Upload folder using huggingface_hub

.gitattributes

@@ -34,3 +34,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
 assets/benchy.glb filter=lfs diff=lfs merge=lfs -text
+a5c557efbc56.cap/content/segments/segment-0/display.mp4 filter=lfs diff=lfs merge=lfs -text

.gitignore

@@ -9,6 +9,9 @@ data/_generated.glb
 data/_vprint.gif
 # data/_modal_candidate_lessons.jsonl — TRACKED (Modal Lane-B review file)
 dist/
+field_logs/
+.pi/
+*.cap/
 
 # Sample meshes ARE committed — the HF Space doesn't run make_assets, and
 # benchy.glb can't be regenerated there (needs the STL + a decimation tool).

.pi/tasks-config.json

@@ -0,0 +1,5 @@
+{
+  "autoCascade": true,
+  "showAll": true,
+  "taskScope": "project"
+}

.pi/tasks/tasks-019ebf40-6559-7f96-b1ee-853132ac70cf.json

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+{
+  "nextId": 16,
+  "tasks": []
+}

README.md

@@ -15,6 +15,8 @@ tags:
   - backyard-ai
   - off-the-grid
   - llama-champion
+  - sharing-is-caring
+  - field-notes
   - off-brand
 ---
 
@@ -112,7 +114,7 @@ own homework.
 ## Badges
 
 Off the Grid (local Ollama/Gemma) · Llama Champion (Ollama runs on llama.cpp) ·
-Sharing is Caring (ledger/trace to the Hub) · Field Notes (build writeup). Off-Brand if the
+Sharing is Caring ([ledger trace →](https://huggingface.co/datasets/kylebrodeur/chief-engineer-ledger)) · Field Notes (build writeup). Off-Brand if the
 Astrometrics UI lands (see `../DESIGN.md`). **Not** Well-Tuned — fine-tuning is named as frontier.
 
 ## What's real vs frontier (honest claims)
@@ -126,6 +128,14 @@ Astrometrics UI lands (see `../DESIGN.md`). **Not** Well-Tuned — fine-tuning i
 - **Frontier (not built):** weight-level fine-tuning on the accumulated ledger, real distributed
   multi-node execution, the physical interfaces (g-code streaming, env sensors, camera defect CV).
 
+## Links
+
+- **Space:** [build-small-hackathon/chief-engineer](https://huggingface.co/spaces/build-small-hackathon/chief-engineer)
+- **Ledger dataset:** [kylebrodeur/chief-engineer-ledger](https://huggingface.co/datasets/kylebrodeur/chief-engineer-ledger)
+- **Demo video:** [<!-- TODO: add video URL after recording -->]()
+- **Social post:** [<!-- TODO: add social post URL after publishing -->]()
+- **Source:** [kylebrodeur/microfactory-lab](https://github.com/kylebrodeur/microfactory-lab)
+
 ## License
 
 MIT. **No OrcaSlicer/PrusaSlicer code** (AGPL-3.0) — trimesh/PySLM/manifold3d/pyclipr only.

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+    },
+    "6": {
+      "imagePath": "content/cursors/cursor_6.png",
+      "hotspot": {
+        "x": 0.0,
+        "y": 0.0
+      },
+      "shape": "Windows|AppStarting"
+    },
+    "5": {
+      "imagePath": "content/cursors/cursor_5.png",
+      "hotspot": {
+        "x": 0.5,
+        "y": 0.5
+      },
+      "shape": "Windows|SizeWE"
+    },
+    "3": {
+      "imagePath": "content/cursors/cursor_3.png",
+      "hotspot": {
+        "x": 0.40625,
+        "y": 0.40625
+      },
+      "shape": null
+    },
+    "2": {
+      "imagePath": "content/cursors/cursor_2.png",
+      "hotspot": {
+        "x": 0.0,
+        "y": 0.0
+      },
+      "shape": "Windows|Arrow"
+    }
+  },
+  "status": {
+    "status": "Complete"
+  }
+}

app.py

@@ -27,6 +27,7 @@ except ImportError:  # not installed locally (base env / offline); decorator no-
 
     spaces = _SpacesShim()  # type: ignore
 
+from core import field_log
 from core import inspector
 from core import llm
 from core import seed_lessons
@@ -226,6 +227,12 @@ def build_job(part, material, description, temp, humidity, bed_position):
     state = {"job": job.model_dump(), "env": env.model_dump(), "settings": spine.settings.model_dump(),
              "advice": rec.advice.model_dump(), "label": part.get("label")}
 
+    # ── field log (Space only — gated on HF_TOKEN; local/offline no-ops) ──
+    field_log.log_build(
+        job=state["job"], env=state["env"], settings=state["settings"],
+        advice=state["advice"], backend=rec.backend, used_fallback=rec.used_fallback,
+    )
+
     return (
         f"{rec.backend}{fb}",                                          # backend status
         precedent,                                                     # precedent
@@ -520,6 +527,7 @@ def build() -> gr.Blocks:
                 refresh = gr.Button("⟳ REFRESH LEDGER", elem_classes=["ce-pillbtn"])
 
         footer = gr.HTML(footer_bar())
+        privacy_line = gr.HTML(visible=field_log.is_active())
 
         # ── wiring ──
         preview_outs = [part, model3d, part_status]
@@ -532,6 +540,9 @@ def build() -> gr.Blocks:
         # Simulated environment: roll on load, re-roll on demand, keep the readout + footer in sync.
         sensor_outs = [temp, humidity, bed_position, sensors_readout]
         demo.load(randomize_sensors, None, sensor_outs).then(status_footer, foot_in, [footer])
+        # Show privacy notice if field logging is active (Space with HF_TOKEN)
+        demo.load(lambda: field_log.privacy_notice() if field_log.is_active() else "",
+                  None, [privacy_line])
         roll_btn.click(randomize_sensors, None, sensor_outs).then(status_footer, foot_in, [footer])
         for c in (temp, humidity, bed_position):
             c.change(sync_readout, [temp, humidity, bed_position], [sensors_readout]).then(

core/field_log.py

@@ -0,0 +1,113 @@
+"""Field log — append-only interaction logging for the live Space.
+
+Each BUILD appends one JSONL row to a local file; CommitScheduler pushes it
+to a separate HF Dataset repo every N minutes. Gated on HF_TOKEN — if the
+secret isn't set, nothing is written or pushed (local/offline unaffected).
+
+Design per docs/RESEARCH-NEEDS.md "Capturing live Space interactions":
+- Logs job config only (material, geometry, env, settings, risks, backend)
+- Never logs PII or uploaded mesh files
+- Rows are candidates, never auto-promoted into the curated ledger
+- Privacy disclosure shown in UI when active
+"""
+
+from __future__ import annotations
+
+import json
+import os
+import threading
+from datetime import datetime, timezone
+from pathlib import Path
+from typing import Any
+
+FIELD_LOG_DIR = Path(__file__).resolve().parent.parent / "field_logs"
+FIELD_LOG_FILE = FIELD_LOG_DIR / "interactions.jsonl"
+FIELD_LOG_REPO = "build-small-hackathon/chief-engineer-field-log"
+FLUSH_MINUTES = 5
+
+_scheduler: Any = None
+_lock = threading.Lock()
+
+
+def _get_scheduler():
+    """Lazy-init the CommitScheduler. Returns None if HF_TOKEN is missing."""
+    global _scheduler
+    token = os.environ.get("HF_TOKEN", "").strip()
+    if not token:
+        return None
+    if _scheduler is None:
+        with _lock:
+            if _scheduler is None:
+                try:
+                    from huggingface_hub import CommitScheduler
+                except ImportError:
+                    return None
+                FIELD_LOG_DIR.mkdir(parents=True, exist_ok=True)
+                # Ensure the file exists so the scheduler has something to track
+                if not FIELD_LOG_FILE.exists():
+                    FIELD_LOG_FILE.write_text("", encoding="utf-8")
+                _scheduler = CommitScheduler(
+                    repo_id=FIELD_LOG_REPO,
+                    repo_type="dataset",
+                    folder_path=str(FIELD_LOG_DIR),
+                    every=FLUSH_MINUTES,
+                    token=token,
+                    allow_patterns=["*.jsonl"],
+                )
+    return _scheduler
+
+
+def is_active() -> bool:
+    """True if field logging is live (HF_TOKEN present + scheduler initialized)."""
+    return _get_scheduler() is not None
+
+
+def log_build(job: dict, env: dict, settings: dict, advice: dict,
+              backend: str, used_fallback: bool) -> bool:
+    """Append one BUILD interaction row. Returns True if logged."""
+    sched = _get_scheduler()
+    if sched is None:
+        return False
+
+    row = {
+        "ts": datetime.now(timezone.utc).isoformat(),
+        "material": job.get("material"),
+        "geometry": job.get("geometry_type"),
+        "env_temp": env.get("temp"),
+        "env_humidity": env.get("humidity"),
+        "bed_position": job.get("bed_position"),
+        "printer": job.get("printer", "Creality Ender 3 V2"),
+        "backend": backend,
+        "used_fallback": used_fallback,
+        "settings": {
+            k: v for k, v in settings.items()
+            if k in ("nozzle_temp", "bed_temp", "retraction_mm", "fan_pct",
+                     "first_layer_fan_pct", "print_speed")
+        },
+        "risks": advice.get("risks", []),
+        "inspector_verdict": None,   # filled later if visitor runs Second Opinion
+        "simulated_outcome": None,   # filled later if visitor clicks Simulate
+    }
+
+    with _lock:
+        with FIELD_LOG_FILE.open("a", encoding="utf-8") as f:
+            f.write(json.dumps(row, ensure_ascii=False) + "\n")
+
+    # Tell the scheduler we have new data (it normally scans on a timer,
+    # but this nudges it to notice the append).
+    try:
+        sched.trigger()
+    except Exception:
+        pass  # trigger is best-effort; the timer will catch it
+
+    return True
+
+
+def privacy_notice() -> str:
+    """One-line UI disclosure, shown only when logging is active."""
+    return (
+        "<div class='ce-sub' style='font-size:10px;opacity:0.6;margin-top:4px;'>"
+        "🔒 Job config logged to improve the model (no personal data, no uploaded files). "
+        f"<a href='https://huggingface.co/datasets/{FIELD_LOG_REPO}' target='_blank'>"
+        "View the field log →</a></div>"
+    )

data/lessons.jsonl

@@ -0,0 +1,26 @@
+{"job_id":"seed-001","material":"PLA","geometry_type":"stringing","env_temp":22.0,"env_humidity":45.0,"outcome":"failed_stringing","lesson":"PLA strung at 215C in moderate humidity. Dropping nozzle to ~200C and nudging retraction up cleared it. With PLA, temperature is usually the bigger lever than retraction distance.","source":"seed","timestamp":"2026-05-20T10:00:00Z"}
+{"job_id":"seed-002","material":"PLA","geometry_type":"stringing","env_temp":24.0,"env_humidity":70.0,"outcome":"failed_stringing","lesson":"High ambient humidity made PLA string even at a sane 205C. Settings tweaks did little; the real fix was drying the filament. Above ~60% humidity, suspect moisture before chasing retraction.","source":"seed","timestamp":"2026-05-20T10:05:00Z"}
+{"job_id":"seed-003","material":"PLA","geometry_type":"overhang","env_temp":23.0,"env_humidity":40.0,"outcome":"success","lesson":"Steep PLA overhang printed clean with cooling fan at 100%. PLA likes maximum cooling on overhangs to freeze the layer before it droops.","source":"seed","timestamp":"2026-05-20T10:10:00Z"}
+{"job_id":"seed-004","material":"PLA","geometry_type":"overhang","env_temp":28.0,"env_humidity":50.0,"outcome":"failed_sag","lesson":"PLA overhang sagged in a warm room even at full fan. Warm ambient air weakens part cooling; on hot days drop a few degrees and ensure unobstructed airflow, or add support past ~50 degrees of overhang.","source":"seed","timestamp":"2026-05-20T10:15:00Z"}
+{"job_id":"seed-005","material":"PLA","geometry_type":"bridge","env_temp":22.0,"env_humidity":42.0,"outcome":"success","lesson":"Short PLA bridge under ~50mm printed flat with full cooling and slightly increased bridge flow. Max fan plus brisk bridge speed is the reliable combo for PLA spans.","source":"seed","timestamp":"2026-05-20T10:20:00Z"}
+{"job_id":"seed-006","material":"PLA","geometry_type":"adhesion","env_temp":19.0,"env_humidity":38.0,"outcome":"failed_sag","lesson":"First layer wouldn't stick in a cold room. Bumping bed to ~60C, slowing the first layer, and turning the fan off for the opening layers fixed adhesion. Cold ambient hurts first-layer bonding most.","source":"seed","timestamp":"2026-05-20T10:25:00Z"}
+{"job_id":"seed-007","material":"PETG","geometry_type":"stringing","env_temp":23.0,"env_humidity":48.0,"outcome":"failed_stringing","lesson":"PETG strung badly at 245C. Lowering to ~232C, raising travel speed, and enabling wipe-before-travel cleaned it up. PETG strings more than PLA by nature, so live at the low end of its temp range.","source":"seed","timestamp":"2026-05-20T10:30:00Z"}
+{"job_id":"seed-008","material":"PETG","geometry_type":"stringing","env_temp":25.0,"env_humidity":65.0,"outcome":"failed_stringing","lesson":"PETG is hygroscopic and strung heavily in humid air despite good settings. Drying the spool was the only durable fix. Above ~60% humidity, dry PETG first and treat settings as secondary.","source":"seed","timestamp":"2026-05-20T10:35:00Z"}
+{"job_id":"seed-009","material":"PETG","geometry_type":"overhang","env_temp":23.0,"env_humidity":45.0,"outcome":"failed_sag","lesson":"PETG overhang drooped when I ran the fan low for strength. PETG needs a cooling compromise: ~30-50% fan generally, bumped to 60-70% specifically over overhangs and bridges.","source":"seed","timestamp":"2026-05-20T10:40:00Z"}
+{"job_id":"seed-010","material":"PETG","geometry_type":"adhesion","env_temp":22.0,"env_humidity":47.0,"outcome":"failed_sag","lesson":"PETG layers came out brittle with the fan too high. Dropping cooling to ~30% and raising temp 5C restored layer bonding. Over-cooling PETG causes delamination; it is the opposite of PLA.","source":"seed","timestamp":"2026-05-20T10:45:00Z"}
+{"job_id":"seed-011","material":"PETG","geometry_type":"bridge","env_temp":24.0,"env_humidity":44.0,"outcome":"success","lesson":"PETG bridge held by temporarily raising fan to ~70% for the span only, then returning to 40%. Targeted cooling bursts beat globally high fan, which would weaken the rest of the part.","source":"seed","timestamp":"2026-05-20T10:50:00Z"}
+{"job_id":"seed-012","material":"PETG","geometry_type":"stringing","env_temp":21.0,"env_humidity":40.0,"outcome":"success","lesson":"Clean PETG print at 230C with gentle retraction (moderate distance, ~40mm/s) in dry conditions. PETG stays molten longer than PLA, so gentle retraction plus fast travel beats aggressive retraction, which clogs.","source":"seed","timestamp":"2026-05-20T10:55:00Z"}
+{"job_id":"ingest-001","material":"ABS","geometry_type":"warping","env_temp":20.0,"env_humidity":40.0,"outcome":"failed_sag","lesson":"ABS corners lifted in an open, cool room. ABS needs an enclosure and a 100-110C bed; without it, warping is near-certain regardless of settings.","source":"ingested","timestamp":"2026-05-22T09:00:00Z"}
+{"job_id":"ingest-002","material":"ABS","geometry_type":"adhesion","env_temp":24.0,"env_humidity":45.0,"outcome":"success","lesson":"ABS first layer held with bed at 105C, brim, and fan off for opening layers. Draught control matters more than glue for ABS adhesion.","source":"ingested","timestamp":"2026-05-22T09:05:00Z"}
+{"job_id":"ingest-003","material":"TPU","geometry_type":"stringing","env_temp":23.0,"env_humidity":55.0,"outcome":"failed_stringing","lesson":"TPU strung badly; it is highly hygroscopic. Dry the spool and print slow (~25mm/s) with minimal retraction — TPU clogs with aggressive retraction.","source":"ingested","timestamp":"2026-05-22T09:10:00Z"}
+{"job_id":"ingest-001","material":"ABS","geometry_type":"warping","env_temp":20.0,"env_humidity":40.0,"outcome":"failed_sag","lesson":"ABS corners lifted in an open, cool room. ABS needs an enclosure and a 100-110C bed; without it, warping is near-certain regardless of settings.","source":"ingested","timestamp":"2026-05-22T09:00:00Z"}
+{"job_id":"ingest-002","material":"ABS","geometry_type":"adhesion","env_temp":24.0,"env_humidity":45.0,"outcome":"success","lesson":"ABS first layer held with bed at 105C, brim, and fan off for opening layers. Draught control matters more than glue for ABS adhesion.","source":"ingested","timestamp":"2026-05-22T09:05:00Z"}
+{"job_id":"ingest-003","material":"TPU","geometry_type":"stringing","env_temp":23.0,"env_humidity":55.0,"outcome":"failed_stringing","lesson":"TPU strung badly; it is highly hygroscopic. Dry the spool and print slow (~25mm/s) with minimal retraction — TPU clogs with aggressive retraction.","source":"ingested","timestamp":"2026-05-22T09:10:00Z"}
+{"job_id":"ingest-004","material":"PETG","geometry_type":"stringing","env_temp":26.0,"env_humidity":65.0,"outcome":"failed_stringing","lesson":"PETG strings heavily in humid conditions. Dry filament at 65C for 4+ hours, then lower nozzle temp 5-10C and increase retraction to 5-6mm. Wet PETG is the #1 cause of stringing.","source":"ingested","timestamp":"2026-06-12T12:00:00Z"}
+{"job_id":"ingest-005","material":"PETG","geometry_type":"bridge","env_temp":24.0,"env_humidity":44.0,"outcome":"success","lesson":"PETG bridges cleanly with fan at 80%, nozzle 240C, and retraction at 5mm. PETG likes more cooling than people think — just not on the first layer.","source":"ingested","timestamp":"2026-06-12T12:05:00Z"}
+{"job_id":"ingest-006","material":"PLA","geometry_type":"overhang","env_temp":31.0,"env_humidity":40.0,"outcome":"failed_sag","lesson":"PLA overhangs sag in a hot room (31C ambient). Max fan (100%) and lower nozzle to 200C rescued the next print. PLA needs aggressive cooling when ambient is above 28C.","source":"ingested","timestamp":"2026-06-12T12:10:00Z"}
+{"job_id":"ingest-007","material":"PLA","geometry_type":"vase","env_temp":21.0,"env_humidity":40.0,"outcome":"success","lesson":"PLA vase mode at 205C/60C bed with 100% fan produced a clean spiral. PLA is forgiving in cool, dry rooms — the baseline material for vase-mode prints.","source":"ingested","timestamp":"2026-06-12T12:15:00Z"}
+{"job_id":"ingest-008","material":"ABS","geometry_type":"overhang","env_temp":25.0,"env_humidity":42.0,"outcome":"failed_sag","lesson":"ABS overhangs curled upward at 80% fan — ABS hates part cooling. Keep fan at 0-20% for ABS, rely on enclosure ambient temp instead. Fan on ABS causes layer delamination.","source":"ingested","timestamp":"2026-06-12T12:20:00Z"}
+{"job_id":"ingest-009","material":"TPU","geometry_type":"stringing","env_temp":22.0,"env_humidity":35.0,"outcome":"success","lesson":"TPU printed clean with 3mm retraction at 25mm/s in a dry room. TPU's flexibility means retraction must be slow and short — fast retraction stretches the filament instead of pulling it back.","source":"ingested","timestamp":"2026-06-12T12:25:00Z"}
+{"job_id":"ingest-010","material":"PETG","geometry_type":"adhesion","env_temp":22.0,"env_humidity":50.0,"outcome":"success","lesson":"PETG adhesion is strong on PEI at 80C bed — too strong on smooth PEI without release agent. Use textured PEI or glue stick as a release layer, not an adhesion aid, for PETG.","source":"ingested","timestamp":"2026-06-12T12:30:00Z"}
+{"job_id": "octo-petg-stringy-240", "material": "PETG", "geometry_type": "stringing", "env_temp": 22.0, "env_humidity": 50.0, "outcome": "failed_stringing", "lesson": "My own PETG print at 240C nozzle came out very stringy on a retraction-heavy part. PETG strings when the nozzle runs hot or the spool is damp - dry the spool, drop ~10C, and increase retraction.", "source": "ingested", "timestamp": "2024-05-20T20:57:00+00:00"}

dist/README.md

@@ -0,0 +1,14 @@
+---
+license: mit
+task_categories: [tabular-regression]
+tags: [3d-printing, additive-manufacturing, agent-trace, build-small-hackathon]
+---
+
+# Chief Engineer — Lesson Ledger
+
+Environment-keyed 3D-printing lessons accumulated by **The Chief Engineer**, a small local
+Gemma agent built for the HF Build Small hackathon (Backyard AI). Each row is a durable lesson
+keyed to material, geometry, and ambient conditions — `seed` rows bootstrap the corpus,
+`earned` rows are written by the agent after a human-reported print outcome.
+
+Schema: `job_id, material, geometry_type, env_temp, env_humidity, outcome, lesson, source, timestamp`.

dist/chief_engineer_ledger.jsonl

@@ -0,0 +1,39 @@
+{"job_id":"seed-001","material":"PLA","geometry_type":"stringing","env_temp":22.0,"env_humidity":45.0,"outcome":"failed_stringing","lesson":"PLA strung at 215C in moderate humidity. Dropping nozzle to ~200C and nudging retraction up cleared it. With PLA, temperature is usually the bigger lever than retraction distance.","source":"seed","timestamp":"2026-05-20T10:00:00Z"}
+{"job_id":"seed-002","material":"PLA","geometry_type":"stringing","env_temp":24.0,"env_humidity":70.0,"outcome":"failed_stringing","lesson":"High ambient humidity made PLA string even at a sane 205C. Settings tweaks did little; the real fix was drying the filament. Above ~60% humidity, suspect moisture before chasing retraction.","source":"seed","timestamp":"2026-05-20T10:05:00Z"}
+{"job_id":"seed-003","material":"PLA","geometry_type":"overhang","env_temp":23.0,"env_humidity":40.0,"outcome":"success","lesson":"Steep PLA overhang printed clean with cooling fan at 100%. PLA likes maximum cooling on overhangs to freeze the layer before it droops.","source":"seed","timestamp":"2026-05-20T10:10:00Z"}
+{"job_id":"seed-004","material":"PLA","geometry_type":"overhang","env_temp":28.0,"env_humidity":50.0,"outcome":"failed_sag","lesson":"PLA overhang sagged in a warm room even at full fan. Warm ambient air weakens part cooling; on hot days drop a few degrees and ensure unobstructed airflow, or add support past ~50 degrees of overhang.","source":"seed","timestamp":"2026-05-20T10:15:00Z"}
+{"job_id":"seed-005","material":"PLA","geometry_type":"bridge","env_temp":22.0,"env_humidity":42.0,"outcome":"success","lesson":"Short PLA bridge under ~50mm printed flat with full cooling and slightly increased bridge flow. Max fan plus brisk bridge speed is the reliable combo for PLA spans.","source":"seed","timestamp":"2026-05-20T10:20:00Z"}
+{"job_id":"seed-006","material":"PLA","geometry_type":"adhesion","env_temp":19.0,"env_humidity":38.0,"outcome":"failed_sag","lesson":"First layer wouldn't stick in a cold room. Bumping bed to ~60C, slowing the first layer, and turning the fan off for the opening layers fixed adhesion. Cold ambient hurts first-layer bonding most.","source":"seed","timestamp":"2026-05-20T10:25:00Z"}
+{"job_id":"seed-007","material":"PETG","geometry_type":"stringing","env_temp":23.0,"env_humidity":48.0,"outcome":"failed_stringing","lesson":"PETG strung badly at 245C. Lowering to ~232C, raising travel speed, and enabling wipe-before-travel cleaned it up. PETG strings more than PLA by nature, so live at the low end of its temp range.","source":"seed","timestamp":"2026-05-20T10:30:00Z"}
+{"job_id":"seed-008","material":"PETG","geometry_type":"stringing","env_temp":25.0,"env_humidity":65.0,"outcome":"failed_stringing","lesson":"PETG is hygroscopic and strung heavily in humid air despite good settings. Drying the spool was the only durable fix. Above ~60% humidity, dry PETG first and treat settings as secondary.","source":"seed","timestamp":"2026-05-20T10:35:00Z"}
+{"job_id":"seed-009","material":"PETG","geometry_type":"overhang","env_temp":23.0,"env_humidity":45.0,"outcome":"failed_sag","lesson":"PETG overhang drooped when I ran the fan low for strength. PETG needs a cooling compromise: ~30-50% fan generally, bumped to 60-70% specifically over overhangs and bridges.","source":"seed","timestamp":"2026-05-20T10:40:00Z"}
+{"job_id":"seed-010","material":"PETG","geometry_type":"adhesion","env_temp":22.0,"env_humidity":47.0,"outcome":"failed_sag","lesson":"PETG layers came out brittle with the fan too high. Dropping cooling to ~30% and raising temp 5C restored layer bonding. Over-cooling PETG causes delamination; it is the opposite of PLA.","source":"seed","timestamp":"2026-05-20T10:45:00Z"}
+{"job_id":"seed-011","material":"PETG","geometry_type":"bridge","env_temp":24.0,"env_humidity":44.0,"outcome":"success","lesson":"PETG bridge held by temporarily raising fan to ~70% for the span only, then returning to 40%. Targeted cooling bursts beat globally high fan, which would weaken the rest of the part.","source":"seed","timestamp":"2026-05-20T10:50:00Z"}
+{"job_id":"seed-012","material":"PETG","geometry_type":"stringing","env_temp":21.0,"env_humidity":40.0,"outcome":"success","lesson":"Clean PETG print at 230C with gentle retraction (moderate distance, ~40mm/s) in dry conditions. PETG stays molten longer than PLA, so gentle retraction plus fast travel beats aggressive retraction, which clogs.","source":"seed","timestamp":"2026-05-20T10:55:00Z"}
+{"job_id":"ingest-001","material":"ABS","geometry_type":"warping","env_temp":20.0,"env_humidity":40.0,"outcome":"failed_sag","lesson":"ABS corners lifted in an open, cool room. ABS needs an enclosure and a 100-110C bed; without it, warping is near-certain regardless of settings.","source":"ingested","timestamp":"2026-05-22T09:00:00Z"}
+{"job_id":"ingest-002","material":"ABS","geometry_type":"adhesion","env_temp":24.0,"env_humidity":45.0,"outcome":"success","lesson":"ABS first layer held with bed at 105C, brim, and fan off for opening layers. Draught control matters more than glue for ABS adhesion.","source":"ingested","timestamp":"2026-05-22T09:05:00Z"}
+{"job_id":"ingest-003","material":"TPU","geometry_type":"stringing","env_temp":23.0,"env_humidity":55.0,"outcome":"failed_stringing","lesson":"TPU strung badly; it is highly hygroscopic. Dry the spool and print slow (~25mm/s) with minimal retraction — TPU clogs with aggressive retraction.","source":"ingested","timestamp":"2026-05-22T09:10:00Z"}
+{"job_id":"ingest-001","material":"ABS","geometry_type":"warping","env_temp":20.0,"env_humidity":40.0,"outcome":"failed_sag","lesson":"ABS corners lifted in an open, cool room. ABS needs an enclosure and a 100-110C bed; without it, warping is near-certain regardless of settings.","source":"ingested","timestamp":"2026-05-22T09:00:00Z"}
+{"job_id":"ingest-002","material":"ABS","geometry_type":"adhesion","env_temp":24.0,"env_humidity":45.0,"outcome":"success","lesson":"ABS first layer held with bed at 105C, brim, and fan off for opening layers. Draught control matters more than glue for ABS adhesion.","source":"ingested","timestamp":"2026-05-22T09:05:00Z"}
+{"job_id":"ingest-003","material":"TPU","geometry_type":"stringing","env_temp":23.0,"env_humidity":55.0,"outcome":"failed_stringing","lesson":"TPU strung badly; it is highly hygroscopic. Dry the spool and print slow (~25mm/s) with minimal retraction — TPU clogs with aggressive retraction.","source":"ingested","timestamp":"2026-05-22T09:10:00Z"}
+{"job_id":"ingest-004","material":"PETG","geometry_type":"stringing","env_temp":26.0,"env_humidity":65.0,"outcome":"failed_stringing","lesson":"PETG strings heavily in humid conditions. Dry filament at 65C for 4+ hours, then lower nozzle temp 5-10C and increase retraction to 5-6mm. Wet PETG is the #1 cause of stringing.","source":"ingested","timestamp":"2026-06-12T12:00:00Z"}
+{"job_id":"ingest-005","material":"PETG","geometry_type":"bridge","env_temp":24.0,"env_humidity":44.0,"outcome":"success","lesson":"PETG bridges cleanly with fan at 80%, nozzle 240C, and retraction at 5mm. PETG likes more cooling than people think — just not on the first layer.","source":"ingested","timestamp":"2026-06-12T12:05:00Z"}
+{"job_id":"ingest-006","material":"PLA","geometry_type":"overhang","env_temp":31.0,"env_humidity":40.0,"outcome":"failed_sag","lesson":"PLA overhangs sag in a hot room (31C ambient). Max fan (100%) and lower nozzle to 200C rescued the next print. PLA needs aggressive cooling when ambient is above 28C.","source":"ingested","timestamp":"2026-06-12T12:10:00Z"}
+{"job_id":"ingest-007","material":"PLA","geometry_type":"vase","env_temp":21.0,"env_humidity":40.0,"outcome":"success","lesson":"PLA vase mode at 205C/60C bed with 100% fan produced a clean spiral. PLA is forgiving in cool, dry rooms — the baseline material for vase-mode prints.","source":"ingested","timestamp":"2026-06-12T12:15:00Z"}
+{"job_id":"ingest-008","material":"ABS","geometry_type":"overhang","env_temp":25.0,"env_humidity":42.0,"outcome":"failed_sag","lesson":"ABS overhangs curled upward at 80% fan — ABS hates part cooling. Keep fan at 0-20% for ABS, rely on enclosure ambient temp instead. Fan on ABS causes layer delamination.","source":"ingested","timestamp":"2026-06-12T12:20:00Z"}
+{"job_id":"ingest-009","material":"TPU","geometry_type":"stringing","env_temp":22.0,"env_humidity":35.0,"outcome":"success","lesson":"TPU printed clean with 3mm retraction at 25mm/s in a dry room. TPU's flexibility means retraction must be slow and short — fast retraction stretches the filament instead of pulling it back.","source":"ingested","timestamp":"2026-06-12T12:25:00Z"}
+{"job_id":"ingest-010","material":"PETG","geometry_type":"adhesion","env_temp":22.0,"env_humidity":50.0,"outcome":"success","lesson":"PETG adhesion is strong on PEI at 80C bed — too strong on smooth PEI without release agent. Use textured PEI or glue stick as a release layer, not an adhesion aid, for PETG.","source":"ingested","timestamp":"2026-06-12T12:30:00Z"}
+{"job_id":"octo-petg-stringy-240","material":"PETG","geometry_type":"stringing","env_temp":22.0,"env_humidity":50.0,"outcome":"failed_stringing","lesson":"My own PETG print at 240C nozzle came out very stringy on a retraction-heavy part. PETG strings when the nozzle runs hot or the spool is damp - dry the spool, drop ~10C, and increase retraction.","source":"ingested","timestamp":"2024-05-20T20:57:00+00:00"}
+{"job_id":"sim-035004454637","material":"PETG","geometry_type":"bridge","env_temp":32.0,"env_humidity":52.0,"outcome":"failed_sag","lesson":"[sim] PETG bridge at 32°C/52% RH sagged (q=0.39) with nozzle 235°C, fan 40%, retraction 4.0mm.","source":"sim","timestamp":"2026-06-13T03:50:04.454661+00:00"}
+{"job_id":"sim-035004458175","material":"PETG","geometry_type":"bridge","env_temp":32.0,"env_humidity":52.0,"outcome":"failed_sag","lesson":"[sim] PETG bridge at 32°C/52% RH sagged (q=0.47) with nozzle 232°C, fan 52%, retraction 4.0mm.","source":"sim","timestamp":"2026-06-13T03:50:04.458194+00:00"}
+{"job_id":"sim-035004458709","material":"PETG","geometry_type":"bridge","env_temp":32.0,"env_humidity":52.0,"outcome":"failed_sag","lesson":"[sim] PETG bridge at 32°C/52% RH sagged (q=0.53) with nozzle 229°C, fan 64%, retraction 4.0mm.","source":"sim","timestamp":"2026-06-13T03:50:04.458722+00:00"}
+{"job_id":"sim-035004459140","material":"PETG","geometry_type":"bridge","env_temp":32.0,"env_humidity":52.0,"outcome":"failed_sag","lesson":"[sim] PETG bridge at 32°C/52% RH sagged (q=0.54) with nozzle 226°C, fan 76%, retraction 4.0mm.","source":"sim","timestamp":"2026-06-13T03:50:04.459152+00:00"}
+{"job_id":"sim-035004459597","material":"PETG","geometry_type":"bridge","env_temp":32.0,"env_humidity":52.0,"outcome":"failed_sag","lesson":"[sim] PETG bridge at 32°C/52% RH sagged (q=0.55) with nozzle 223°C, fan 88%, retraction 4.0mm.","source":"sim","timestamp":"2026-06-13T03:50:04.459609+00:00"}
+{"job_id":"sim-035004459987","material":"PETG","geometry_type":"bridge","env_temp":32.0,"env_humidity":52.0,"outcome":"failed_sag","lesson":"[sim] PETG bridge at 32°C/52% RH sagged (q=0.56) with nozzle 220°C, fan 100%, retraction 4.0mm.","source":"sim","timestamp":"2026-06-13T03:50:04.459999+00:00"}
+{"job_id":"sim-035004461203","material":"PETG","geometry_type":"bridge","env_temp":32.0,"env_humidity":52.0,"outcome":"failed_sag","lesson":"[sim] PETG bridge at 32°C/52% RH sagged (q=0.68) with nozzle 225°C, fan 100%, retraction 4.0mm.","source":"sim","timestamp":"2026-06-13T03:50:04.461215+00:00"}
+{"job_id":"sim-035004461453","material":"PETG","geometry_type":"bridge","env_temp":32.0,"env_humidity":52.0,"outcome":"failed_sag","lesson":"[sim] PETG bridge at 32°C/52% RH sagged (q=0.61) with nozzle 222°C, fan 100%, retraction 4.0mm.","source":"sim","timestamp":"2026-06-13T03:50:04.461461+00:00"}
+{"job_id":"sim-035004462543","material":"PETG","geometry_type":"bridge","env_temp":32.0,"env_humidity":52.0,"outcome":"success","lesson":"[sim] PETG bridge at 32°C/52% RH printed clean (q=0.73) with nozzle 227°C, fan 100%, retraction 4.0mm.","source":"sim","timestamp":"2026-06-13T03:50:04.462561+00:00"}
+{"job_id":"sim-035004462854","material":"PETG","geometry_type":"bridge","env_temp":32.0,"env_humidity":52.0,"outcome":"success","lesson":"[sim] PETG bridge at 32°C/52% RH printed clean (q=0.73) with nozzle 227°C, fan 100%, retraction 4.0mm.","source":"sim","timestamp":"2026-06-13T03:50:04.462864+00:00"}
+{"job_id":"sim-035004463172","material":"PETG","geometry_type":"bridge","env_temp":32.0,"env_humidity":52.0,"outcome":"success","lesson":"[sim] PETG bridge at 32°C/52% RH printed clean (q=0.73) with nozzle 227°C, fan 100%, retraction 4.0mm.","source":"sim","timestamp":"2026-06-13T03:50:04.463184+00:00"}
+{"job_id":"sim-035004463498","material":"PETG","geometry_type":"bridge","env_temp":32.0,"env_humidity":52.0,"outcome":"success","lesson":"[sim] PETG bridge at 32°C/52% RH printed clean (q=0.73) with nozzle 227°C, fan 100%, retraction 4.0mm.","source":"sim","timestamp":"2026-06-13T03:50:04.463507+00:00"}
+{"job_id":"sim-035039090556","material":"PETG","geometry_type":"bridge","env_temp":32.0,"env_humidity":52.0,"outcome":"failed_sag","lesson":"[sim] PETG bridge at 32°C/52% RH sagged (q=0.39) with nozzle 245°C, fan 40%, retraction 5.0mm.","source":"sim","timestamp":"2026-06-13T03:50:39.090586+00:00"}