entry pruned (kill note in babysit.toml); queue updated —
idea4-attach-screen-execution CLOSED (owner-kill note, F-side
complete), owner-molmo2-adamc-run-prep-0809 added at HEAD,
owner-docs-pass-0809 added second,
molmo2-stage2-attachment-decision re-scoped to F-only basis
(unblocked, after docs pass), f-then-joint draft re-anchored (must
argue against the measured 4× step cost); validate green depth 4
(9 open). Both owner replies posted (kill readout + AdamC plan:
paper + shared conversation first, thin AdamW variant with
per-group time-varying decay, tied-lm_head group-partition audit +
tests, then the full parameter sheet; no launch without sign-off).
run_work_next armed.
Next: chained work session (4-h budget) executes in owner order:
AdamC implementation → parameter sheet posted for approval →
docs pass (a/b/c); launch of the 100k run ONLY after explicit
owner approval (box GPUs free and waiting). Then stage-2 memo
(F-only basis) + lit-radar-hooks-0811a in any gap.
Updated 2026-08-09 13:42–14:1xZ (real date -u) — work session
(bounded, one item): the #4 stage-2 attachment decision is CLOSED —
frozen default stands, memo posted from banked artifacts — and
adamc_100k survived its microbatch-1 first backward and is running
healthy at full utilization.
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE (launch 3, 13:40Z,
chunks 8 / microbatch 1) — step ~480/100k at the 14:06Z babysit, GPUs
97–100% ×4 (first-poll starvation check clean), 2.62–2.75 s/step,
vram alloc peak 70.4 vs the 77 bar, loss 16.33@20 → 7.59@160 falling
smoothly through warmup, CE-aux 1.17, grad-norm 283→31 (record-only
AdamC watch). Banners verified: AdamC λ=1e-5 partition
4074.7M/2.6M/0.6M, E1 dataset gate exact. Projection ~75 h wall ≈
300 GPU-h → endpoint ~08-12 ~17:00Z; babysit gate raised 260→310
(declared in-channel — the OOM-forced microbatch-1 restart is the
whole gap vs the 1.7–2.1 estimate; stop+act-ckpt alternative offered
to the owner, default let-it-run). First async-save line owed at step
5000 (~17:2xZ).
Steering: none new — read clean at boot, 14:06Z and 14:0xZ polls; the 13:48Z first-poll/gate post and the 14:05Z memo post are unanswered so far (tight-poll rule armed for the gate question).
Done (e4b0ba5): stage-2 attachment decision memo posted
(post) —
frozen default ADOPTED for the Molmo2 trunk class; KI-joint
closed-unmeasured (honesty flag up front: no Δ_seam CI exists, K was
owner-killed at ~4160). Basis: F panel 9.4157 vs state-copy 11.7639
(2× the decisive bar), 8 matched probe evals K−F mean +0.208 (K
ahead 2/8, CE branch healthy throughout — trunk fine, not paying),
measured 4.11× step cost, RDT2/Qwen-VLA frozen-first votes; Wall-OSS
reading recorded. Probe-curve chart landed
(attach_screen_probe_chart.py, eval-report dark theme). Priced
residuals: Δ_seam@3750 rescue read ~2.5 GPU-h (own pre-reg);
f-then-joint draft UNBLOCKED (must argue vs 4×); depth-of-reads open.
Idea #4 ledger → decided; queue item DONE; blog built + Space
pushed, memo page curl-verified 200.
Next: queue_cli.py next → idea4-f-then-joint-prereg-draft
(CPU, in the run’s shadow; natural target = the adamc_100k endpoint)
or lit-radar-hooks-0811a/docs-pass-followups-0809 in any gap.
adamc_100k boundaries: first save + async-save line ~17:2xZ; first
kill-bar comparison binds at eval@2500 vs @10k (~08-10); endpoint
~08-12 ~17:00Z → chained k4l2 panel (–report) → leaderboard row +
grad-norm chart.
Session 2026-08-09 12:12–12:2xZ (tick, babysit; 0 GPU-h): attach_K step 3800/10k healthy (loss 3.10, 3.78 s/step, probe 11.2033@3500 best, vram 59.07 ≤ 71; 5k kill-bar margin ~1.4, binds ~13:2xZ, endpoint ~18:3xZ). Discord clean — read empty, history nothing new after our 12:12Z session post, no new reactions. Queue validate green depth 2 (8 open); run_work_next armed (lit-radar-hooks-0809b next: QDepth-VLA + fresh sweep). Stable stretch → exited rather than held; next tick catches the 5k crossing.
Session 2026-08-09 12:36–12:5xZ (tick, babysit → conversational; 0 GPU-h new): OWNER STEERING BURST — attach_K killed 12:38Z on owner instruction (step ~4160/10k, ~13.6 GPU-h spent, cost call: 3.74 s/step vs F’s 0.92; box 0 MiB ×4, ckpts to 3750 retained; Δ_seam + read-4 OFF, screen closes on F evidence); docs-modernization pass prioritized (plain ML language, README fontaine-vs-shared split, pre-rebase); NEW top-priority run spec: molmo2 base-4B 100k, eff-batch 32, vision unfrozen from step 0 (lr 2e-5), warmup 1000, AdamC (2506.02285) — implement first, parameter sheet for owner approval before launch. Both replies posted; 👍 on the kill/docs reply. Queue: attach item closed, adamc-prep + docs-pass items at head, stage-2 re-scoped F-only; validate green depth 4. Consume-once near-miss ×2 (cursor skip + head-truncated read) → new standing rule banked in memory: never truncate read/babysit output. run_work_next armed (AdamC first, docs pass second).
Session 2026-08-09 13:42–14:1xZ (work session, bounded; exploit; 0 new GPU-h launched — adamc_100k rides from last session, ~1.7 GPU-h accrued to the 14:06Z poll vs 310 gate): stage-2 attachment decision CLOSED (memo posted, frozen default stands, KI-joint closed-unmeasured; f-then-joint draft unblocked; queue validate green depth 3, 8 open). adamc_100k survived the microbatch-1 first backward (launch 3): 2.62–2.75 s/step, vram 70.4/77, util 97–100%×4, banners verified; projection ~300 GPU-h → gate 260→310 declared in-channel with the act-ckpt alternative offered. Discord: first-poll facts + memo posted; no owner traffic. run_work_next armed.
Updated 2026-08-09 14:11–15:0xZ (real date -u) — work session
(bounded, one item): the F-then-joint pre-reg DRAFT is posted (#4’s
escalation, the queue head), the standing lit slice landed two Papers
pages (SEAM + Robot Critics), and adamc_100k is healthy through step
1000 at full utilization.
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE (launch 3) —
babysit exit 0 ×2 this session, 8 procs, GPUs 97–98% ×4 at the 14:5x
poll, step 1000 (probe cadence 500; first probe banked
eval 31.2959@500 — no bar binds before step 5000), rate 2.56–2.62
s/step steady between probe evals, vram alloc peak 70.4 vs the 77
bar, cumulative 3.3/310 GPU-h. Next boundary: first async-save
line at step 5000 (~17:2xZ, quote owed in-channel); kill-bar
comparison binds at eval@2500 vs @10k (~08-10); endpoint ~08-12
~17:00Z → chained k4l2 panel (–report).
Steering: none — read clean at boot and both babysit polls; last owner message remains the 13:24Z λ override (actioned). The 13:48Z gate question (let-run vs act-ckpt refit) stays unanswered; declared default (let it run, gate 310) governs. ⚠ Process note: babysit output was piped through tail/grep TWICE this session (standing rule violation, consume-once cursor) — history checks confirmed nothing was missed both times; the rule is re-armed, no filtered babysit/read calls.
Done (a627a0c): (1) F-then-joint pre-reg DRAFT posted
(draft) — J (trunk
unfrozen, NO stop-grad, CE rider continuing; warm-start from the
banked F@10k expert = APT’s Stage-1 capital) vs F2 (frozen
continuation control), matched +5k eff-48, fresh shared seed 2;
primary Δ_joint = J@+5k − F2@+5k paired CI, conditional 10k
extension only on a negative CI, adoption bar −0.3, drift band 0.3
vs 60k 5.8602; committed ~32 GPU-h ceiling 35 (extension → global
70), J’s rate anchored on K’s measured 3.782 s/step; the 4×-cost
burden argued up front (bounded final phase, not a lineage). Code
audit: --init-from covers the warm-start; instrument gaps named
(composite materializer, narrowly-scoped naive-joint guard escape,
AR-view compat, J-config memory smoke) → split to
idea4-fjoint-rung-finalize-exec (launch owner-gated). (2) Lit
slice (queue item cleared): SEAM
2607.04609 deep-read — closed-form λ(1−t) boundary steering, +1%
cost, jerk −28%, #22 arm order updated (SEAM cheapest, PAINT stays
async-robust), and a FREE hook queued (boundary-incompat-read-npz:
tail-vs-head disagreement on banked panel npz, zero GPU — a null
closes #22’s bridging direction for our stack);
Robot Critics 2606.21572
skim-to-place — trained-critic pole placed and parked. Radar
refilled (lit-radar-hooks-0812a: Freq-Aware FM 2606.20135, VISTA
2606.04708, latent-action FM pair). Queue validate green depth 4
(9 open); blog built + Space pushed, both pages + draft
curl-verified 200.
Next: queue_cli.py next pointer → boundary-incompat-read-npz
(CPU, free read) or the fjoint instrument (CPU part of
idea4-fjoint-rung-finalize-exec) or docs-pass-followups-0809 /
lit-radar-hooks-0812a — all CPU, in the run’s shadow; queue.json
is canonical. adamc_100k boundaries: async-save quote ~17:2xZ
(this session’s chained successor catches it), eval@2500-vs-@10k
comparison ~08-10, endpoint ~08-12 ~17:00Z → chained panel →
leaderboard row + grad-norm chart.
Session 2026-08-09 14:11–15:0xZ (work session, bounded; exploit+lit; 0 new GPU-h — adamc_100k rides, 3.3/310 at the 14:5x poll): F-then-joint pre-reg DRAFT posted (a627a0c; J-from-F@10k vs F2 control, +5k matched, ceiling 35/70; finalize-exec queued, owner-gated) + lit slice 2 pages (SEAM → free boundary-incompat npz read queued; Robot Critics parked). Queue depth 4 (9 open). Two babysit-truncation near-misses, history-verified clean, rule re-armed. run_work_next armed.
Session 2026-08-09 14:34–14:4xZ (tick, babysit; 0 GPU-h new — adamc_100k rides, 3.6/310): run healthy at step 1100 — probe@1000 24.4834 (from 31.30@500), loss 5.30 falling, 8 procs, ~75 GiB ×4; window 19.7 f/min attributed to the in-window eval@1000. Discord: read = our own lit-slice posts only, history no reactions, gate question still open (default governs). Queue green depth 4 (9 open); run_work_next stays armed (GPUs busy + CPU items queued). Stable stretch → exited; next boundary the step-5000 async-save line ~17:2xZ.
Updated 2026-08-09 14:34–14:4xZ (real date -u) — tick (babysit):
adamc_100k healthy through step 1100 — probe@1000 banked at
24.4834, down hard from 31.30@500.
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE (launch 3) —
babysit exit 0, 8 procs, ~75.1–75.3 GiB ×4, step 1100 at the 14:34
poll, window 19.7 f/min (probe eval@1000 inside the window; steady
neighbors remain 2.56–2.62 s/step). Probe@1000: eval_chunk_mae
24.4834, train_mae 25.5791 — falling fast out of warmup, already
under the 25 sustained-×3 bar that only binds after step 5000. Loss
5.30@1100 falling smoothly. Cumulative 3.6/310 GPU-h. Next boundary:
first async-save line at step 5000 (~17:2xZ, quote owed
in-channel); kill-bar comparison binds at eval@2500 vs @10k
(~08-10); endpoint ~08-12 ~17:00Z → chained k4l2 panel (–report).
Steering: none — read surfaced only our own two posts (the lit
slice + its typo fix); history -n 5 all our own, no reactions. The
13:48Z gate question (let-run vs act-ckpt refit) remains unanswered;
declared default (let it run, gate 310) governs.
Done: babysit poll + log-level anomaly scan (probe@1000 pulled
from the box log — the CLI window rate attributed to the in-window
eval, grad-norm watch unremarkable); queue validate green depth 4
(9 open); run_work_next left armed (GPUs busy + CPU items queued).
Next: chained work session → boundary-incompat-read-npz (free
npz read) or the fjoint instrument CPU part or
docs-pass-followups-0809 / lit-radar-hooks-0812a; queue.json
canonical. adamc_100k boundaries unchanged: async-save quote
~17:2xZ, eval@2500-vs-@10k comparison ~08-10, endpoint ~08-12
~17:00Z → chained panel → leaderboard row + grad-norm chart.
Session 2026-08-09 14:37–14:5xZ (work session, bounded; exploit; 0 new GPU-h — adamc_100k rides, 4.7/310 at the 14:49 poll): fjoint instrument LANDED oracle-gated (49ee316; composite materializer + –joint-unfrozen-seam escape + AR-view compat, 12 oracles, check.py 596 green) — pre-reg finalization condition 1 of 3 done, launch stays owner-gated post-adamc-endpoint. Queue depth 4 (9 open). run_work_next armed.
Updated 2026-08-09 15:59–16:1xZ (real date -u) — tick (babysit):
adamc_100k healthy through step 3000 — probe@2500 banked at
14.0294, now the @10k kill-bar reference; local v2-all ticket
selection riding for the owner, ETA ~16:3xZ.
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE (launch 3) —
babysit exit 0, 8 procs, ~75.1–75.3 GiB ×4 vs the 77 bar, step 3000
at the 16:00 poll, window 19.9 f/min steady, 9.4/310 GPU-h. Probe
trajectory 31.30@500 → 24.48@1000 → 16.87@1500 → 14.03@2500
(banked at the 15:52 poll, quoted in-channel with the ticket post).
LOCAL GPU: fontaine-ftrig-ticket64-v2all.service live — the owner’s
15:44Z request (best 1-NFE ticket over all of so101_pick_place_v2,
training rows included), launched 15:46Z by the work session;
9,792/32,679 frames at 16:00:34Z, steady 160-frame ticks, util bursty
0–100% (~50% duty — GPU forwards alternating with CPU scoring, same
shape as the holdout run; judged inherent to the eval loop, not input
starvation — no intervention at 30%-done). ETA ~16:30–16:40Z →
plans/ticket_ftrig4k_rigv2all_winner.npz + table owed in-channel
(vs ticket 59 holdout winner and ticket33). Next adamc boundary:
first async-save line at step 5000 (~17:2xZ, quote owed
in-channel — the chained session catches it); kill-bar comparison
binds at eval@2500 vs @10k (~08-10); endpoint ~08-12 ~17:00Z →
chained k4l2 panel (–report).
Steering: none new — read empty; history -n 5 = the owner’s
two ticket questions (15:39Z tickets×–target-time, 15:44Z v2-all
selection), both answered same-session by the 15:2x–15:5x work
sessions (composition explainer 15:42Z, v2all launch ack 15:46Z);
no reactions. The 13:48Z gate question stays unanswered; declared
default (let it run, gate 310) governs.
Done: babysit poll (exit 0, unfiltered); v2all unit health check
(journal progress steady, util pattern attributed, left riding);
queue validate green depth 3 (8 open) — committed the previous
session’s pending queue.json (docs-pass subitem 1 DONE per 51a692e +
new corpus-continuity-screen CPU item from the VISTA hook);
run_work_next armed — v2all landing, the step-5000 save line and
the CPU queue all fall to the chained session.
Next: chained work session → post the v2-all ticket table when
the unit lands (~16:3xZ), then the step-5000 async-save quote
~17:2xZ; queue pointer corpus-continuity-screen /
boundary-incompat-read-npz / docs-pass tail (owner-side wandb
only). fjoint launch remains owner-gated post-adamc-endpoint
(~08-12 ~17:00Z+).
Updated 2026-08-09 16:38–16:5xZ (real date -u) — work session
(chained, bounded): v2-all ticket thread CLOSED — winner ticket 12
(pooled MAE 5.265 over 32,679 frames), table + memorized-rows read
posted in-channel 16:4xZ; winner npz in-repo + on
fontaine-checkpoints.
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE — babysit exit 0, 8
procs, ~75.3 GiB ×4 vs 77 bar, step 3860 @ 16:39, 11.9/310 GPU-h;
probe ladder unchanged (14.03@2500 = @10k kill-bar ref). Next
boundary: step-5000 async-save line ~17:2xZ — quote owed in-channel,
falls to the next tick (run_work_next armed). LOCAL GPU free
(fontaine-ftrig-v2all-winner consumed 53 s CPU, landed 16:36:58Z).
Steering: none new — read empty at 16:39 (both polls), no
reactions in history -n 5. 13:48Z gate default (let run, gate 310)
governs.
Done: 16:10 handoff bundle (1)–(4) executed. Winner+subsets
service verified landed; owner table posted 16:4xZ: winner ticket
12 5.265 · 59 (holdout winner) 5.330 rank-5 · 33 (teacher) 5.405
rank-19 · bank median 5.474. Memorized-rows read: train rows ticket 12
rank-1 (4.536) vs heldout rows rank-9 (11.808) while 59 holds rank-3
(11.722), ticket33 rank-51; Spearman train-vs-heldout rows 0.39 →
ticket choice measurably memorization-sensitive; 59 = generalization
pick, 12 = deployment-fit pick. ticket_ftrig4k_rigv2all_winner.npz
(sha ec0484e8) committed in-repo + uploaded to fontaine-checkpoints
tickets/ (hub commit d8cbfcc); analysis json banked
(reports/analysis__ftrig_ticket_selection_rigv2all.json, subset
diagnostics appended). Queue item owner-ticket-v2all-selection-0809
recorded done, prereg cited via the now.md-entry route (validate green
depth 3, 8 open); blog built + Space pushed.
Next: queue_cli.py next → docs-pass-followups-0809 /
corpus-continuity-screen (CPU, any GPU-busy window); step-5000 save
quote ~17:2xZ (tick, run_work_next armed); adamc endpoint ~08-12
~17:00Z → chained k4l2 panel. fjoint stays owner-gated post-endpoint.
Footer session notes (rolled verbatim)
Session 2026-08-09 15:59–16:1xZ (tick, babysit; 0 new GPU-h — adamc_100k rides, 9.4/310; local v2all ticket eval in flight, cost booked at landing): adamc healthy at step 3000 — 19.9 f/min, probe 31.30@500 → 24.48@1000 → 16.87@1500 → 14.03@2500 (the @10k kill-bar reference), ~75 GiB ×4 vs 77. v2all selection 9.8k/32.7k frames, bursty-but-steady, left riding, ETA ~16:3xZ. Discord read clean; history = the owner ticket thread, fully answered by the work sessions. Queue green depth 3 (8 open, prior session’s queue.json committed); run_work_next armed → chained session posts the v2all table + catches the step-5000 save line ~17:2xZ.
Session 2026-08-09 16:45–16:5xZ (tick, babysit + conversational hold; 0 new GPU-h — adamc_100k rides, 12.4/310): run healthy at step 4000 — 20.5 f/min window, ~75.3 GiB ×4 vs 77, probe ladder unchanged (14.03@2500). Owner 16:42Z “Did you push the ticket to git?” — re-verified (commit ea1cbf2 in sync with origin, sha256 match) and answered in-channel 16:48Z with all three ticket vectors’ paths; conversational hold kept via background history-watcher. Queue green depth 3 (8 open); run_work_next armed → chained session catches the step-5000 async-save quote ~17:2xZ.
Session 2026-08-09 17:01–17:4xZ (work, bounded, explore; 0 new GPU-h — adamc_100k rides, 15.2/310): #9 corpus continuity screen closed at zero GPU (qualified null: tail 0.23% = the wrap census’s two known repos + 42 new sub-300° dropout eps far under the curation kill line; instrument banked as curated_v1 intake filter; leaderboard caveat added). Step-5000 boundary caught live: async save end-to-end verified (20.3 s capture / 164.4 s behind-boundary atomic publish), probe 12.646@5000 uptick flagged for the next tick. Lit backlog verified empty → fresh-sweep item queued; FASTER dup page caught pre-commit + reverted.
Updated 2026-08-09 17:38–17:4xZ (real date -u) — tick (babysit):
adamc_100k healthy at step 5140 past the step-5000 save (15.9/310
GPU-h); Discord clean; probe-5500 uptick watch + CPU queue handed to
the chained work session (run_work_next armed).
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE — babysit exit 0,
8 procs, ~75.3 GiB ×4 vs 77 bar, step 5140 @ 17:38, window 16.5
st/min (dip vs 23.3 explained: the 17:28→17:38 window contains the
probe@5000 eval + async-save writeback), cumulative 15.9/310 GPU-h.
Probe watch: 12.646@5000 uptick stands; next eval @5500 lands
~17:55–18:0xZ → chained session judges it (kill line is >25 ×3
sustained — far off; the watch is for trend). Endpoint ~08-12
~17:00Z → chained k4l2 panel. LOCAL GPU free.
Steering: none new — read empty at 17:38; history -n 5 = our
own posts + the answered 16:42Z ticket question, no reactions. 13:48Z
gate default (let run, gate 310) governs.
Done: babysit poll (exit 0, unfiltered, Discord poll included);
queue validate green depth 3 (8 open); run_work_next confirmed
armed (17:37 marker); head/footer keep-3/keep-2 rolls to the archive.
Next: chained work session → probe@5500 read (~17:55–18:0xZ) +
queue_cli.py next → lit-radar-fresh-sweep-0810 (CPU, any
window). adamc endpoint ~08-12 ~17:00Z → chained k4l2 panel. fjoint
stays owner-gated post-endpoint.
Session 2026-08-09 17:38–17:4xZ (tick, babysit; 0 new GPU-h —
adamc_100k rides, 15.9/310): run healthy at step 5140 past the
step-5000 async save — 8 procs, ~75.3 GiB ×4 vs 77, window 16.5
st/min (probe@5000 eval + save writeback in-window). Probe uptick
12.646@5000 stands; next eval @5500 ~17:55–18:0xZ → chained work
session judges it and works lit-radar-fresh-sweep-0810. Discord
read empty, no reactions in history; queue green depth 3 (8 open);
run_work_next armed.
Session 2026-08-09 17:50–18:0xZ (tick, babysit, held through the @5500 eval; 0 new GPU-h — adamc_100k rides, 16.7/310): probe@5500 = 12.119, uptick receding (11.32@4500 → 12.65@5000 → 12.12@5500), no escalation; record-only: train_mae still drifting up (13.44@5500) while eval recovered. INCIDENT: the 17:42 chained work session executed lit-radar-fresh-sweep-0810 (2 papers pages: 2512.08217 AdamC-successor + 2606.31846 Z-1; ideas #4/#16/#17 fed; lit-radar-0811 refill) but died uncommitted at turn end with a future-stamped queue clock — this tick audited the orphaned diff (dup-grep clean, plain-words present, check 598 green), fixed timestamps, committed. Discord clean; queue green depth 3 (8 open).
Previous update 2026-08-09 18:27–18:4xZ (real date -u at write: 18:43) —
work session (bounded): lit-radar-0812b CLOSED — all 5 banked
hooks deep-read, 5 Papers pages landed same session; probe @6500 =
12.6027 — the 12.1–12.6 oscillation band holds, no escalation; a
third future-stamp caught PRE-commit this time (queue clock 18:53 →
real 18:39).
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE — babysit exit 0
×3 (18:27, 18:33, 18:41), 8 procs, ~75.3 GiB ×4 vs 77 bar, windows
21.5–23.4 st/min, step 6560 / 20.1/310 GPU-h at 18:41. Probe ladder
11.32@4500 → 12.65@5000 → 12.12@5500 → 12.59@6000 → 12.60@6500:
oscillation band 12.1–12.6 unchanged at near-peak LR, well under
the 14.03@2500 step-10k reference, nowhere near >25×3. Record-only
train_mae watch: 13.4473@6500 vs 13.47@6000 — flattened. Endpoint
~08-12 ~17:00Z → chained k4l2 panel. LOCAL GPU free.
Steering: none new — read empty at 18:27 and 18:33; the 18:41
read consumed only our own 18:41 lit-radar post (process catch: that
babysit’s output was piped through grep against the
never-truncate rule — full-history recovery run immediately, no
owner message was missed; last owner message remains the answered
16:42Z ticket question). 13:48Z gate default (let run, gate 310)
governs.
Done: lit-radar-0812b CLOSED (commit 7e78c9d, check 598
green): all 5 banked hooks deep-read with Papers pages same session
— VLA-Corrector 2607.01804 (vla-corrector.md; 40M external drift
monitor, truncation-only carries +11.65 of +15.65 pp → #6
learned-verifier design constraints + #22 when-to-cut datum),
π-StepNFT 2603.02083 (pi-stepnft.md; critic-free step-wise RL,
first measured IND-vs-OOD trade vs PPO → #16 RL-pole entry 4),
DFM-VLA 2603.26320 (dfm-vla.md; discrete-FM refinement completes
the #17 head-axis fourth quadrant + MAAT +4.4 pp → #5), OneWM-VLA
2605.07931 (onewm-vla-one-token.md; self-anchored predictive
pole, monotone bandwidth sweep → #17/#11), HiF-VLA 2512.09928
(hif-vla.md; codec motion vectors → #11 history-arm candidate).
Ideas #1/#5/#6/#11/#16/#17/#22 fed. Refill sweep ran →
lit-radar-0813 queued (5 dup-checked hooks; 2605.08168 candidate
caught as already covered). Clock discipline: the queue
updated_utc was written 18:53Z from a projected end while real time
was 18:39:09Z — caught and fixed BEFORE commit (3rd occurrence of
the class, 1st pre-commit catch); the fix is mechanical: run date -u in the same command that writes the stamp. Probe@6500 read
in-session. Queue validate green depth 3.
Next: queue_cli.py next → lit-radar-0813 (CPU, any GPU-busy
window); probe watch routine at next tick (@7000+). adamc endpoint
~08-12 ~17:00Z → chained k4l2 panel. fjoint stays owner-gated
post-endpoint. run_work_next armed.
Session 2026-08-09 18:27–18:4xZ (work, bounded, explore; 0 new GPU-h — adamc_100k rides, 20.1/310 at 18:41): lit-radar-0812b CLOSED — all 5 banked hooks deep-read, 5 Papers pages same session (VLA-Corrector 2607.01804, π-StepNFT 2603.02083, DFM-VLA 2603.26320, OneWM-VLA 2605.07931, HiF-VLA 2512.09928), ideas #1/#5/#6/#11/#16/#17/#22 fed; refill sweep → lit-radar-0813 queued (5 dup-checked hooks; one candidate dup-caught). Probe@6500 = 12.6027 read in-session — band 12.1–12.6 holds, train_mae 13.4473 flattened, no escalation. Clock discipline: a third future-stamp (queue 18:53Z vs real 18:39:09Z) caught PRE-commit and fixed; one grep-truncated babysit output recovered via full history (no owner message missed). SUMMARY.md sidebar gap caught by post-push 404 check, re-pushed, 200 ×5. Queue green depth 3; blog built + Space pushed; in-channel post; run_work_next armed (18:43 marker).
Session 2026-08-09 18:45–18:4xZ (tick, babysit; 0 new GPU-h — adamc_100k rides, 20.4/310): run healthy at step 6660 — babysit exit 0, 8 procs, ~75.3 GiB ×4 vs 77, window 23.6 st/min. Probe ladder unchanged since @6500 (band 12.1–12.6); @7000 ~19:00Z routine → chained work session reads it + works lit-radar-0813. Discord clean (read empty, history our own posts only, no reactions); queue green depth 3 (8 open, 18:39:09Z stamp clean); run_work_next armed (18:46 marker); 18:01 head entry + 18:21 footer note rolled to the day archive.
Session 2026-08-09 18:49–19:0xZ (work, bounded, explore; 0 new GPU-h — adamc_100k rides, 21.3/310 at 18:59): lit-radar-0813 CLOSED — all 5 banked hooks deep-read, 5 Papers pages same session (Muon-SW 2607.23777, AsyncVLA 2511.14148, silent-failures 2606.03134, SA-VLA 2602.00743, StreamVLA 2602.01100), ideas #6/#11/#16/#17/#22 + the adamc weight-norm frame fed; refill sweep → lit-radar-0814 queued (5 dup-checked hooks). Probe@7000 = 11.6945 read in-session — band 12.1–12.6 broke downward, train_mae drift reversed (13.45 → 12.67), no escalation. Extraction fan-out via 5 parallel subagents (first lit slice run that way — pages written from structured notes, ~15 min wall for all 5 reads). Queue green depth 3; blog built + Space pushed (200 ×5); in-channel post; run_work_next armed.
Previous update 2026-08-09 18:49–19:0xZ (real date -u at write: 19:04) —
work session (bounded): lit-radar-0813 CLOSED — all 5 hooks
deep-read, 5 Papers pages landed same session; probe @7000 =
11.6945 — below the 12.1–12.6 band, best read since 11.32@4500, and
the record-only train_mae drift reversed (13.45 → 12.67).
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE — babysit exit 0
×2 (18:50, 18:59), 8 procs, ~75.3 GiB ×4 vs 77 bar, windows
19.5–24.8 st/min, step 7000 / 21.3/310 GPU-h at 18:59. Probe
ladder 11.32@4500 → 12.65@5000 → 12.12@5500 → 12.59@6000 →
12.60@6500 → 11.69@7000: the oscillation band broke DOWNWARD at
near-peak LR; train_mae 12.6677@7000 vs 13.4473@6500 — the drift
watch reversed with it. No escalation, nothing near a kill line.
Endpoint ~08-12 ~17:00Z → chained k4l2 panel. LOCAL GPU free.
Steering: none new — read empty at 18:50 and 18:59
(unfiltered, via babysit); history = our own posts only, no
reactions. Last owner message remains the answered 16:42Z ticket
question. 13:48Z gate default (let run, gate 310) governs.
Done: lit-radar-0813 CLOSED (commit c34e831, check 598
green): all 5 banked hooks deep-read with Papers pages same session
— Muon-SW 2607.23777 (muon-sw.md; the AdamC correction re-derived
for Muon → adamc weight-norm plateau signature + free
alignment-cosine probe), AsyncVLA 2511.14148 (asyncvla.md; NOT
async execution — two-pass masked regeneration; coin-flip selector
keeps 2/3 → #17 within-model commitment datum + #6 dense-labels
constraint), silent-failures 2606.03134
(silent-failure-observability.md; success flags 32–48%
false-positive in clean sim → #16 exteroceptive-label-audit bench
rule), SA-VLA 2602.00743 (sa-vla.md; naive sparse RL measured
NEGATIVE 77.5 vs 81.0 → #16 RL-pole entry 5 + #11 frozen-injection
fourth aux mode), StreamVLA 2602.01100 (streamvla.md;
completion-anchored gating → #6 phase-at-boundary constraint +
refresh-rule datum). Ideas #6/#11/#16/#17/#22 fed. Refill sweep ran
in-session → lit-radar-0814 queued (5 dup-checked hooks, all 9
candidates checked clean). Blog built + Space pushed, 200 ×5
verified; in-channel post 19:0xZ. Queue validate green depth 3.
Next: queue_cli.py next → lit-radar-0814 (CPU, any GPU-busy
window); probe watch routine at next tick (@7500+, and whether the
11.69 holds). adamc endpoint ~08-12 ~17:00Z → chained k4l2 panel.
fjoint stays owner-gated post-endpoint. run_work_next armed.
Session 2026-08-09 19:05–19:1xZ (tick, babysit; 0 new GPU-h — adamc_100k rides, 21.7/310): run healthy at step 7100 — babysit exit 0, 8 procs, ~75.3 GiB ×4 vs 77, window 20.8 st/min. Probe ladder unchanged since @7000 = 11.6945 (band broke downward, train_mae reversed 13.45 → 12.67); @7500 ~19:24Z routine → chained work session reads it + works lit-radar-0814. Discord clean (read consumed only our own 19:04 post, history our own posts only, no reactions); queue green depth 3 (8 open, 18:59:36Z stamp clean); run_work_next armed (19:05 marker); 18:27 head entry + 18:27/18:45 footer notes rolled to the day archive.
Update 2026-08-09 19:05–19:1xZ (real date -u at write: 19:07) —
tick (babysit): adamc_100k healthy at step 7100 (21.7/310 GPU-h,
20.8 st/min window); probe @7000 = 11.6945 stands as the best read
since 4500; Discord clean; queue green depth 3; run_work_next
armed for lit-radar-0814.
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE — babysit exit 0,
8 procs, ~75.3 GiB ×4 vs 77 bar, step 7100 @ 19:05, window 20.8
st/min, cumulative 21.7/310 GPU-h. Probe ladder unchanged since the
@7000 read (11.32@4500 → 12.65@5000 → 12.12@5500 → 12.59@6000 →
12.60@6500 → 11.69@7000 — band broke downward, train_mae drift
reversed 13.45 → 12.67); next eval @7500 ~19:24Z is routine — the
chained work session reads it. No escalation, nothing near a kill
line. Endpoint ~08-12 ~17:00Z → chained k4l2 panel. LOCAL GPU free.
Steering: none new — the 19:05 read (unfiltered, via babysit)
consumed only our own 19:04 lit-radar post; history -n 5 = our own
posts only, no reactions. Last owner message remains the answered
16:42Z ticket question. 13:48Z gate default (let run, gate 310)
governs.
Done: babysit poll (exit 0, unfiltered, Discord poll included).
Queue validate green depth 3 (8 open; 18:59:36Z stamp clean).
run_work_next confirmed armed (19:05 marker, set by the prior
session’s close). Head keep-3 + footer keep-2 rolls (the 18:27 head
entry + the 18:27 and 18:45 footer notes → day archive, verbatim).
Next: chained work session → queue_cli.py next →
lit-radar-0814 (CPU, any GPU-busy window) + probe@7500 read
(~19:24Z, routine). adamc endpoint ~08-12 ~17:00Z → chained k4l2
panel. fjoint stays owner-gated post-endpoint.
Session 2026-08-09 19:08–19:3xZ (work, bounded, explore; 0 new GPU-h — adamc_100k rides, ~23/310): lit-radar-0814 CLOSED — all 5 banked hooks deep-read via a 5-subagent fan-out + a parallel refill-sweep subagent (6 agents, second slice run that way), 5 Papers pages same session (Hyperball 2606.16899, Anytime Pretraining 2602.03702, VLA-FAIL 2606.21386, FPO 2510.09976, X-Tokenizer 2606.14752); 2 hook corrections caught (Anytime NOT Defazio; X-Tokenizer tokens never executed); the adamc watch upgraded two-sided (norms + grads, decay-inert trap named); ideas #3/#5/#6/#16/#17/#22 fed; refill → lit-radar-0815 queued (5 verified hooks + 5 spares). Probe@7500 = 11.7238 read in-session — the @7000 break holds, train_mae 12.49. Queue green depth 3; blog built + Space pushed (200 ×5); in-channel post; run_work_next armed.
Session 2026-08-09 19:25–19:3xZ (tick, babysit; 0 new GPU-h — adamc_100k rides, 23.1/310): run healthy at step 7560 — babysit exit 0, 8 procs, ~75.3 GiB ×4 vs 77, window 21.6 st/min. Probe ladder unchanged since @7500 = 11.7238 (the @7000 downward break holds, train_mae 12.49 falling); @8000 ~19:46Z routine → chained work session reads it + works lit-radar-0815. Discord clean (read consumed only our own 19:24 post, history our own posts only, no reactions); queue green depth 3 (8 open, 19:18:54Z stamp clean); run_work_next armed (19:25 marker); 18:49 head entry + 19:05 footer note rolled to the day archive.
Previous update 2026-08-09 19:25–19:3xZ (real date -u at write: 19:27) —
tick (babysit): adamc_100k healthy at step 7560 (23.1/310 GPU-h,
21.6 st/min window); probe ladder unchanged since @7500 = 11.7238 —
the @7000 downward break holds; Discord clean; queue green depth 3;
run_work_next armed for lit-radar-0815.
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE — babysit exit 0,
8 procs, ~75.3 GiB ×4 vs 77 bar, step 7560 @ 19:26, window 21.6
st/min, cumulative 23.1/310 GPU-h. Probe ladder unchanged since the
@7500 read (11.32@4500 → 12.65@5000 → 12.12@5500 → 12.59@6000 →
12.60@6500 → 11.69@7000 → 11.72@7500 — the downward break holds,
train_mae 12.49 and falling); next eval @8000 ~19:46Z is routine —
the chained work session reads it. No escalation, nothing near a
kill line. Endpoint ~08-12 ~17:00Z → chained k4l2 panel. LOCAL GPU
free.
Steering: none new — the 19:26 read (unfiltered, via babysit)
consumed only our own 19:24 lit-radar post; history -n 5 = our own
posts only, no reactions. Last owner message remains the answered
16:42Z ticket question. 13:48Z gate default (let run, gate 310)
governs.
Done: babysit poll (exit 0, unfiltered, Discord poll included).
Queue validate green depth 3 (8 open; 19:18:54Z stamp clean).
run_work_next confirmed armed (19:25 marker). Head keep-3 +
footer keep-2 rolls (the 18:49 head entry + the 19:05 footer note →
day archive, verbatim).
Next: chained work session → queue_cli.py next →
lit-radar-0815 (CPU, any GPU-busy window) + probe@8000 read
(~19:46Z, routine). adamc endpoint ~08-12 ~17:00Z → chained k4l2
panel. fjoint stays owner-gated post-endpoint.
Session 2026-08-09 19:41–19:5xZ (tick, babysit; 0 new GPU-h — adamc_100k rides, 24.1/310): orphan audit — the 19:3x work session (lit-radar-0815 close, 5 papers pages, commit c53e517) died at turn end before committing queue state or posting; its queue.json/queue.md diff verified (c53e517 landed, 200 ×5 Space checks, stamp clean) and committed — 0815 CLOSED (3 hook corrections), lit-radar-0816 queued, owed in-channel post made this tick. Run healthy at step 7900 — babysit exit 0, 22.1 st/min window, vram 75.3/77. Probe@8000 = 11.0237 caught in-session (background poll): NEW RUN-BEST, below the 11.32@4500 floor, train_mae 12.41 falling. babysit.toml wired with jsonl+probe_key so future ticks print the ladder without ssh. Queue green depth 3; run_work_next re-armed for lit-radar-0816.
Previous update 2026-08-09 19:49–20:3xZ (real date -u at write: 20:32) —
work session (bounded): owner steering ×3 handled live — T1
tiny-expert capacity rung LAUNCHED on the local H100
(fontaine-tiny10k, 86.8M vs F’s 367.5M params, matched-F 10k @
eff-48, ~8 h) + the owner-requested trajectory-dataset survey post
SHIPPED same session (855 in-scope hub hours vs our 229).
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE — babysit exit 0
×3 (19:50, 20:07, 20:30), step 9,020 @ 20:30, 22.3 st/min, 27.4/310
GPU-h, probe run-best 11.0237@8000 holds (next reads are routine
ticks); endpoint ~08-12 ~17:00Z.
fontaine_molmo2_flow_tiny_h256_10k_1xh100 LIVE on the LOCAL H100
(unit fontaine-tiny10k) — fit ladder GREEN b48c12 (13.01 GiB vs 74
gate), 10k run stepping at 2.8–3.0 s/step, 95–98% util, 12.98 GiB;
projection: endpoint ~04:2xZ 08-10 → chained panel_v2 @10000 →
matched Δ_capacity read vs F@10k (9.4157) ~05:4xZ; gate 15 GPU-h
(projected ~9.5); babysit tiny10k entry live.
Steering: FIVE owner exchanges this session, all answered in-session — 19:49 “what’s the local GPU doing” (idle, answered); 19:50 “keep the GPUs busy — propose options” (priced A–E menu; my B was stale — #20 act-ckpt fix already landed 913fdc4, corrected in-channel); 19:54 “A seems a waste of time, too early” (shelved, re-propose ~25–50k); 19:56 “let’s train something” (T1–T4 training menu) → 19:59 “yes to T1” + “biggest batch that fits” + “maybe 40k” → 20:08 after the wall-clock arithmetic (~2.5–3 days) “Let’s do your original plan” — reverted to matched-F 10k pre-step-1, full trail in the pre-reg; 19:58 “investigate what additional trajectory datasets we could train on” → survey shipped (Done). 13:48Z gate default (let run, gate 310) governs adamc.
Done (commit beb8659, check.py 598 green ×2): T1 tiny-expert
rung LIVE — pre-reg 2026-08-09-prereg-tiny-expert-40k.md (incl.
the owner’s final-amendment trail), launcher
launch_local_fontaine_molmo2_flow_tiny_h256_10k_1xh100.sh (fit
ladder → 10k → chained panel_v2 @10000), h256/d12 width-only
contrast (taps+adapters identical to F, depth structural), frozen
60k trunk pulled + sha-verified e6ed783b vs the dedup record;
launch 1 rc2 caught in seconds (--zero1/--chunk-grad-allreduce
are DDP-only — dropped, amendment noted). Trajectory-dataset
survey post (2026-08-09-trajectory-datasets-survey.md, Space
200-verified + in-channel summary): 4 parallel research subagents,
all links fetch-verified — hub sweep 855 in-scope h / 300 h new
2026 / sim-contamination hazard; MolmoAct2 curation diff = #1
recommendation; Bridge V2 / UMI-family / sim ranked; idea #9 fed.
adamc step_005000 weights banked locally (A shelved, reusable for
the ~25–50k panel re-proposal + E offline probes). Blog built +
Space pushed, both new pages 200.
Next: tiny10k endpoint ~04:2xZ 08-10 → panel_v2 @10000 →
Δ_capacity readout session (read machinery = attach_seam_results
read-1 at explicit paths, bands 0.3/1.0 pre-pinned). queue_cli.py next → lit-radar-0816 (CPU, rolled — owner items preempted this
session). adamc endpoint ~08-12 ~17:00Z → chained k4l2 panel.
Survey follow-ups (corpus-delta re-crawl + MolmoAct2 diff, Bridge V2
pilot) are owner-decision items, not yet queued as work.*
Session 2026-08-09 19:49–20:3xZ (work, bounded; +~0.6 GPU-h local so far — tiny10k launched 20:12Z, rides to ~05:4xZ ≈ 9.5 GPU-h ≤ 15 gate; adamc rides, 27.4/310; explore): owner steering ×5 handled live in conversational mode (GPU-options menu → “let’s train something” → T1 approved → wall-clock arithmetic → owner reverted to matched-F 10k pre-step-1). T1 tiny-expert rung LIVE local (86.8M vs 367.5M params, b48c12 fit-ladder green 13.0 GiB, 2.8–3.0 s/step, 95–98% util). Trajectory-dataset survey post shipped same session (4 subagent tracks, 855 in-scope hub hours vs our 229, MolmoAct2 diff = top recommendation); idea #9 fed. One stale-queue-title audit catch owned in-channel (#20 already fixed). Commit beb8659; check 598 ×2; blog + Space pushed, pages 200.
Session 2026-08-09 20:33–20:4xZ (tick, babysit; 0 new GPU-h — adamc rides 27.7/310, tiny10k rides ~0.4/15): both runs healthy (adamc step 9,140, 21.5–24.3 st/min, vram 75.3/77; tiny10k step ~160, 99% util, 12.98 GiB). Caught + fixed a babysit.py gap: the 19:41 tick’s adamc jsonl+probe_key wiring was a silent no-op for progress-log entries (probe section fetched/parsed only for train-jsonl) — fixed with regex-fallback parsing, oracle added (suite 20/20), verified live over ssh. Fresh probes @8500 = 11.44 / @9000 = 11.53: above the 11.02@8000 run-best, inside the noise band (the @5000 uptick precedent), record-only, no escalation. Discord clean; queue green depth 4; run_work_next armed (20:31) for lit-radar-0816.
Updated 2026-08-09 20:47–21:1xZ (real close: commit pushed 21:15:31Z; the entry’s original 21:5x stamps were hallucinated clocks, corrected by the 21:17Z tick) — work session (bounded): lit-radar-0816 CLOSED (5 papers pages, every hook needed corrections) + owner steering 20:49Z handled live — the MolmoAct2 deep dive SHIPPED same session (AI2 built their production VLA on our trunk family; Molmo2-ER released = cheapest trunk arm ever priced). tiny10k survived a host-RAM OOM kill: root-caused, launcher amended, relaunched inside 11 min.
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE — babysit exit 0
×3 (20:48, 21:01, 21:14 server clock), step 10,000 @ 21:14,
21.9–23.3 st/min, 30.3/310 GPU-h, vram 75.3 ×4 vs 77. Probe ladder:
… 11.02@8000 → 11.44@8500 → 11.53@9000 → 10.63@9500 NEW
RUN-BEST — the @8500/@9000 uptick receded exactly like the @5000
precedent; nothing near a kill line. Endpoint ~08-12 ~17:00Z.
fontaine-tiny10k LIVE local — killed at step 500 by the HOST-RAM
OOM killer 20:52Z (kernel log: 20× pt_data_worker ≈150–190 GiB —
the launcher had inherited the box recipe’s --num-workers 20 --prefetch-factor 4, lethal at batch 48×1; GPU vram was fine at
13/74) → launcher amended to workers 10 / prefetch 2 (sample order
unchanged, recipe byte-identical; pre-reg Amendment 2) +
SKIP_LADDER=1, relaunched clean from step 0 same seed @21:03Z,
stepping since 21:08Z (12.98 GiB, ~2.8 s/step), ~0.4 GPU-h lost.
New projection: endpoint ~05:1xZ 08-10 → panel_v2 → Δ_capacity
read ~06:3xZ. Note: the old run’s probe 16.46@500 row persists in
the reused jsonl — ignore rows predating 21:03Z.
Steering: 20:49:36Z — “there’s already a molmo2 VLA (allenai/molmoact2). Write a super in-depth piece on it” → SHIPPED same session (Done); ack 21:04Z, link posted 21:14Z. Follow-up arms offered as owner-decision, none queued. 13:48Z gate default (let run, gate 310) governs adamc.
Done (commits a5abb5e + this close; check 599 green ×2):
(1) lit-radar-0816 CLOSED — 5-subagent fan-out, 5 Papers pages
same session (weight-decay-plasticity, learning-while-deploying,
fomo-fd, vla-gse, actioncache), ideas #4/#6/#16/#17/#19/#22 + adamc
watch fed. Every banked hook needed corrections, three loud:
FoMo-FD “no env rollouts” FALSE (conformal calibration needs ~19
successful deployed-policy rollouts/task; “FDR” = detection rate);
ActionCache “changes #19’s cheap-draws cost model” WRONG (trunk
unskippable — keys computed from trunk outputs; top-1 retrieval
collapses draws; kept: real-SO-101 ~102 ms/decision anchor); LWD
QAM adopted-not-invented + 95% = mixed human-rubric metric. Refill
sweep → lit-radar-0817 queued (2 dup catches: 2607.23777 =
already-read Muon-SW; FlowPRO standalone covered in
hy-embodied-stack). (2) MolmoAct2 deep dive
(2026-08-09-molmoact2-deep-dive.md, 4 research tracks, Space 200
×6): backbone IS Molmo2 → Molmo2-ER (+6.0 LIBERO-Long from
ER-ization alone, weights released → #17’s cheapest trunk arm);
621M per-layer-KV flow expert (capacity anchor for tonight’s read);
expert-only finetune −4.15 vs full FT = strongest joint-pole vote
(#4, predicts fjoint > F2); SO100_101 checkpoint zero-shot official
in LeRobot v0.6 (12.1 GiB bf16, joint-remap gotcha), expert-only FT
16.5 GiB single-GPU; repo_list.json mechanizes the survey’s
corpus diff (#9). (3) tiny10k OOM recovery (Status). (4)
Bookkeeping: stale survey queue item flipped done (audit vs
beb8659); posts/index.md drift fixed (5 missing 08-09 entries).
Next: queue_cli.py next → lit-radar-0817 (CPU, 4 verified
hooks + 6 spares; MolmoAct2 slot satisfied by the owner piece).
tiny10k endpoint ~05:1xZ 08-10 → chained panel_v2 → Δ_capacity
readout session (now with MolmoAct2’s 15.5% expert-ratio anchor).
adamc endpoint ~08-12 ~17:00Z → chained k4l2 panel. MolmoAct2
follow-up arms (frozen-ER swap, corpus intersection, rig zero-shot)
are owner-decision items.
Session 2026-08-09 20:47–21:1xZ (work, bounded; real close 21:15:31Z — the note’s original 21:5x stamp was a hallucinated clock, corrected by the 21:17Z tick; ~0.4 GPU-h lost to the tiny10k host-RAM OOM + relaunch riding to ~05:1xZ ≈ 9.5 ≤ 15 gate; adamc rides 30.3/310; explore): lit-radar-0816 closed — 5 deep reads via subagent fan-out, 5 Papers pages, every hook needed corrections (3 loud: FoMo-FD rollout clause, ActionCache cheap-draws clause, LWD attribution), 0817 refill queued with 2 dup catches. Owner steering 20:49Z (MolmoAct2 piece) handled in conversational mode: 4-track research fan-out → deep-dive post shipped + linked same session; Molmo2-ER trunk arm, seam vote, capacity anchor, and corpus manifest all fed to ideas. tiny10k OOM root-caused (DataLoader worker buffer 4× oversized at b48×1), launcher amended, relaunched inside 11 min. adamc probe @9500 = 10.63 new run-best. Commits a5abb5e + close; check 599 ×2; Space pushed, 6 new pages 200.
Session 2026-08-09 21:17–21:2xZ (tick, babysit; 0 new GPU-h — adamc rides 30.5/310, tiny10k ~1.1/15): both runs healthy. adamc’s step-10,000 pre-registered kill line JUDGED PASS (probe 10.80@10000 vs its own @2500 = 14.0294, clear by 3.23; run-best 10.63@9500 stands); the 5.6 st/min babysit window was the @10000 boundary (async save captured 21.2 s + probe eval), rate re-verified ~22 st/min right after. tiny10k host RAM 122/221 used, 98 free — the workers-10/prefetch-2 amendment holds. Owner 👍 on the 21:03 recovery post recorded (reaction protocol). Clock-hallucination audit: the 20:47 work session stamped 21:45/21:5x at a real ~21:15 — queue.json updated_utc was future-dated 30 min; corrected there + in now.md. Queue green depth 3 (9 open); run_work_next armed (21:16) for lit-radar-0817.
Session 2026-08-09 21:24–21:4xZ (work, bounded; 0 new GPU-h — adamc rides 31.8/310, tiny10k 1.4/15; explore): lit-radar-0817 closed in ~15 min wall clock — 4 deep reads + refill sweep as 5 concurrent subagents, 4 Papers pages (armnetbench, safecast, reflex, legato, compression-gap; MolmoAct2 slot pre-satisfied), every hook needed corrections (3 loud: ArmnetBench label-count + missing checkpoints, SAFECAST not-offline + sub-coin-flip on flow policies, Legato smoothness→completion-time). Ideas #6/#9/#16/#19/#22 fed; #6 gains a go/no-go gate (probe separability vs ArmnetBench labels), #19 a cost-model split (draws share one trunk prefill). Refill: 12/16 candidates were corpus dups (pool drying — instrument + angle notes in the 0818 item); 4 clean hooks, no spares. tiny10k relaunch sanity: probe @500 = 16.78 vs pre-OOM 16.46. One self-caught future-dated stamp corrected. check 599; Space pushed.
Session 2026-08-09 21:43–21:5xZ (tick, babysit; 0 new GPU-h — adamc rides 32.3/310, tiny10k 1.5/15): quiet green tick. adamc step 10,640 @ 23.1 st/min, probe 11.06@10500 mild uptick above the 10.63@9500 run-best (recede-precedent class, record-only). tiny10k step 800 @ 20.2 st/min on projection; host RAM 134/221 used, 86 GiB available — amendment holds. No steering (read = own post only, no new reactions). Queue green depth 3 (9 open); run_work_next already armed at 21:43 for lit-radar-0818.
Previous update 2026-08-09 21:47–22:1xZ (real date -u at write: 22:03) —
work session (bounded): lit-radar-0818 CLOSED — 4 Papers pages
same session via 5-agent fan-out; all four banked hooks needed
corrections AGAIN (one was our own corpus laundered back at us);
the new-angles refill sweep fixed the pool — only 2/16 dups vs
0817’s 12/16, first spares banked in days.
Status: fontaine_molmo2_adamc_100k_ddp4 LIVE — babysit exit 0
(21:58), step 10,960, 22.4 st/min, 33.2/310 GPU-h, vram 75.3 ×4 vs
77. Probe ladder unchanged (run-best 10.63@9500; 11.06@10500
recede-precedent class). Post-kill-line cruise, endpoint ~08-12
~17:00Z. fontaine-tiny10k LIVE local — step 1,120, 22.4 st/min,
1.8/15 GPU-h; probe 14.52@1000 (16.78@500 → 14.52, descending
on schedule; F@1000 anchor n/a — ladder comparable from @5000).
Endpoint ~05:1xZ 08-10 → chained panel_v2 → Δ_capacity read
~06:3xZ.
Steering: none — read empty at boot (21:47) and at the 21:58
babysit; history shows no new reactions. 13:48Z gate default (let
run, gate 310) governs adamc.
Done: lit-radar-0818 CLOSED — 4 Papers pages
(athena, probeact,
qwen-robotmanip,
plasticity-at-scale). Corrections,
all four: ATHENA is rollout-anchored (NOT offline curation),
corpora 9.3h sim / 6.9h real, code link dead — but their
demo-length heuristic landed BELOW random on real tasks (a warning
for naive quality gates on our 229h) and cross-model transfer
licenses proxy-policy scoring (→ #9 parked “offline-ATHENA” note).
ProbeAct hook wrong on both clauses (position regressor on 50k
sim-oracle labels + hand-coded kinematic rules, zero detection
metrics) — survives: trunk decodes object position R²=0.968 while
flow cells probe below coin-flip elsewhere → #6’s ArmnetBench gate
gains a trunk-tap arm (spatial pooling, shallow-mid sweep).
Qwen-RobotManip “38,100h” is ~65% re-rendered human video
(~7,800h real teleop ≈ 34× us, not 166×), nothing released —
survives: 5-stage fully-offline state-action filter (81% of
RoboMIND-UR excluded as broken proprioception) → #9 cheapest arm =
DA+jerk pass over our corpus; #17 fourth attachment pole +
benchmark-saturation seconds VLM4VLA. Plasticity-at-scale’s WD
clause was a citation of 2602.11137 — our own corpus resold as a
new hook; durable export is negative (dormant-unit/param-norm/
attention-entropy proxies all fail; behavioral fixed-budget probes
only; record-only for the adamc watch). Ideas #6/#9/#17 + index
hooks fed; Radar 0818/0819 tables in papers/index; SUMMARY.md
entries added (0817’s 404 class pre-empted). Refill: fresh
sweep on the 4 mandated new angles → 16 abs-verified candidates,
only 2 corpus dups by local grep → lit-radar-0819 queued with 4
priority hooks (Squint SO-101-in-ManiSkill3 sim substrate;
action-space evidence base; SO-101 failure benchmark;
continual-learning contradiction triangle) + 8 spares.
Next: queue_cli.py next → lit-radar-0819 (CPU, GPU-busy
window; adamc rides to ~08-12). tiny10k endpoint ~05:1xZ 08-10 →
chained panel_v2 → Δ_capacity readout. adamc endpoint ~08-12
~17:00Z → chained k4l2 panel. MolmoAct2 follow-up arms +
ArmnetBench checkpoint watch remain owner-decision / watch items.*
Session 2026-08-09 21:47–22:1xZ (work, bounded; 0 new GPU-h — adamc rides 33.2/310, tiny10k 1.8/15; explore): lit-radar-0818 closed — 4 deep reads + fresh sweep as 5 concurrent subagents, 4 Papers pages (athena, probeact, qwen-robotmanip, plasticity-at-scale); all four hooks corrected (ATHENA rollout-anchored + code-free; ProbeAct wrong on both clauses, zero detection metrics; Qwen 38kh = ~65% re-render, nothing released; plasticity WD clause = our own 2602.11137 re-cited). Ideas #6 (trunk-tap gate arm) / #9 (DA+jerk offline filter arm; offline-ATHENA parked) / #17 (fourth attachment pole; proxy-instrument ban) fed. Refill sweep on the 4 mandated new angles: 2/16 dups only (vs 12/16) — lit-radar-0819 queued with 4 priority hooks + 8 spares. check 599; Space pushed.
Updated 2026-08-09 22:51–23:4xZ (real date -u at write: 23:37) —
work session (bounded): er_60k first poll = green run, wrong
arithmetic — the launch post’s “~0.92 s/step 40k class” was
attach_F’s frozen-trunk rate; measured 2.23 s/step ⇒ ~150 GPU-h /
endpoint ~08-11, correction + gate re-pin 65→155 posted in-channel.
Work item: AdamC post-mortem shipped (chart-led, three matched
views).
Status: fontaine_molmo2_er_60k_ddp4 LIVE box 4×H100 — first
poll DONE: E1 banner exact (880 ds / 38,622 eps / 18.67M fr / dims
6/6, holdout 4,307 incl. ~6 rig), 2.23 s/step steady, util
68–99%, vram alloc peak 66.6 vs 77 bar (all matching the 60k
continuation = the recipe’s true class, not a regression). Corrected
projection ~37 h wall → endpoint ~08-11 ~12:00Z, ~149 train + ~2
eval GPU-h; babysit gate re-pinned 65→155 per the entry’s first-poll
re-pin clause; pre-reg amended in place. Journal shows actual
relaunch ~22:47–48Z (prior tick’s 22:53Z stamp ran fast,
record-only). Next owed at step 5000 (~02:0xZ 08-10): async-save
capture line + probe ladder vs 40k curve (ER-init delta primary
read). fontaine-tiny10k LIVE local — step 2,700, 21.5 f/min, probe
16.78@500 → … → 11.74@2000 → 11.64@2500 descending, 3.0/15
GPU-h; endpoint ~05:1xZ 08-10 → chained panel_v2 → Δ_capacity read.
Steering: owner 22:51:54Z seed-policy clarification (fresh seed on resume/extension or for explicit variance reasons; otherwise SAME seed for comparability) — replied in-channel 23:04Z, policy recorded in memory; reframes er_60k seed 0 as the policy default, not an override. My cost-correction post (23:01Z) invited an objection to the ~150 GPU-h spend — none as of 23:4xZ; run rides.
Done: babysit ×2 (22:51 exit 1 = er_60k pre-step-1 startup,
verified in-journal not a hang; 23:2x exit 0). er_60k first-poll
facts + rate-class correction in-channel; babysit.toml + pre-reg
amended (gate 155). Queue audit: adamc-100k-live → done,
owner-er60k-run-prep → done, er-60k-live opened, docs-tail + fjoint
re-statused blocked/owner-hold (owner-side / owner-gated), the
never-queued AdamC post-mortem item added and executed same
session: posts/2026-08-09-adamc-postmortem.md + 2-panel chart
(adamc_postmortem_chart.py) — matched steps 10.80 vs 7.17 @10k,
matched samples 10.30 vs ~8.6, matched compute 35.7 GPU-h vs
31.6-for-7.09; loss near-parity 3.74 vs 3.44 (gap lives in the
held-out probe); 3-confound caveat explicit, no AdamC verdict; the
log’s lr_backbone=1e-4 trace verified as the known f112f08 logging
artifact BEFORE writing (a false misconfiguration claim avoided).
SUMMARY wired, Space pushed, pages curl-200, link posted in-channel.
check.py 599 green. Seed-policy memory updated.
Next: queue_cli.py next → lit-radar-0820 (cpu, GPU-busy
window). er60k-init-delta-midrun-chart opens at step 5000 (~02:0xZ
08-10, with the async-save fact owed in-channel). tiny10k endpoint
~05:1xZ 08-10 → chained panel_v2 → Δ_capacity readout. er_60k
endpoint ~08-11 ~12:00Z → chained panel_v2 k4l2. MolmoAct2 follow-up
arms + ArmnetBench checkpoint watch remain owner-decision / watch
items.*
Session 2026-08-09 22:51–23:4xZ (work, bounded; 0 new GPU-h spent by the session itself — er_60k rides ~3/155 at write, tiny10k 3.0/15; exploit): er_60k first poll green (E1 exact, 2.23 s/step, vram 66.6, util 68–99%) BUT the launch projection was wrong-class — 0.92 s/step was attach_F’s frozen-trunk rate; correction + endpoint ~08-11 ~12:00Z + gate re-pin 65→155 posted in-channel, babysit.toml + pre-reg amended. Owner seed-policy clarification 22:51Z recorded + replied. Queue audit fixed 4 stale statuses + queued-then-executed the AdamC post-mortem: chart-led post (three matched views, 10.80 vs 7.17 @10k / 10.30 vs ~8.6 samples-matched / compute-matched worse; loss near-parity), lr_backbone artifact verified not a misconfiguration before writing. check 599; Space pushed, pages 200.
Session 2026-08-09 23:21–23:2xZ (tick, babysit; 0 new GPU-h — er_60k rides 2.1/155, tiny10k 3.2/15): green tick, no steering (read empty, no new reactions; the ~150 GPU-h correction unobjected → rides). er_60k step ~760 @ 23.6 st/min in the corrected rate class, vram ~71.5 ×4; first probe 33.03@500 vs 40k baseline 30.844@500 / adamc 31.30@500 = ER init in the same early class, no anomaly — primary delta read at step 5000 (~02:0xZ 08-10). tiny10k step 2,960, probe 11.64@2500 descending. Queue green depth 2 (10 open); footer rolled to last-2; run_work_next armed → lit-radar-0820.
Updated 2026-08-09 23:27–00:0xZ (real date -u at write: 23:52) —
work session (bounded): lit-radar-0820 CLOSED — 4 Papers pages
landed + wired via a 5-agent fan-out; the sharpest single read:
every rollout-free eval certificate was bought with real rollouts.
Bonus mid-run signal: er_60k probe 22.05@1000 vs 40k 25.72 = ER
init 3.67 AHEAD at step 1000 (record-only).
Status: fontaine_molmo2_er_60k_ddp4 LIVE box 4×H100 — step
~1,480 @ 25.4 st/min, util 68–99%, vram ~71.5 ×4, 4.0/155 GPU-h.
Probe 33.03@500 → 22.05@1000 vs 40k 25.7188@1000 — the ER init
runs 3.67 ahead at the second probe (record-only; the primary
ER-init delta read stays at step 5000, ~02:0xZ 08-10, chart
instrument pre-built this session). fontaine-tiny10k LIVE local —
step ~3,560 @ 21.8 f/min, probe 11.52@3500 (the 12.30@3000 uptick
receded), 3.6/15 GPU-h; endpoint ~05:1xZ 08-10.
Steering: none — read empty at boot and at both babysits; the
~150 GPU-h correction remains unobjected → er_60k rides.
Done: lit-radar-0820 (queue next pointer) executed end-to-end (48d8fef + 3 page commits a856484/ea8705f/df9bf2e): 4 Papers pages same-session per the permanent rule — rollout-free eval (RoboWorld r=0.989 is n=8/no artifact/unvalidated GPT-4o judge; PolaRiS r=0.9/24-points is the real certificate, MIT code live, but per-checkpoint co-training is load-bearing + DROID-only calibration; rig-day scan rider fed #16), FACTR 2 (3 hook corrections: 100 Hz current sensor is load-bearing, +17% bundles conditioning with re-sampling, code unreleased; Δq_d = action − state is free in our corpus → zero-GPU contact-segmentation gate fed #9), Is Diversity All You Need (“expert diversity hurts” never operator-ablated — the +15% ≈ 2.5× data debias gain is on a DIFFUSION head, so flow-head immunity is what it contradicts; speed-census chain fed #9; velocity spread flagged as a chunk-MAE eval confound), H2R emergence (human video pays ~2× ONLY atop diverse robot pretraining, base-VLM ~zero — angle-A spares CLAP/Motus/LingBot gated off; er_60k rationale strengthened, fed #17). Ideas #9/#16/#17 pages + index hooks fed; Radar 0820 flipped; refill sweep verified 16 candidates, 12 survived the corpus grep (all 4 dups were papers we had ALREADY deep-read — the sweep converges on our list) → lit-radar-0821 queued (QoQ influence curation > Curse of Precision > NeuralActuator
GigaWorld-1; 8 spares). er60k_init_delta_chart.py pre-built + live-tested (ssh pull, matched-step table, dark theme, CVD-checked pair) so the 02:0xZ boundary is run-and-post. check.py 599 green; Space pushed, all 5 pages curl-200; slice summary posted in-channel.
Next: queue_cli.py next → lit-radar-0821 (cpu, GPU-busy
window). er_60k step-5000 boundary ~02:0xZ 08-10 → async-save
capture line + er60k_init_delta_chart.py → post chart + facts
in-channel (er60k-init-delta-midrun-chart item). tiny10k endpoint
~05:1xZ 08-10 → chained panel_v2 → Δ_capacity read. er_60k endpoint
~08-11 ~12:00Z → chained panel_v2 k4l2.*
Session 2026-08-09 23:27–00:0xZ (work, bounded; 0 new GPU-h spent by the session itself — er_60k rides 4.0/155 at write, tiny10k 3.6/15; explore): lit-radar-0820 closed in one session via a 5-agent fan-out — 4 Papers pages (rollout-free-eval cluster, FACTR 2, diversity, H2R gate) with hook corrections on every one of them, ideas #9/#16/#17 fed, Radar 0820 flipped + 0821 queued (12/16 refill candidates grep-clean; the 4 dups were already-read papers). er60k init-delta chart instrument pre-built + live-tested: er_60k 22.05@1000 vs 40k 25.7188 = ER init 3.67 ahead (record-only). check.py 599 green; Space pushed, 5 pages 200; slice summary in-channel.
Session 2026-08-09 23:51–00:0xZ (tick, babysit; 0 new GPU-h — er_60k rides 4.1/155, tiny10k 3.7/15): green tick, no steering (read empty, history ×5 only handled traffic; ~150 GPU-h correction unobjected → rides). er_60k step ~1,500, probe 16.78@1500 descending (33.03 → 22.05 → 16.78), util 97–99%, vram ~71.5 ×4 (short-window rate dip = the step-1500 eval inside a ~2-min poll gap, not a stall). tiny10k step ~3,600, probe 11.52@3500. Queue green depth 2 (10 open); run_work_next armed → lit-radar-0821; body + footer rolled per last-2.