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# Session 2026-04-11 — Phase 01 Retuning & Hermes Agent v0.8.0
**Type**: Maintenance
**Focus**: LLM tuning re-verification, Hermes Agent update, primary model switch
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## Summary
Phase 01 (LLM Tuning) 재검증 세션과 Hermes Agent 주요 업데이트를 병행하여 진행. 두 LLM 역할 최적화 파라미터 갱신 및 Qwen 3.5 35B를 메인 모델로 승격, Hermes Agent v0.7.x → v0.8.0 업데이트 완료.
## Key Outcomes
### LLM Engine
- **balanced** (Qwen 3.5 35B-A3B): 61.62 → **64.16 t/s** (+4.1%)
- **fast** (Gemma 4 26B-A4B): 74.65 → **71.89 t/s** (Vision GPU 추가 trade-off)
- Default role: `fast``balanced`
- 두 역할 모두 `--mlock/--poll/--prio/-t/-tb` 제거
### Qwen Primary Promotion
- 속도 차이 1.25 t/s (negligible)
- 35B > 26B 품질 우위
- Thinking mode + 한국어/코딩 강점
- Vision CPU 오프로드 수용 (6.4s/image)
### Hermes Agent
- 버전: `fff237e1``e902e55b` (340 commits, v0.8.0)
- 로컬 8개 패치 자동 병합 (0 conflict)
- 설정: `custom/qwen3.5-35b-a3b` + `DISCORD_HOME_CHANNEL` 수동 설정
## Experiments (Not Adopted)
- **Speculative Decoding** (E2B draft): +14% gen vs -31% cold start → 채택 안 함
- **llama.cpp b8757**: Gemma 4 9% 회귀 → b8660 유지
## Files Changed
- `config/engine_models.json`
- `docs/v3_balanced_retuning_log.md` (new)
- `docs/v3_fast_retuning_log.md` (new)
- `.planning/reports/20260411-session-report.md` (new)
- `.planning/phases/01-llm-tuning/VERIFICATION.md` (updated)
- `.planning/STATE.md` (updated)
- `.planning/HANDOFF.json` (updated)
- `agents/hermes-agent` (submodule bump)
- `scripts/bench_short.py`, `bench_long.py`, `test_ts_ratios.py` (new utilities)
## Git History
```
e02626f chore(session): pause work — Qwen promoted to primary + Hermes v0.8.0
0dee779 refactor(phase-01): v3 retune fast & balanced roles
```
## Hardware Constraints Documented
- GPU 0: PCIe 3.0 x4 (3.94 GB/s) — bottleneck
- GPU 1: PCIe 4.0 x16 (31.5 GB/s)
- Total VRAM: 24 GB (2x RTX 3060 12GB)
## Next Session
- Run `/gsd-resume-work` to reload state from `HANDOFF.json`
- Options:
- Start Hermes Agent (`run_hermes_agent.bat`)
- Resume Phase 05 (VS Code Extension Packaging)
- New feature development