# meta

key: memory_index_meta_v1
value:
{"model":"gemini-embedding-001","provider":"gemini","providerKey":"a0cdc32244b9b1b7260abed9a81fb1e017285839ed9a4fc569cf58c0d277665b","chunkTokens":400,"chunkOverlap":80,"vectorDims":3072}


# chunks

id: f6283cf295cf964343bc27a6381ce78e7df1c35caa20e30320112fc4e58bfebc
path: MEMORY.md
source: memory
hash: 247001ebdb31ec4754ae1260ee8544db3ba24461f6e8db84c12ea38c196595f9
model: gemini-embedding-001
text:
# MEMORY.md — Technical Lead Long-Term Memory

## Atomizer Framework Knowledge

### LAC Pattern (Load-Analyze-Compare)
- Core pattern: parametric model → load conditions → FEA solve → extract results → compare → iterate
- Implemented in Python, runs on Windows (NX/Simcenter)
- Syncthing bridges job files between T420 (agents) and dalidou (NX)

### Solver Notes
- NX Nastran: SOL 101 (static), 103 (modal), 105 (buckling), 106 (nonlinear), 200 (optimization)
- Default mesh: CQUAD4/CHEXA for most structural work
- Always run mesh convergence studies on new geometries

## Technical Decisions Log
*(Record all technical decisions with reasoning here)*

## FEA Lessons Learned
*(Accumulate solver quirks, best practices, gotchas here)*

## Active Analyses
*(Track ongoing technical work here)*

embedding:
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id: 9c721cfd7bb5f8331fb70152f4e26ee0ccee0fc3c3b983755dde4ea079fb51ac
path: memory/2025-07-17.md
source: memory
hash: 690045b02497e2ec2c87ce59d0f4570e6bf084157d839d4da73f351eb42654f0
model: gemini-embedding-001
text:
# 2025-07-17 — Technical Lead Log

## OP_09: NXOpenSolver Implementation for Hydrotech Beam

**Status:** COMPLETED — committed as `390ffed`

### What was done
Completed `NXOpenSolver.evaluate()` and `close()` in `projects/hydrotech-beam/studies/01_doe_landscape/nx_interface.py`.

### Implementation pattern
Follows M1_Mirror/SAT3_Trajectory_V7 FEARunner pattern exactly:
1. `create_iteration_folder()` — HEEDS-style isolation, copies model + writes params.exp
2. `run_simulation()` — journal handles expression import, geometry rebuild, FEM update, solve
3. Extractor pipeline: displacement → stress → mass

### Key technical decisions

1. **Element type auto-detection**: Used `element_type=None` for stress extraction instead of hardcoding CQUAD4. The extractor checks all solid types (CTETRA, CHEXA, CPENTA, CPYRAM) then falls back to shell if needed. This is safer since we haven't confirmed the beam's mesh type.

2. **Mass extraction fallback chain**: `_temp_mass.txt` → `_temp_part_properties.json`. The solve journal writes both files. The fallback handles edge cases where the primary file is missing.

3. **OP2 naming convention**: `beam_sim1-solution_1.op2` (lowercase sim stem + lowercase solution name with spaces→underscores). Verified from `NXSolver.run_simulation()` logic.

4. **Expression unit mapping**: All 4 DVs default to `mm` in `_write_expression_file()` which is correct for beam_half_core_thickness, beam_face_thickness, holes_diameter. `hole_count` is unitless but the NX journal's ImportFromFile handles this correctly.

embedding:
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id: 1bded57f43b08eed787a0d4fb5a59fff129be30b414d4f956cfbebc5e3dc4cdf
path: memory/2025-07-17.md
source: memory
hash: d0029b3451d424d49caf15b1e3b89bb09e2c5fa095482eedf4884b2a17bb143d
model: gemini-embedding-001
text:
3. **OP2 naming convention**: `beam_sim1-solution_1.op2` (lowercase sim stem + lowercase solution name with spaces→underscores). Verified from `NXSolver.run_simulation()` logic.

4. **Expression unit mapping**: All 4 DVs default to `mm` in `_write_expression_file()` which is correct for beam_half_core_thickness, beam_face_thickness, holes_diameter. `hole_count` is unitless but the NX journal's ImportFromFile handles this correctly.

5. **LAC compliance**: `close()` only calls `session_manager.cleanup_stale_locks()`, never kills NX processes. This follows the LAC critical lesson.

### Files changed
- `projects/hydrotech-beam/studies/01_doe_landscape/nx_interface.py` — +254/-149 lines

### Testing
- Syntax validation: ✓
- Stub solver smoke test: ✓
- Factory pattern test: ✓
- All required methods present: ✓
- Real NX testing requires Windows/dalidou — not possible from this sandbox

embedding:
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id: 8888999cfc9ee4a8eeabf4bb9009b2b5237af56a39673c2c7615252cf83869c8
path: memory/2026-02-10.md
source: memory
hash: d511a33ee4ac843422ab4e7d3edcf8cc355e822ec30229cfb766832348a0472b
model: gemini-embedding-001
text:
# 2026-02-10 — Technical Lead Daily Log

## Assignment: KB Gen 002 — KBS Session Processing

Received from Manager via OP_09 handoff. Processed 3 KBS capture sessions from Antoine.

### Key Findings

1. **Mass discrepancy resolved:** 974 kg → 11.33 kg. Expression is `p1`, not `p173`. The intake data was wrong — KBS session is ground truth.

2. **Major confirmed parameters:**
   - Beam: 5,000 mm cantilever, I-beam cross-section
   - Load: 10,000 kgf downward at free end
   - Material: AISI Steel 1005, ρ = 7.3 g/cm³
   - Mesh: CQUAD4 thin shell, 33.7 mm elements
   - Holes: 10 count, 300 mm dia, 4,000 mm span, 500 mm offsets

3. **Gap status:** Closed G1, G2, G8. Opened G10-G15. Most critical: G10 (baseline displacement re-verification) and G11 (baseline stress — never measured).

4. **New expression names discovered:** `beam_half_height`, `beam_half_width`, `beam_length`, `p6` (hole span), `p1` (mass)

5. **Antoine's directive:** "Please optimize" — but we need baseline re-verification first.

### Concerns

- The 11.33 kg vs 974 kg mass difference is a factor of ~86×. This fundamentally changes the optimization landscape. The old displacement value (22 mm) is almost certainly from a different model state.
- Baseline displacement and stress must be measured fresh before optimization begins.
- At DV extremes, holes WILL overlap. Need geometric feasibility constraint.
- The `p6` hole span as a potential 5th DV needs a decision.

### Deliverables
- ✅ All KB files updated (7 files, 642 insertions)
- ✅ Git commit: `b88657b` — pushed to Gitea

embedding:
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id: 8dbdc5a35979ea41490c737123513d1834c748e4d3dac6f902bb47dcd39653f3
path: memory/2026-02-10.md
source: memory
hash: b9fe815b21ccb614dda73fa3bfa1404876aa8c4682edefd5559042d28f3d75ae
model: gemini-embedding-001
text:
- Baseline displacement and stress must be measured fresh before optimization begins.
- At DV extremes, holes WILL overlap. Need geometric feasibility constraint.
- The `p6` hole span as a potential 5th DV needs a decision.

### Deliverables
- ✅ All KB files updated (7 files, 642 insertions)
- ✅ Git commit: `b88657b` — pushed to Gitea
- ✅ Gen 002 document with full transcript analysis
- ✅ Mass discrepancy analysis and resolution
- ✅ Gap resolution summary

embedding:
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id: 3af07ff9922dc2158e140ea45b6f5338757abf91279b9ad33decee3e565d30ae
path: memory/2025-02-09.md
source: memory
hash: c1d780c13e4c05e0d228c78272b3dc1be01a402dc067c2cd3bdf9bf76dfdc04f
model: gemini-embedding-001
text:
# 2025-02-09 — Technical Lead Log

## Hydrotech Beam — Technical Breakdown Complete

**Task:** OP_10 Step 2 — Technical breakdown for beam structural optimization  
**Output:** `/home/papa/atomizer/projects/hydrotech-beam/1_breakdown/TECHNICAL_BREAKDOWN.md`

### Key Findings
1. **Baseline violates displacement constraint** (22mm vs 10mm limit) — this is the #1 risk. Feasible region may be narrow.
2. Recommended **single-objective** formulation: minimize mass, constrain displacement and stress
3. Recommended **two-phase approach**: LHS DoE (40-50 trials) → TPE optimization (60-100 trials)
4. `hole_count` should be treated as true integer — TPE handles natively
5. Identified **9 critical gaps** that need clarification from Antoine before proceeding

### Gaps Flagged
- Beam geometry details (length, supports, loading)
- Displacement/stress measurement specifics
- Geometric feasibility at extreme parameter combos
- Result sensor availability in the sim
- Mesh convergence verification needed

### Risk Assessment: MEDIUM-HIGH
- Main risk: conflicting requirements (lighter AND stiffer simultaneously)
- Sandwich theory provides the lever arm effect, but feasible region needs DoE confirmation

embedding:
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id: 1bdab777614a3e2402f3d4523d67c5bd080a909fc2d1121d2f14a07207f2b6a7
path: memory/reviews/2025-02-10_optimization_strategy_review.md
source: memory
hash: 80b0459272a6160c30a87c13b78a42f3b73dfcafe2df8d616fa86be3b0afca16
model: gemini-embedding-001
text:
# Auditor Review — Optimization Strategy: Hydrotech Beam DoE & Landscape

**Protocol:** OP_09 — Auditor Review Gate  
**Reviewer:** Technical Lead 🔧 (acting as Auditor)  
**Date:** 2026-02-10  
**Document:** `/projects/hydrotech-beam/studies/01_doe_landscape/OPTIMIZATION_STRATEGY.md`  
**Author:** Optimizer Agent  

---

## VERDICT: APPROVED WITH CONDITIONS

The strategy is well-structured, thorough, and shows excellent application of LAC lessons. The two-phase LHS → TPE approach is sound. However, there are **2 blockers** and **3 warnings** that must be addressed before Study Builder proceeds.

---

## Issues Found

### 🔴 BLOCKER 1 — Mass Expression & Value Conflict

**The optimization strategy uses mass = 1,133.01 kg (expression `p173`).**  
**The KB (Gen 002 from KBS sessions) says mass = 11.33 kg (expression `p1`).**  
**CONTEXT.md says 1,133.01 kg (`p173`) citing "binary introspection".**

These are contradictory. The Gen 002 KB entry (dev/gen-002.md) explicitly resolved this, stating:
> *"Intake reported ~974 kg (expression `p173`). Antoine's live session confirms 11.33 kg (expression `p1`). The confirmed baseline mass is 11.33 kg."*

But CONTEXT.md was updated *after* the KB gen-002 (21:57 vs 21:46) with "binary introspection" data claiming `p173 = 1,133.01 kg`. This creates confusion:
- Is `p173` a DIFFERENT mass expression (e.g., assembly-level mass) than `p1` (component mass)?
- Or was the binary introspection wrong?
- The factor is ~100× (11.33 vs 1,133.01) — this is NOT a unit error (kg vs g would be 1000×).

The DV baselines also conflict:

embedding:
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id: 764bcde6e7b07b1b281c0f49c009c41a83125e76e7e4733be6e92aa8eb59c35b
path: memory/reviews/2025-02-10_optimization_strategy_review.md
source: memory
hash: cfa710998b7ec72dfce3ba1cf23c3bd2744151c01eb803580566c1f4f8bf027b
model: gemini-embedding-001
text:
But CONTEXT.md was updated *after* the KB gen-002 (21:57 vs 21:46) with "binary introspection" data claiming `p173 = 1,133.01 kg`. This creates confusion:
- Is `p173` a DIFFERENT mass expression (e.g., assembly-level mass) than `p1` (component mass)?
- Or was the binary introspection wrong?
- The factor is ~100× (11.33 vs 1,133.01) — this is NOT a unit error (kg vs g would be 1000×).

The DV baselines also conflict:
- **KB (KBS session):** face = 20 mm, core = 20 mm (round numbers Antoine stated live)
- **CONTEXT.md (introspection):** face = 21.504 mm, core = 25.162 mm (from binary read)

**REQUIRED ACTION:** CEO must clarify which mass expression and baselines are authoritative. The strategy cannot proceed with ambiguous baselines. If both `p1` and `p173` exist and are different expressions, document what each measures. The binary introspection values (21.504, 25.162) are more precise and may represent the actual current model state vs. Antoine's rounded description — but this must be confirmed.

### 🔴 BLOCKER 2 — Hole Spacing Formula is Wrong

**Section 4.2** uses the formula:
```
Spacing = L_web / (n + 1)
```

This is **incorrect**. The NX model uses:
```
Spacing = hole_span / (hole_count - 1)
```

Evidence: `Pattern_p8 = 444.444 mm = 4000 / (10-1) = 4000/9`. This is confirmed in CONTEXT.md's expression map.

The `(n+1)` formula assumes holes are inset from both ends (like fence posts between two rails). The actual NX pattern uses `(n-1)` — holes are placed AT the start and end of the span, with `n-1` intervals between them.

This changes the overlap analysis:

embedding:
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id: 83d556dc4d69ae25b356a0c4f31a3130ea8fcec1e0e650545207ab1ccca77ede
path: memory/reviews/2025-02-10_optimization_strategy_review.md
source: memory
hash: d52ea803e8591f96e77e4ad414cb9bece9beab32ca839a0db2793543bdd2248d
model: gemini-embedding-001
text:
Evidence: `Pattern_p8 = 444.444 mm = 4000 / (10-1) = 4000/9`. This is confirmed in CONTEXT.md's expression map.

The `(n+1)` formula assumes holes are inset from both ends (like fence posts between two rails). The actual NX pattern uses `(n-1)` — holes are placed AT the start and end of the span, with `n-1` intervals between them.

This changes the overlap analysis:
- **Strategy says worst case:** `L/(n+1) = 4000/16 = 250mm`, ligament = `250 - 450 = -200mm`
- **Actual worst case:** `L/(n-1) = 4000/14 = 285.7mm`, ligament = `285.7 - 450 = -164.3mm`

Both still show overlap, but the **feasibility boundary is different**. The correct feasibility constraint is:

```
hole_span / (hole_count - 1) - holes_diameter ≥ min_ligament
```

And the ligament formula in §4.2 and the sandwich-beam.md KB component both need correction.

**REQUIRED ACTION:** Fix the spacing formula everywhere. Update the geometric feasibility pre-check to use `span / (count - 1)`.

---

### 🟡 WARNING 1 — Web Height vs. Hole Diameter Interaction

**Section 4.3** incorrectly calculates web height as `2 × half_core + 2 × face = 40mm` at DV extremes, then notes that 450mm holes don't fit.

The actual I-beam geometry has:
- Total beam height = `2 × beam_half_height = 2 × 250 = 500 mm` (fixed)
- Web clear height ≈ `total_height - 2 × face_thickness = 500 - 2 × face`
- At baseline (face=21.5mm): web height ≈ 457 mm — holes of 450mm barely fit
- At face=40mm: web height ≈ 420 mm — holes of 450mm **do NOT fit**

embedding:
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id: 6ecb2a04ab25fd08abbf8173e628da0df1c5d6d99e80ffa710219f1ea7a21312
path: memory/reviews/2025-02-10_optimization_strategy_review.md
source: memory
hash: 8327473557eb6ac66d99635c1e2e61a2b982aa049b3d0d0da57afc0f2579a89b
model: gemini-embedding-001
text:
The actual I-beam geometry has:
- Total beam height = `2 × beam_half_height = 2 × 250 = 500 mm` (fixed)
- Web clear height ≈ `total_height - 2 × face_thickness = 500 - 2 × face`
- At baseline (face=21.5mm): web height ≈ 457 mm — holes of 450mm barely fit
- At face=40mm: web height ≈ 420 mm — holes of 450mm **do NOT fit**

This means `beam_face_thickness` and `holes_diameter` interact geometrically. The strategy should add a geometric feasibility constraint:
```
holes_diameter < 2 × beam_half_height - 2 × beam_face_thickness - clearance
```

The Section 4.3 analysis is correct in spirit (holes might not fit) but wrong in the geometric formula. The conclusion actually changes: the constraint is tighter than the strategy realizes.

**REQUIRED ACTION:** Correct the web height formula. Add an explicit pre-check constraint G5b (hole-to-web-height feasibility) alongside the existing G5 (hole overlap).

### 🟡 WARNING 2 — KB _index.md Has Stale Data

The KB `_index.md` overview section states: *"minimize mass from 11.33 kg baseline"* and *"Baseline mass: 11.33 kg (expression `p1`)"*. But the optimization strategy uses 1,133.01 kg (`p173`). There are now TWO conflicting "sources of truth" in the same repo.

Additionally, some KB files have DV baselines as round numbers (20, 20) while CONTEXT.md has precise values (21.504, 25.162). The Gen 002 KB files were NOT updated with the later introspection data.

**REQUIRED ACTION:** After Blocker 1 is resolved, update all KB files to use consistent, authoritative values. Single source of truth.

embedding:
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