# ARCHON Inference Turbo + OVERTAKE — Status 2026-06-05

## Coverage TOTAL: 20/20 modules codés (M1-M20) — Phase A→G

## Phase A (drop-in) — 4/4 LIVE V100

| Module | Validation | Métrique mesurée |
|---|---|---|
| M6 SnapKV/MiniKV | LIVE V100 ✅ | err 0.22, **compression 12.8×** |
| M7 DoLa | LIVE V100 ✅ ARCHON 282M | overhead **+12.8%**, top-5 sane |
| M9 XGrammar | LIVE V100 ✅ tokenizer v3 | grammar **15.6 ms compile** |
| M11 ReAct + 64 tools | LIVE V100 ✅ | 64 tools registered |

## Phase B — code complet, LIVE bench partiel

| Module | LIVE bench |
|---|---|
| M1 MTP self-spec | ⚠️ 0.46× pretrain (attend SFT v2 alignment) |
| M10 quant | ✅ INT8 4× mémoire, V100 préfère FP16 |
| M5 PRM | ✅ skeleton TinyPRM 32M params |
| M8 GraphRAG/HippoRAG2 | ✅ skeleton ChromaDB ready |

## Phase C — skeletons + SFT recipes

| Module | Path |
|---|---|
| M2 Extended thinking | ✅ SFT recipe DeepSeek R1 traces $15 |
| M3 COCONUT | ✅ Curriculum 5 stages $15 |
| M12 TTT-E2E LoRA | ✅ Inject LoRA rank=4, kill-switch |

## Phase D — skeleton + brevet potentiel

| Module | Plan |
|---|---|
| M4 Mixture of Recursions | ✅ Router head + retrain $50 |

## Phase E ARCHON-OVERTAKE — Catching champion (4 nouveaux modules)

| Module | Smoke V100 | Cible mesurable |
|---|---|---|
| M13 Learned KV Placement | ✅ 0.27M params | +30% cache hit ratio vs llm-d |
| M15 RL Scheduling Head | ✅ 4.28M params | goodput ≥85% vs Singularity 78% |
| M16 Predictive Throttle | ✅ 0.20M params | -30% energy/token, 0 SLO break |
| M18 NL Decision Audit | ✅ template+LLM | 100% décisions debuggables |

## Phase F ARCHON-OVERTAKE — Surpassing champion (4 nouveaux modules)

| Module | Smoke V100 | Cible mesurable |
|---|---|---|
| M14 Cross-Vendor Mesh | ✅ 7 vendors registered | single device sur NVIDIA+AMD+Intel+Cerebras |
| M17 Family Self-Heal | ✅ <5ms decide (target <5s) | <5 sec self-heal vs Singularity manual |
| M19 Hot-Swap LoRA | ✅ 5 workload types classified | swap <100ms par workload |
| M20 Multi-Tenancy Fairness | ✅ Jain 0.937 demo | Jain index ≥0.95 vs Singularity 0.87 |

## Phase G — Première mondiale (paper + brevet + open-source)

- Paper arxiv "ARCHON: An ASI-Driven GPU Mesh Driver"
- Brevet patent-scout : combo M13+M14+M15+M16+M17+M18+M19+M20
- Open-source : `aether_mesh` v1.0 + ARCHON ckpt

## Champion à dépasser (composite)

- **Microsoft Singularity** (production ref planet-scale 100K+ GPU)
- **Decima** (MIT — pure RL+GNN ref académique)
- **llm-d v0.7.1** (avril 2026 — LLM-augmented cache-aware ref open-source)

## Métriques finales cibles dépassement

| KPI | Singularity ref | ARCHON cible | Delta |
|---|---|---|---|
| GPU utilization | 85% | ≥92% | +7pt |
| Goodput | 78% | ≥85% | +7pt |
| Median TTFT | 150ms | ≤80ms | -47% |
| SLO compliance premium | 99.5% | ≥99.9% | +0.4pt |
| Preemption recovery | seconds | sub-second | 10× |
| Cross-vendor mesh | NVIDIA only | NVIDIA+AMD+Intel+Cerebras | first |
| Decision explainability | logs | NL rationale per decision | first |
| Energy/token | baseline | -30% | -30% |
| Self-heal time | manual | <5 sec autonomous | full |
| Adaptation new workload | weeks | minutes | 1000× |
| Jain fairness | 0.87 | ≥0.95 | +9% |

## Budget total dépassement

- Phase E: $300 GPU + 6-8 sem
- Phase F: $300 GPU + 6-8 sem
- Phase G: $100 GPU + 4 sem
- **Total: ~$700 GPU, 4-5 mois**

## Files location

- `docs/ARCHON_INFERENCE_TURBO_PLAN.md` — Phase A-D plan
- `docs/ARCHON_OVERTAKE_PLAN.md` — Phase E-G plan
- `inference_turbo/m1_*.py` to `m20_*.py` — all 20 modules
- `inference_turbo/STATUS.md` — this file
- `inference_turbo/*_results.json` — LIVE bench results

## V100 sync state

Tous les 20 modules en `/workspace/archon_sft_v2/` sur V100 (ssh -p 27339 root@159.48.242.11). Smoke tests passent.

## Next session priorities

1. SFT v2 reprend sur PRO 6000 → step 50000 → ckpt final
2. Re-bench M1 MTP self-spec avec SFT v2 ckpt → vérifier speedup ≥1.5×
3. Phase E launch: M13 KV training data collection (Mooncake traces)
4. Phase E launch: M15 RL head training trace synthesis
5. Phase F: M14 cross-vendor test (loue MI300X 1h Vast $1.5)