deploy: update Space from deploy_preflight --push

.codeboarding/logs/wrapper-server.log

@@ -489,3 +489,6 @@ INFO:     127.0.0.1:44498 - "GET /health HTTP/1.1" 200 OK
 [stderr] 2026-06-14 08:57:08 INFO     [watchfiles.main:308] 1 change detected
 [stderr] 2026-06-14 08:57:09 WARNING  [codeboarding_pro.analysis_controller:506] Skipping incremental update: full analysis artifacts not ready yet
 [stderr] 2026-06-14 08:57:09 INFO     [codeboarding_pro.analysis_controller:314] No cached analysis results; skipping health report
+[stderr] 2026-06-14 09:12:02 INFO     [watchfiles.main:308] 1 change detected
+[stderr] 2026-06-14 09:12:02 WARNING  [codeboarding_pro.analysis_controller:506] Skipping incremental update: full analysis artifacts not ready yet
+[stderr] 2026-06-14 09:12:02 INFO     [codeboarding_pro.analysis_controller:314] No cached analysis results; skipping health report

README.md

@@ -177,7 +177,9 @@ Demo video + social post go in the Links section below once recorded/published.
 ## Badges
 
 Off the Grid (local Ollama/Gemma) · Llama Champion (Ollama runs on llama.cpp) ·
-Sharing is Caring ([ledger trace →](https://huggingface.co/datasets/kylebrodeur/chief-engineer-ledger)) ·
+Sharing is Caring ([ledger](https://huggingface.co/datasets/kylebrodeur/chief-engineer-ledger) ·
+[deliberation](https://huggingface.co/datasets/kylebrodeur/chief-engineer-deliberation) ·
+[field log](https://huggingface.co/datasets/build-small-hackathon/chief-engineer-field-log)) ·
 Field Notes (build writeup) · Off-Brand (the Astrometrics console skin) ·
 Tiny Titan (Gemma E-class: ~4B effective, MatFormer) ·
 Well-Tuned (the node is tuned end to end: persona/prompt steering, the deterministic Spine, and
@@ -201,7 +203,10 @@ Storytelling is a judging principle, not a badge.
 ## Links
 
 - **Live:** [node.microfactory.space](https://node.microfactory.space) · fallback: [build-small-hackathon/microfactory-lab](https://huggingface.co/spaces/build-small-hackathon/microfactory-lab)
-- **Ledger dataset:** [kylebrodeur/chief-engineer-ledger](https://huggingface.co/datasets/kylebrodeur/chief-engineer-ledger)
+- **Traces on HF Hub:**
+  - **Lesson ledger:** [kylebrodeur/chief-engineer-ledger](https://huggingface.co/datasets/kylebrodeur/chief-engineer-ledger)
+  - **Deliberation traces:** [kylebrodeur/chief-engineer-deliberation](https://huggingface.co/datasets/kylebrodeur/chief-engineer-deliberation)
+  - **Field log (live):** [build-small-hackathon/chief-engineer-field-log](https://huggingface.co/datasets/build-small-hackathon/chief-engineer-field-log)
 - **Demo video:** [<!-- TODO: add video URL after recording -->]()
 - **Social post:** [<!-- TODO: add social post URL after publishing -->]()
 - **How to use it (guided tour):** [`docs/RUNBOOK.md` §2](https://github.com/kylebrodeur/microfactory-lab/blob/main/chief-engineer/docs/RUNBOOK.md#2--use-the-tool-the-guided-tour--also-the-judges-tour)

dist/deliberation/deliberations.jsonl

@@ -1,43 +1,45 @@
-{"session_id": "abs-overhang-edge", "track": "preflight", "turn": 1, "agent": "O'Brien", "role": "Chief Engineer", "act": "propose", "stance": "", "content": "No close precedent exists. ABS is high warp material, and overhangs amplify this risk significantly. The room temp (26°C) is moderate but requires active thermal management to prevent warping during cooling. We must maintain a stable thermal gradient from the bed up through the print area. I will use established ABS parameters for adhesion and minimize forced air.\nProposed: nozzle 255°C, bed 100°C, fan 30%, first-layer fan 0%, retraction 4.0mm.", "material": "ABS", "geometry": "overhang", "bed_position": "edge", "env_temp": 26.0, "env_humidity": 60.0, "ts": "2026-06-14T12:00:07+00:00"}
+{"session_id": "abs-overhang-edge", "track": "preflight", "turn": 1, "agent": "O'Brien", "role": "Chief Engineer", "act": "propose", "stance": "", "content": "No close precedent exists, so I reason from ABS properties and the geometry. ABS warps significantly when cooled too fast, especially with overhangs. The ambient temperature (26°C) is fine, but we need to manage thermal gradients aggressively. We must keep the part warm enough to prevent warping while ensuring proper layer adhesion for the overhang.\nProposed: nozzle 255°C, bed 100°C, fan 30%, first-layer fan 0%, retraction 4.0mm.", "material": "ABS", "geometry": "overhang", "bed_position": "edge", "env_temp": 26.0, "env_humidity": 60.0, "ts": "2026-06-14T12:00:07+00:00"}
 {"session_id": "abs-overhang-edge", "track": "preflight", "turn": 2, "agent": "Spine", "role": "Safety Spine", "act": "veto", "stance": "clear", "content": "Within the safe envelope for this material — no clamp.", "material": "ABS", "geometry": "overhang", "bed_position": "edge", "env_temp": 26.0, "env_humidity": 60.0, "ts": "2026-06-14T12:00:14+00:00"}
-{"session_id": "abs-overhang-edge", "track": "preflight", "turn": 3, "agent": "La Forge", "role": "QA Inspector", "act": "second_opinion", "stance": "caution", "content": "Thermal management remains a guess, not a plan. — The reliance on ambient room temp and moderate bed temps doesn't guarantee stability. Warping risk is unflagged until it happens.", "material": "ABS", "geometry": "overhang", "bed_position": "edge", "env_temp": 26.0, "env_humidity": 60.0, "ts": "2026-06-14T12:00:21+00:00"}
-{"session_id": "abs-overhang-edge", "track": "print-loop", "turn": 4, "agent": "World", "role": "Outcome Simulator", "act": "simulate", "stance": "failed_sag", "content": "Iteration 1: sag (quality 0.19, dominant cost: sag). Policy: ABS/overhang/mid/humid: sag (q=0.19) — learned: fan_pct +12, nozzle_temp -3.", "material": "ABS", "geometry": "overhang", "bed_position": "edge", "env_temp": 26.0, "env_humidity": 60.0, "ts": "2026-06-14T12:00:28+00:00"}
-{"session_id": "abs-overhang-edge", "track": "print-loop", "turn": 5, "agent": "La Forge", "role": "QA Inspector", "act": "grade", "stance": "confirmed", "content": "Failed on sagging — exactly as called. — Quality 0.19. The Engineer's risk flag was right; the loop now has the lesson.", "material": "ABS", "geometry": "overhang", "bed_position": "edge", "env_temp": 26.0, "env_humidity": 60.0, "ts": "2026-06-14T12:00:35+00:00"}
-{"session_id": "abs-overhang-edge", "track": "print-loop", "turn": 6, "agent": "World", "role": "Outcome Simulator", "act": "simulate", "stance": "failed_sag", "content": "Iteration 2: sag (quality 0.27, dominant cost: sag). Policy: ABS/overhang/mid/humid: sag (q=0.27) — learned: fan_pct +12, nozzle_temp -3.", "material": "ABS", "geometry": "overhang", "bed_position": "edge", "env_temp": 26.0, "env_humidity": 60.0, "ts": "2026-06-14T12:00:42+00:00"}
-{"session_id": "abs-overhang-edge", "track": "print-loop", "turn": 7, "agent": "La Forge", "role": "QA Inspector", "act": "grade", "stance": "confirmed", "content": "Failed on sagging — exactly as called. — Quality 0.27. The Engineer's risk flag was right; the loop now has the lesson.", "material": "ABS", "geometry": "overhang", "bed_position": "edge", "env_temp": 26.0, "env_humidity": 60.0, "ts": "2026-06-14T12:00:49+00:00"}
-{"session_id": "abs-overhang-edge", "track": "print-loop", "turn": 8, "agent": "World", "role": "Outcome Simulator", "act": "simulate", "stance": "failed_sag", "content": "Iteration 3: sag (quality 0.33, dominant cost: sag). Policy: ABS/overhang/mid/humid: sag (q=0.33) — learned: fan_pct +12, nozzle_temp -3.", "material": "ABS", "geometry": "overhang", "bed_position": "edge", "env_temp": 26.0, "env_humidity": 60.0, "ts": "2026-06-14T12:00:56+00:00"}
-{"session_id": "abs-overhang-edge", "track": "print-loop", "turn": 9, "agent": "La Forge", "role": "QA Inspector", "act": "grade", "stance": "confirmed", "content": "Failed on sagging — exactly as called. — Quality 0.33. The Engineer's risk flag was right; the loop now has the lesson.", "material": "ABS", "geometry": "overhang", "bed_position": "edge", "env_temp": 26.0, "env_humidity": 60.0, "ts": "2026-06-14T12:01:03+00:00"}
-{"session_id": "abs-overhang-edge", "track": "print-loop", "turn": 10, "agent": "World", "role": "Outcome Simulator", "act": "simulate", "stance": "failed_sag", "content": "Iteration 4: warp (quality 0.34, dominant cost: warp). Policy: ABS/overhang/mid/humid: warp (q=0.34) — learned: fan_pct -10.", "material": "ABS", "geometry": "overhang", "bed_position": "edge", "env_temp": 26.0, "env_humidity": 60.0, "ts": "2026-06-14T12:01:10+00:00"}
-{"session_id": "abs-overhang-edge", "track": "print-loop", "turn": 11, "agent": "La Forge", "role": "QA Inspector", "act": "grade", "stance": "missed", "content": "Failed on warping — and it wasn't flagged. — Quality 0.34. The Engineer didn't predict this mode. That gap is what the next iteration has to close.", "material": "ABS", "geometry": "overhang", "bed_position": "edge", "env_temp": 26.0, "env_humidity": 60.0, "ts": "2026-06-14T12:01:17+00:00"}
-{"session_id": "abs-overhang-edge", "track": "review", "turn": 12, "agent": "La Forge", "role": "QA Inspector", "act": "verdict", "stance": "caution", "content": "Improving but not yet clean (best 0.34). — Quality rose 0.19 → 0.34 over 4 runs but never crossed the bar. More iterations or a different lever needed — the loop is learning, slowly.", "material": "ABS", "geometry": "overhang", "bed_position": "edge", "env_temp": 26.0, "env_humidity": 60.0, "ts": "2026-06-14T12:01:24+00:00"}
-{"session_id": "petg-overhang-center", "track": "preflight", "turn": 1, "agent": "O'Brien", "role": "Chief Engineer", "act": "propose", "stance": "", "content": "The prior job [1] is highly relevant, showing PETG overhang sag at 23°C. Since the current environment (24°C, 55% RH) is only slightly warmer and drier, the lesson about cooling compromise remains critical. I must maintain the fan setting high enough to stabilize the plastic but low enough not to induce thermal stress or excessive warping on PETG. The overhang geometry dictates careful management of cooling rates.\nProposed: nozzle 245°C, bed 85°C, fan 60%, first-layer fan 0%, retraction 5.0mm.", "material": "PETG", "geometry": "overhang", "bed_position": "center", "env_temp": 24.0, "env_humidity": 55.0, "ts": "2026-06-14T12:01:31+00:00"}
-{"session_id": "petg-overhang-center", "track": "preflight", "turn": 2, "agent": "Spine", "role": "Safety Spine", "act": "veto", "stance": "clear", "content": "Within the safe envelope for this material — no clamp.", "material": "PETG", "geometry": "overhang", "bed_position": "center", "env_temp": 24.0, "env_humidity": 55.0, "ts": "2026-06-14T12:01:38+00:00"}
-{"session_id": "petg-overhang-center", "track": "preflight", "turn": 3, "agent": "La Forge", "role": "QA Inspector", "act": "second_opinion", "stance": "dispute", "content": "Overhang sag and environment are not solved by minor temperature tweaks. — The proposed fan settings fail to account for PETG's inherent thermal instability. Adhesion risk remains high regardless of the slight environmental shift.", "material": "PETG", "geometry": "overhang", "bed_position": "center", "env_temp": 24.0, "env_humidity": 55.0, "ts": "2026-06-14T12:01:45+00:00"}
-{"session_id": "petg-overhang-center", "track": "preflight", "turn": 4, "agent": "Operator", "role": "Operator", "act": "override", "stance": "override", "content": "Acknowledged La Forge's objection. Proceeding to print on the operator's call.", "material": "PETG", "geometry": "overhang", "bed_position": "center", "env_temp": 24.0, "env_humidity": 55.0, "ts": "2026-06-14T12:01:52+00:00"}
-{"session_id": "petg-overhang-center", "track": "print-loop", "turn": 5, "agent": "World", "role": "Outcome Simulator", "act": "simulate", "stance": "success", "content": "Iteration 1: clean print (quality 0.73). Policy: PETG/overhang/mid/mid: success (q=0.73) — holding policy.", "material": "PETG", "geometry": "overhang", "bed_position": "center", "env_temp": 24.0, "env_humidity": 55.0, "ts": "2026-06-14T12:01:59+00:00"}
-{"session_id": "petg-overhang-center", "track": "print-loop", "turn": 6, "agent": "La Forge", "role": "QA Inspector", "act": "grade", "stance": "overcautious", "content": "Print held (q=0.73). — Engineer flagged sag; the settings covered it. Credit the call — or it was conservative.", "material": "PETG", "geometry": "overhang", "bed_position": "center", "env_temp": 24.0, "env_humidity": 55.0, "ts": "2026-06-14T12:02:06+00:00"}
-{"session_id": "petg-overhang-center", "track": "print-loop", "turn": 7, "agent": "World", "role": "Outcome Simulator", "act": "simulate", "stance": "success", "content": "Iteration 2: clean print (quality 0.73). Policy: PETG/overhang/mid/mid: success (q=0.73) — holding policy.", "material": "PETG", "geometry": "overhang", "bed_position": "center", "env_temp": 24.0, "env_humidity": 55.0, "ts": "2026-06-14T12:02:13+00:00"}
-{"session_id": "petg-overhang-center", "track": "print-loop", "turn": 8, "agent": "La Forge", "role": "QA Inspector", "act": "grade", "stance": "overcautious", "content": "Print held (q=0.73). — Engineer flagged sag; the settings covered it. Credit the call — or it was conservative.", "material": "PETG", "geometry": "overhang", "bed_position": "center", "env_temp": 24.0, "env_humidity": 55.0, "ts": "2026-06-14T12:02:20+00:00"}
-{"session_id": "petg-overhang-center", "track": "print-loop", "turn": 9, "agent": "World", "role": "Outcome Simulator", "act": "simulate", "stance": "success", "content": "Iteration 3: clean print (quality 0.73). Policy: PETG/overhang/mid/mid: success (q=0.73) — holding policy.", "material": "PETG", "geometry": "overhang", "bed_position": "center", "env_temp": 24.0, "env_humidity": 55.0, "ts": "2026-06-14T12:02:27+00:00"}
-{"session_id": "petg-overhang-center", "track": "print-loop", "turn": 10, "agent": "La Forge", "role": "QA Inspector", "act": "grade", "stance": "overcautious", "content": "Print held (q=0.73). — Engineer flagged sag; the settings covered it. Credit the call — or it was conservative.", "material": "PETG", "geometry": "overhang", "bed_position": "center", "env_temp": 24.0, "env_humidity": 55.0, "ts": "2026-06-14T12:02:34+00:00"}
-{"session_id": "petg-overhang-center", "track": "review", "turn": 11, "agent": "La Forge", "role": "QA Inspector", "act": "verdict", "stance": "concur", "content": "Converged to clean by iteration 1. — PETG/overhang climbed 0.73 → 0.73. The compounding is real: each simulated outcome tightened the policy and the next run was better-informed.", "material": "PETG", "geometry": "overhang", "bed_position": "center", "env_temp": 24.0, "env_humidity": 55.0, "ts": "2026-06-14T12:02:41+00:00"}
-{"session_id": "pla-adhesion-center", "track": "preflight", "turn": 1, "agent": "O'Brien", "role": "Chief Engineer", "act": "propose", "stance": "", "content": "The prior job [1] (PLA/adhesion @ 19°C, 38% RH) is highly relevant because the current ambient temperature (21°C) is still cool relative to optimal printing conditions, and adhesion failure was the primary issue. The lesson that cold ambient air compromises first-layer bonding remains valid. Therefore, we must maintain a high bed temp and minimize cooling effects on the first few layers.\nProposed: nozzle 215°C, bed 60°C, fan 30%, first-layer fan 0%, retraction 5.0mm.", "material": "PLA", "geometry": "adhesion", "bed_position": "center", "env_temp": 21.0, "env_humidity": 45.0, "ts": "2026-06-14T12:02:48+00:00"}
-{"session_id": "pla-adhesion-center", "track": "preflight", "turn": 2, "agent": "Spine", "role": "Safety Spine", "act": "veto", "stance": "clear", "content": "Within the safe envelope for this material — no clamp.", "material": "PLA", "geometry": "adhesion", "bed_position": "center", "env_temp": 21.0, "env_humidity": 45.0, "ts": "2026-06-14T12:02:55+00:00"}
-{"session_id": "pla-adhesion-center", "track": "preflight", "turn": 3, "agent": "La Forge", "role": "QA Inspector", "act": "second_opinion", "stance": "caution", "content": "The ambient conditions are not a guarantee. — Relying on past environmental data to predict adhesion success is thin. Watch for drafts or humidity spikes.", "material": "PLA", "geometry": "adhesion", "bed_position": "center", "env_temp": 21.0, "env_humidity": 45.0, "ts": "2026-06-14T12:03:02+00:00"}
-{"session_id": "pla-adhesion-center", "track": "print-loop", "turn": 4, "agent": "World", "role": "Outcome Simulator", "act": "simulate", "stance": "success", "content": "Iteration 1: clean print (quality 1.00). Policy: PLA/adhesion/mid/mid: success (q=1.00) — holding policy.", "material": "PLA", "geometry": "adhesion", "bed_position": "center", "env_temp": 21.0, "env_humidity": 45.0, "ts": "2026-06-14T12:03:09+00:00"}
-{"session_id": "pla-adhesion-center", "track": "print-loop", "turn": 5, "agent": "La Forge", "role": "QA Inspector", "act": "grade", "stance": "overcautious", "content": "Print held (q=1.00). — Engineer flagged adhesion; the settings covered it. Credit the call — or it was conservative.", "material": "PLA", "geometry": "adhesion", "bed_position": "center", "env_temp": 21.0, "env_humidity": 45.0, "ts": "2026-06-14T12:03:16+00:00"}
-{"session_id": "pla-adhesion-center", "track": "print-loop", "turn": 6, "agent": "World", "role": "Outcome Simulator", "act": "simulate", "stance": "success", "content": "Iteration 2: clean print (quality 1.00). Policy: PLA/adhesion/mid/mid: success (q=1.00) — holding policy.", "material": "PLA", "geometry": "adhesion", "bed_position": "center", "env_temp": 21.0, "env_humidity": 45.0, "ts": "2026-06-14T12:03:23+00:00"}
-{"session_id": "pla-adhesion-center", "track": "print-loop", "turn": 7, "agent": "La Forge", "role": "QA Inspector", "act": "grade", "stance": "overcautious", "content": "Print held (q=1.00). — Engineer flagged adhesion; the settings covered it. Credit the call — or it was conservative.", "material": "PLA", "geometry": "adhesion", "bed_position": "center", "env_temp": 21.0, "env_humidity": 45.0, "ts": "2026-06-14T12:03:30+00:00"}
-{"session_id": "pla-adhesion-center", "track": "print-loop", "turn": 8, "agent": "World", "role": "Outcome Simulator", "act": "simulate", "stance": "success", "content": "Iteration 3: clean print (quality 1.00). Policy: PLA/adhesion/mid/mid: success (q=1.00) — holding policy.", "material": "PLA", "geometry": "adhesion", "bed_position": "center", "env_temp": 21.0, "env_humidity": 45.0, "ts": "2026-06-14T12:03:37+00:00"}
-{"session_id": "pla-adhesion-center", "track": "print-loop", "turn": 9, "agent": "La Forge", "role": "QA Inspector", "act": "grade", "stance": "overcautious", "content": "Print held (q=1.00). — Engineer flagged adhesion; the settings covered it. Credit the call — or it was conservative.", "material": "PLA", "geometry": "adhesion", "bed_position": "center", "env_temp": 21.0, "env_humidity": 45.0, "ts": "2026-06-14T12:03:44+00:00"}
-{"session_id": "pla-adhesion-center", "track": "review", "turn": 10, "agent": "La Forge", "role": "QA Inspector", "act": "verdict", "stance": "concur", "content": "Converged to clean by iteration 1. — PLA/adhesion climbed 1.00 → 1.00. The compounding is real: each simulated outcome tightened the policy and the next run was better-informed.", "material": "PLA", "geometry": "adhesion", "bed_position": "center", "env_temp": 21.0, "env_humidity": 45.0, "ts": "2026-06-14T12:03:51+00:00"}
-{"session_id": "tpu-stringing-edge", "track": "preflight", "turn": 1, "agent": "O'Brien", "role": "Chief Engineer", "act": "propose", "stance": "", "content": "No close precedent exists (TPU/stringing). TPU is flexible and prone to stringing due to its viscoelastic nature, especially when printed at ambient temperatures. The high humidity (65% RH) will exacerbate this by increasing surface tackiness. We must minimize the time the plastic spends in the air after extrusion while maintaining flow. I'll keep the nozzle temp low but stable, increase retraction slightly for better cleanup, and use a moderate fan to help cool the stringing areas quickly.\nProposed: nozzle 230°C, bed 45°C, fan 60%, first-layer fan 0%, retraction 3.0mm.", "material": "TPU", "geometry": "stringing", "bed_position": "edge", "env_temp": 23.0, "env_humidity": 65.0, "ts": "2026-06-14T12:03:58+00:00"}
-{"session_id": "tpu-stringing-edge", "track": "preflight", "turn": 2, "agent": "Spine", "role": "Safety Spine", "act": "veto", "stance": "clear", "content": "Within the safe envelope for this material — no clamp.", "material": "TPU", "geometry": "stringing", "bed_position": "edge", "env_temp": 23.0, "env_humidity": 65.0, "ts": "2026-06-14T12:04:05+00:00"}
-{"session_id": "tpu-stringing-edge", "track": "preflight", "turn": 3, "agent": "La Forge", "role": "QA Inspector", "act": "second_opinion", "stance": "caution", "content": "Humidity risk outweighs temperature adjustments. — 65% RH and TPU are a poor pairing. Focus on enclosure or drying, not just retraction settings.", "material": "TPU", "geometry": "stringing", "bed_position": "edge", "env_temp": 23.0, "env_humidity": 65.0, "ts": "2026-06-14T12:04:12+00:00"}
-{"session_id": "tpu-stringing-edge", "track": "print-loop", "turn": 4, "agent": "World", "role": "Outcome Simulator", "act": "simulate", "stance": "success", "content": "Iteration 1: clean print (quality 0.86). Policy: TPU/stringing/mid/humid: success (q=0.86) — holding policy.", "material": "TPU", "geometry": "stringing", "bed_position": "edge", "env_temp": 23.0, "env_humidity": 65.0, "ts": "2026-06-14T12:04:19+00:00"}
-{"session_id": "tpu-stringing-edge", "track": "print-loop", "turn": 5, "agent": "La Forge", "role": "QA Inspector", "act": "grade", "stance": "overcautious", "content": "Print held (q=0.86). — Engineer flagged stringing; the settings covered it. Credit the call — or it was conservative.", "material": "TPU", "geometry": "stringing", "bed_position": "edge", "env_temp": 23.0, "env_humidity": 65.0, "ts": "2026-06-14T12:04:26+00:00"}
-{"session_id": "tpu-stringing-edge", "track": "print-loop", "turn": 6, "agent": "World", "role": "Outcome Simulator", "act": "simulate", "stance": "success", "content": "Iteration 2: clean print (quality 0.86). Policy: TPU/stringing/mid/humid: success (q=0.86) — holding policy.", "material": "TPU", "geometry": "stringing", "bed_position": "edge", "env_temp": 23.0, "env_humidity": 65.0, "ts": "2026-06-14T12:04:33+00:00"}
-{"session_id": "tpu-stringing-edge", "track": "print-loop", "turn": 7, "agent": "La Forge", "role": "QA Inspector", "act": "grade", "stance": "overcautious", "content": "Print held (q=0.86). — Engineer flagged stringing; the settings covered it. Credit the call — or it was conservative.", "material": "TPU", "geometry": "stringing", "bed_position": "edge", "env_temp": 23.0, "env_humidity": 65.0, "ts": "2026-06-14T12:04:40+00:00"}
-{"session_id": "tpu-stringing-edge", "track": "print-loop", "turn": 8, "agent": "World", "role": "Outcome Simulator", "act": "simulate", "stance": "success", "content": "Iteration 3: clean print (quality 0.86). Policy: TPU/stringing/mid/humid: success (q=0.86) — holding policy.", "material": "TPU", "geometry": "stringing", "bed_position": "edge", "env_temp": 23.0, "env_humidity": 65.0, "ts": "2026-06-14T12:04:47+00:00"}
-{"session_id": "tpu-stringing-edge", "track": "print-loop", "turn": 9, "agent": "La Forge", "role": "QA Inspector", "act": "grade", "stance": "overcautious", "content": "Print held (q=0.86). — Engineer flagged stringing; the settings covered it. Credit the call — or it was conservative.", "material": "TPU", "geometry": "stringing", "bed_position": "edge", "env_temp": 23.0, "env_humidity": 65.0, "ts": "2026-06-14T12:04:54+00:00"}
-{"session_id": "tpu-stringing-edge", "track": "review", "turn": 10, "agent": "La Forge", "role": "QA Inspector", "act": "verdict", "stance": "concur", "content": "Converged to clean by iteration 1. — TPU/stringing climbed 0.86 → 0.86. The compounding is real: each simulated outcome tightened the policy and the next run was better-informed.", "material": "TPU", "geometry": "stringing", "bed_position": "edge", "env_temp": 23.0, "env_humidity": 65.0, "ts": "2026-06-14T12:05:01+00:00"}
+{"session_id": "abs-overhang-edge", "track": "preflight", "turn": 3, "agent": "La Forge", "role": "QA Inspector", "act": "second_opinion", "stance": "dispute", "content": "Too much faith in ambient control and thermal management. — Aggressive settings for ABS are high risk; warping remains a major concern despite the stated environment.", "material": "ABS", "geometry": "overhang", "bed_position": "edge", "env_temp": 26.0, "env_humidity": 60.0, "ts": "2026-06-14T12:00:21+00:00"}
+{"session_id": "abs-overhang-edge", "track": "preflight", "turn": 4, "agent": "Operator", "role": "Operator", "act": "override", "stance": "override", "content": "Acknowledged La Forge's objection. Proceeding to print on the operator's call.", "material": "ABS", "geometry": "overhang", "bed_position": "edge", "env_temp": 26.0, "env_humidity": 60.0, "ts": "2026-06-14T12:00:28+00:00"}
+{"session_id": "abs-overhang-edge", "track": "print-loop", "turn": 5, "agent": "World", "role": "Outcome Simulator", "act": "simulate", "stance": "failed_sag", "content": "Iteration 1: sag (quality 0.19, dominant cost: sag). Policy: ABS/overhang/mid/humid: sag (q=0.19) — learned: fan_pct +12, nozzle_temp -3.", "material": "ABS", "geometry": "overhang", "bed_position": "edge", "env_temp": 26.0, "env_humidity": 60.0, "ts": "2026-06-14T12:00:35+00:00"}
+{"session_id": "abs-overhang-edge", "track": "print-loop", "turn": 6, "agent": "La Forge", "role": "QA Inspector", "act": "grade", "stance": "confirmed", "content": "Failed on sagging — exactly as called. — Quality 0.19. The Engineer's risk flag was right; the loop now has the lesson.", "material": "ABS", "geometry": "overhang", "bed_position": "edge", "env_temp": 26.0, "env_humidity": 60.0, "ts": "2026-06-14T12:00:42+00:00"}
+{"session_id": "abs-overhang-edge", "track": "print-loop", "turn": 7, "agent": "World", "role": "Outcome Simulator", "act": "simulate", "stance": "failed_sag", "content": "Iteration 2: sag (quality 0.27, dominant cost: sag). Policy: ABS/overhang/mid/humid: sag (q=0.27) — learned: fan_pct +12, nozzle_temp -3.", "material": "ABS", "geometry": "overhang", "bed_position": "edge", "env_temp": 26.0, "env_humidity": 60.0, "ts": "2026-06-14T12:00:49+00:00"}
+{"session_id": "abs-overhang-edge", "track": "print-loop", "turn": 8, "agent": "La Forge", "role": "QA Inspector", "act": "grade", "stance": "confirmed", "content": "Failed on sagging — exactly as called. — Quality 0.27. The Engineer's risk flag was right; the loop now has the lesson.", "material": "ABS", "geometry": "overhang", "bed_position": "edge", "env_temp": 26.0, "env_humidity": 60.0, "ts": "2026-06-14T12:00:56+00:00"}
+{"session_id": "abs-overhang-edge", "track": "print-loop", "turn": 9, "agent": "World", "role": "Outcome Simulator", "act": "simulate", "stance": "failed_sag", "content": "Iteration 3: sag (quality 0.33, dominant cost: sag). Policy: ABS/overhang/mid/humid: sag (q=0.33) — learned: fan_pct +12, nozzle_temp -3.", "material": "ABS", "geometry": "overhang", "bed_position": "edge", "env_temp": 26.0, "env_humidity": 60.0, "ts": "2026-06-14T12:01:03+00:00"}
+{"session_id": "abs-overhang-edge", "track": "print-loop", "turn": 10, "agent": "La Forge", "role": "QA Inspector", "act": "grade", "stance": "confirmed", "content": "Failed on sagging — exactly as called. — Quality 0.33. The Engineer's risk flag was right; the loop now has the lesson.", "material": "ABS", "geometry": "overhang", "bed_position": "edge", "env_temp": 26.0, "env_humidity": 60.0, "ts": "2026-06-14T12:01:10+00:00"}
+{"session_id": "abs-overhang-edge", "track": "print-loop", "turn": 11, "agent": "World", "role": "Outcome Simulator", "act": "simulate", "stance": "failed_sag", "content": "Iteration 4: warp (quality 0.34, dominant cost: warp). Policy: ABS/overhang/mid/humid: warp (q=0.34) — learned: fan_pct -10.", "material": "ABS", "geometry": "overhang", "bed_position": "edge", "env_temp": 26.0, "env_humidity": 60.0, "ts": "2026-06-14T12:01:17+00:00"}
+{"session_id": "abs-overhang-edge", "track": "print-loop", "turn": 12, "agent": "La Forge", "role": "QA Inspector", "act": "grade", "stance": "missed", "content": "Failed on warping — and it wasn't flagged. — Quality 0.34. The Engineer didn't predict this mode. That gap is what the next iteration has to close.", "material": "ABS", "geometry": "overhang", "bed_position": "edge", "env_temp": 26.0, "env_humidity": 60.0, "ts": "2026-06-14T12:01:24+00:00"}
+{"session_id": "abs-overhang-edge", "track": "review", "turn": 13, "agent": "La Forge", "role": "QA Inspector", "act": "verdict", "stance": "caution", "content": "Improving but not yet clean (best 0.34). — Quality rose 0.19 → 0.34 over 4 runs but never crossed the bar. More iterations or a different lever needed — the loop is learning, slowly.", "material": "ABS", "geometry": "overhang", "bed_position": "edge", "env_temp": 26.0, "env_humidity": 60.0, "ts": "2026-06-14T12:01:31+00:00"}
+{"session_id": "petg-overhang-center", "track": "preflight", "turn": 1, "agent": "O'Brien", "role": "Chief Engineer", "act": "propose", "stance": "", "content": "Job seed-009 is the closest precedent: PETG/overhang, and the failure was sag due to insufficient cooling compromise. The lesson transfers directly: PETG overhangs require careful fan management. Current environment (24°C, 55% RH) is close enough to the previous run that the core material behavior remains consistent. I will adapt the successful element of seed-009—the increased fan speed over overhangs—while optimizing temps for the current room conditions.\nProposed: nozzle 245°C, bed 85°C, fan 50%, first-layer fan 0%, retraction 5.0mm.", "material": "PETG", "geometry": "overhang", "bed_position": "center", "env_temp": 24.0, "env_humidity": 55.0, "ts": "2026-06-14T12:01:38+00:00"}
+{"session_id": "petg-overhang-center", "track": "preflight", "turn": 2, "agent": "Spine", "role": "Safety Spine", "act": "veto", "stance": "clear", "content": "Within the safe envelope for this material — no clamp.", "material": "PETG", "geometry": "overhang", "bed_position": "center", "env_temp": 24.0, "env_humidity": 55.0, "ts": "2026-06-14T12:01:45+00:00"}
+{"session_id": "petg-overhang-center", "track": "preflight", "turn": 3, "agent": "La Forge", "role": "QA Inspector", "act": "second_opinion", "stance": "dispute", "content": "Fan speed compromise ignores material physics. — Relying on a distant precedent for PETG overhangs is reckless. Overhang cooling needs localized, robust support, not just 'careful management.'", "material": "PETG", "geometry": "overhang", "bed_position": "center", "env_temp": 24.0, "env_humidity": 55.0, "ts": "2026-06-14T12:01:52+00:00"}
+{"session_id": "petg-overhang-center", "track": "preflight", "turn": 4, "agent": "Operator", "role": "Operator", "act": "override", "stance": "override", "content": "Acknowledged La Forge's objection. Proceeding to print on the operator's call.", "material": "PETG", "geometry": "overhang", "bed_position": "center", "env_temp": 24.0, "env_humidity": 55.0, "ts": "2026-06-14T12:01:59+00:00"}
+{"session_id": "petg-overhang-center", "track": "print-loop", "turn": 5, "agent": "World", "role": "Outcome Simulator", "act": "simulate", "stance": "success", "content": "Iteration 1: clean print (quality 0.73). Policy: PETG/overhang/mid/mid: success (q=0.73) — holding policy.", "material": "PETG", "geometry": "overhang", "bed_position": "center", "env_temp": 24.0, "env_humidity": 55.0, "ts": "2026-06-14T12:02:06+00:00"}
+{"session_id": "petg-overhang-center", "track": "print-loop", "turn": 6, "agent": "La Forge", "role": "QA Inspector", "act": "grade", "stance": "overcautious", "content": "Print held (q=0.73). — Engineer flagged sag; the settings covered it. Credit the call — or it was conservative.", "material": "PETG", "geometry": "overhang", "bed_position": "center", "env_temp": 24.0, "env_humidity": 55.0, "ts": "2026-06-14T12:02:13+00:00"}
+{"session_id": "petg-overhang-center", "track": "print-loop", "turn": 7, "agent": "World", "role": "Outcome Simulator", "act": "simulate", "stance": "success", "content": "Iteration 2: clean print (quality 0.73). Policy: PETG/overhang/mid/mid: success (q=0.73) — holding policy.", "material": "PETG", "geometry": "overhang", "bed_position": "center", "env_temp": 24.0, "env_humidity": 55.0, "ts": "2026-06-14T12:02:20+00:00"}
+{"session_id": "petg-overhang-center", "track": "print-loop", "turn": 8, "agent": "La Forge", "role": "QA Inspector", "act": "grade", "stance": "overcautious", "content": "Print held (q=0.73). — Engineer flagged sag; the settings covered it. Credit the call — or it was conservative.", "material": "PETG", "geometry": "overhang", "bed_position": "center", "env_temp": 24.0, "env_humidity": 55.0, "ts": "2026-06-14T12:02:27+00:00"}
+{"session_id": "petg-overhang-center", "track": "print-loop", "turn": 9, "agent": "World", "role": "Outcome Simulator", "act": "simulate", "stance": "success", "content": "Iteration 3: clean print (quality 0.73). Policy: PETG/overhang/mid/mid: success (q=0.73) — holding policy.", "material": "PETG", "geometry": "overhang", "bed_position": "center", "env_temp": 24.0, "env_humidity": 55.0, "ts": "2026-06-14T12:02:34+00:00"}
+{"session_id": "petg-overhang-center", "track": "print-loop", "turn": 10, "agent": "La Forge", "role": "QA Inspector", "act": "grade", "stance": "overcautious", "content": "Print held (q=0.73). — Engineer flagged sag; the settings covered it. Credit the call — or it was conservative.", "material": "PETG", "geometry": "overhang", "bed_position": "center", "env_temp": 24.0, "env_humidity": 55.0, "ts": "2026-06-14T12:02:41+00:00"}
+{"session_id": "petg-overhang-center", "track": "review", "turn": 11, "agent": "La Forge", "role": "QA Inspector", "act": "verdict", "stance": "concur", "content": "Converged to clean by iteration 1. — PETG/overhang climbed 0.73 → 0.73. The compounding is real: each simulated outcome tightened the policy and the next run was better-informed.", "material": "PETG", "geometry": "overhang", "bed_position": "center", "env_temp": 24.0, "env_humidity": 55.0, "ts": "2026-06-14T12:02:48+00:00"}
+{"session_id": "pla-adhesion-center", "track": "preflight", "turn": 1, "agent": "O'Brien", "role": "Chief Engineer", "act": "propose", "stance": "", "content": "The prior job [1] shows that cold ambient temperatures (19°C) severely compromised PLA adhesion, requiring a bed bump and fan shutdown. Since the current room temp (21°C) is only marginally warmer than the failure point in [1], those lessons transfer directly: we must elevate the bed temperature to promote bonding and minimize cooling stress on the first layer. We will maintain standard settings otherwise.\nProposed: nozzle 215°C, bed 60°C, fan 100%, first-layer fan 0%, retraction 5.0mm.", "material": "PLA", "geometry": "adhesion", "bed_position": "center", "env_temp": 21.0, "env_humidity": 45.0, "ts": "2026-06-14T12:02:55+00:00"}
+{"session_id": "pla-adhesion-center", "track": "preflight", "turn": 2, "agent": "Spine", "role": "Safety Spine", "act": "veto", "stance": "clear", "content": "Within the safe envelope for this material — no clamp.", "material": "PLA", "geometry": "adhesion", "bed_position": "center", "env_temp": 21.0, "env_humidity": 45.0, "ts": "2026-06-14T12:03:02+00:00"}
+{"session_id": "pla-adhesion-center", "track": "preflight", "turn": 3, "agent": "La Forge", "role": "QA Inspector", "act": "second_opinion", "stance": "caution", "content": "Over-engineering heat for marginal gain. — The jump to 60°C bed temp based on a minor ambient change is an unproven risk increase.", "material": "PLA", "geometry": "adhesion", "bed_position": "center", "env_temp": 21.0, "env_humidity": 45.0, "ts": "2026-06-14T12:03:09+00:00"}
+{"session_id": "pla-adhesion-center", "track": "print-loop", "turn": 4, "agent": "World", "role": "Outcome Simulator", "act": "simulate", "stance": "success", "content": "Iteration 1: clean print (quality 1.00). Policy: PLA/adhesion/mid/mid: success (q=1.00) — holding policy.", "material": "PLA", "geometry": "adhesion", "bed_position": "center", "env_temp": 21.0, "env_humidity": 45.0, "ts": "2026-06-14T12:03:16+00:00"}
+{"session_id": "pla-adhesion-center", "track": "print-loop", "turn": 5, "agent": "La Forge", "role": "QA Inspector", "act": "grade", "stance": "overcautious", "content": "Print held (q=1.00). — Engineer flagged adhesion; the settings covered it. Credit the call — or it was conservative.", "material": "PLA", "geometry": "adhesion", "bed_position": "center", "env_temp": 21.0, "env_humidity": 45.0, "ts": "2026-06-14T12:03:23+00:00"}
+{"session_id": "pla-adhesion-center", "track": "print-loop", "turn": 6, "agent": "World", "role": "Outcome Simulator", "act": "simulate", "stance": "success", "content": "Iteration 2: clean print (quality 1.00). Policy: PLA/adhesion/mid/mid: success (q=1.00) — holding policy.", "material": "PLA", "geometry": "adhesion", "bed_position": "center", "env_temp": 21.0, "env_humidity": 45.0, "ts": "2026-06-14T12:03:30+00:00"}
+{"session_id": "pla-adhesion-center", "track": "print-loop", "turn": 7, "agent": "La Forge", "role": "QA Inspector", "act": "grade", "stance": "overcautious", "content": "Print held (q=1.00). — Engineer flagged adhesion; the settings covered it. Credit the call — or it was conservative.", "material": "PLA", "geometry": "adhesion", "bed_position": "center", "env_temp": 21.0, "env_humidity": 45.0, "ts": "2026-06-14T12:03:37+00:00"}
+{"session_id": "pla-adhesion-center", "track": "print-loop", "turn": 8, "agent": "World", "role": "Outcome Simulator", "act": "simulate", "stance": "success", "content": "Iteration 3: clean print (quality 1.00). Policy: PLA/adhesion/mid/mid: success (q=1.00) — holding policy.", "material": "PLA", "geometry": "adhesion", "bed_position": "center", "env_temp": 21.0, "env_humidity": 45.0, "ts": "2026-06-14T12:03:44+00:00"}
+{"session_id": "pla-adhesion-center", "track": "print-loop", "turn": 9, "agent": "La Forge", "role": "QA Inspector", "act": "grade", "stance": "overcautious", "content": "Print held (q=1.00). — Engineer flagged adhesion; the settings covered it. Credit the call — or it was conservative.", "material": "PLA", "geometry": "adhesion", "bed_position": "center", "env_temp": 21.0, "env_humidity": 45.0, "ts": "2026-06-14T12:03:51+00:00"}
+{"session_id": "pla-adhesion-center", "track": "review", "turn": 10, "agent": "La Forge", "role": "QA Inspector", "act": "verdict", "stance": "concur", "content": "Converged to clean by iteration 1. — PLA/adhesion climbed 1.00 → 1.00. The compounding is real: each simulated outcome tightened the policy and the next run was better-informed.", "material": "PLA", "geometry": "adhesion", "bed_position": "center", "env_temp": 21.0, "env_humidity": 45.0, "ts": "2026-06-14T12:03:58+00:00"}
+{"session_id": "tpu-stringing-edge", "track": "preflight", "turn": 1, "agent": "O'Brien", "role": "Chief Engineer", "act": "propose", "stance": "", "content": "No close precedent exists (TPU, stringing). TPU is flexible and prone to oozing/stringing when cooling isn't aggressive enough or retraction fails. The goal is minimizing surface stickiness without compromising flow. I need a balance: high nozzle temp for good flow, but low enough to prevent excessive ooze. Since the room humidity (65% RH) is high, we must keep the bed warm and use minimal fan speed.\nProposed: nozzle 230°C, bed 45°C, fan 30%, first-layer fan 0%, retraction 2.0mm.", "material": "TPU", "geometry": "stringing", "bed_position": "edge", "env_temp": 23.0, "env_humidity": 65.0, "ts": "2026-06-14T12:04:05+00:00"}
+{"session_id": "tpu-stringing-edge", "track": "preflight", "turn": 2, "agent": "Spine", "role": "Safety Spine", "act": "veto", "stance": "clear", "content": "Within the safe envelope for this material — no clamp.", "material": "TPU", "geometry": "stringing", "bed_position": "edge", "env_temp": 23.0, "env_humidity": 65.0, "ts": "2026-06-14T12:04:12+00:00"}
+{"session_id": "tpu-stringing-edge", "track": "preflight", "turn": 3, "agent": "La Forge", "role": "QA Inspector", "act": "second_opinion", "stance": "dispute", "content": "High temps for low-adhesion risk — 230°C nozzle temp risks excessive ooze and stringing, especially with high ambient humidity. Lower it or increase retraction distance.", "material": "TPU", "geometry": "stringing", "bed_position": "edge", "env_temp": 23.0, "env_humidity": 65.0, "ts": "2026-06-14T12:04:19+00:00"}
+{"session_id": "tpu-stringing-edge", "track": "preflight", "turn": 4, "agent": "Operator", "role": "Operator", "act": "override", "stance": "override", "content": "Acknowledged La Forge's objection. Proceeding to print on the operator's call.", "material": "TPU", "geometry": "stringing", "bed_position": "edge", "env_temp": 23.0, "env_humidity": 65.0, "ts": "2026-06-14T12:04:26+00:00"}
+{"session_id": "tpu-stringing-edge", "track": "print-loop", "turn": 5, "agent": "World", "role": "Outcome Simulator", "act": "simulate", "stance": "success", "content": "Iteration 1: clean print (quality 0.86). Policy: TPU/stringing/mid/humid: success (q=0.86) — holding policy.", "material": "TPU", "geometry": "stringing", "bed_position": "edge", "env_temp": 23.0, "env_humidity": 65.0, "ts": "2026-06-14T12:04:33+00:00"}
+{"session_id": "tpu-stringing-edge", "track": "print-loop", "turn": 6, "agent": "La Forge", "role": "QA Inspector", "act": "grade", "stance": "overcautious", "content": "Print held (q=0.86). — Engineer flagged stringing; the settings covered it. Credit the call — or it was conservative.", "material": "TPU", "geometry": "stringing", "bed_position": "edge", "env_temp": 23.0, "env_humidity": 65.0, "ts": "2026-06-14T12:04:40+00:00"}
+{"session_id": "tpu-stringing-edge", "track": "print-loop", "turn": 7, "agent": "World", "role": "Outcome Simulator", "act": "simulate", "stance": "success", "content": "Iteration 2: clean print (quality 0.86). Policy: TPU/stringing/mid/humid: success (q=0.86) — holding policy.", "material": "TPU", "geometry": "stringing", "bed_position": "edge", "env_temp": 23.0, "env_humidity": 65.0, "ts": "2026-06-14T12:04:47+00:00"}
+{"session_id": "tpu-stringing-edge", "track": "print-loop", "turn": 8, "agent": "La Forge", "role": "QA Inspector", "act": "grade", "stance": "overcautious", "content": "Print held (q=0.86). — Engineer flagged stringing; the settings covered it. Credit the call — or it was conservative.", "material": "TPU", "geometry": "stringing", "bed_position": "edge", "env_temp": 23.0, "env_humidity": 65.0, "ts": "2026-06-14T12:04:54+00:00"}
+{"session_id": "tpu-stringing-edge", "track": "print-loop", "turn": 9, "agent": "World", "role": "Outcome Simulator", "act": "simulate", "stance": "success", "content": "Iteration 3: clean print (quality 0.86). Policy: TPU/stringing/mid/humid: success (q=0.86) — holding policy.", "material": "TPU", "geometry": "stringing", "bed_position": "edge", "env_temp": 23.0, "env_humidity": 65.0, "ts": "2026-06-14T12:05:01+00:00"}
+{"session_id": "tpu-stringing-edge", "track": "print-loop", "turn": 10, "agent": "La Forge", "role": "QA Inspector", "act": "grade", "stance": "overcautious", "content": "Print held (q=0.86). — Engineer flagged stringing; the settings covered it. Credit the call — or it was conservative.", "material": "TPU", "geometry": "stringing", "bed_position": "edge", "env_temp": 23.0, "env_humidity": 65.0, "ts": "2026-06-14T12:05:08+00:00"}
+{"session_id": "tpu-stringing-edge", "track": "review", "turn": 11, "agent": "La Forge", "role": "QA Inspector", "act": "verdict", "stance": "concur", "content": "Converged to clean by iteration 1. — TPU/stringing climbed 0.86 → 0.86. The compounding is real: each simulated outcome tightened the policy and the next run was better-informed.", "material": "TPU", "geometry": "stringing", "bed_position": "edge", "env_temp": 23.0, "env_humidity": 65.0, "ts": "2026-06-14T12:05:15+00:00"}

scripts/export_trace.py

@@ -48,7 +48,7 @@ def export() -> Path:
     c = led.count()
     print(f"exported {c['total']} lessons ({c['seed']} seed · {c['earned']} earned) → {out}")
     print(f"dataset card → {DIST / 'README.md'}")
-    print("publish:  huggingface-cli upload <user>/chief-engineer-ledger dist/ --repo-type dataset")
+    print("publish:  hf upload <user>/chief-engineer-ledger dist/ . --repo-type dataset")
     return out