mirror of
https://github.com/allaunthefox/Research-Stack.git
synced 2026-08-20 15:37:29 +00:00
allaun
ba226a28d9
Gemma4-12B is now the primary model for all questions: - Endpoint: http://127.0.0.1:8081/v1 - Model ID: gemma4-12b - Speed: ~40 tokens/sec - Cost: free (local) Escalation: Gemma4-12B → DeepSeek V4 Pro → Claude Opus → GPT-5.5 → all 8
70 lines
2.4 KiB
Markdown
70 lines
2.4 KiB
Markdown
# SKILL: break-glass
|
|
|
|
## ⛔ THIS IS FOR UNSOLVABLE PROBLEMS ONLY
|
|
|
|
**DO NOT USE THIS SKILL UNLESS ALL OF THE FOLLOWING ARE TRUE:**
|
|
|
|
1. The user has no solution — they do not know the answer
|
|
2. All free models have been tried and failed (including local Gemma4-12B)
|
|
3. All cheap models (< $0.50/call) have been tried and failed
|
|
4. The problem is genuinely novel (not a rehash of known issues)
|
|
5. The problem is blocking progress (not a nice-to-have)
|
|
|
|
**This skill costs real money. Each invocation = $0.10-$3.00.**
|
|
|
|
If the problem is solvable by switching models, just switch models.
|
|
If the problem is solvable by reading docs, just read docs.
|
|
If the problem is solvable by asking the user, just ask the user.
|
|
If a free model can solve it, use the free model.
|
|
If the local Gemma4-12B can solve it, use Gemma4-12B.
|
|
|
|
**This skill is the last resort before giving up.**
|
|
|
|
---
|
|
|
|
## Primary Model
|
|
|
|
**Gemma4-12B** (local, free, fast) — use this first for all questions.
|
|
- Endpoint: `http://127.0.0.1:8081/v1`
|
|
- Model ID: `gemma4-12b`
|
|
- API key: `none` (any dummy string)
|
|
- Speed: ~40 tokens/sec generation
|
|
- Strengths: mathematical reasoning, code, Lean 4 proofs
|
|
|
|
## Trigger
|
|
|
|
`break glass: <problem statement>`
|
|
|
|
## What It Does
|
|
|
|
Selects the optimal model panel using dual quaternion chiral ratio.
|
|
Each model is a dual quaternion (real = compressive, dual = anti-compressive).
|
|
χ = |real|² / (|real|² + |dual|²) determines selection.
|
|
|
|
## Model Selection (dual quaternion χ at threshold 0.99)
|
|
|
|
| Problem | Models | Cost |
|
|
|---------|--------|------|
|
|
| lean_proof | DeepSeek V4 Pro | $0.10-0.50 |
|
|
| code_bug | Kimi K2.6 | $0.10-0.30 |
|
|
| architecture | Claude Opus | $0.50-2.00 |
|
|
| math_novel | DeepSeek V4 Pro | $0.10-0.50 |
|
|
| infra_debug | GPT 5.5 + DeepSeek Flash | $0.30-1.00 |
|
|
| hard_wall | Claude Opus + DeepSeek Flash | $0.50-3.00 |
|
|
|
|
## Escalation
|
|
|
|
1. **Gemma4-12B** (local, free) — try first
|
|
2. **DeepSeek V4 Pro** — if Gemma stuck ($0.27/$1.10)
|
|
3. **Claude Opus** — if DeepSeek stuck ($15/$75)
|
|
4. **GPT-5.5** — if Opus stuck ($10/$30)
|
|
5. **All 8 models** — hard wall ($5-10 total)
|
|
|
|
## Files
|
|
|
|
| File | Purpose |
|
|
|------|---------|
|
|
| `4-Infrastructure/shim/dual_quat_model_selector.py` | Dual quaternion model selector |
|
|
| `4-Infrastructure/shim/model_theorem_matrix.py` | Degenerate sector analysis |
|
|
| `6-Documentation/docs/specs/break_glass_problem_statement.md` | Problem statement |
|
|
| `6-Documentation/docs/specs/break_glass_test_list.md` | Test list |
|