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root 88b8cb96a5 feat: add Level 0 auto-delete for heartbeat log orphans
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2026-07-28 23:30:33 +00:00
root cd479caeec Fix: update compression model to syslog-auto across contract and audit (Rule 7)
- Updated hermes-config-template.prose.md: all references to strix-moe for
  compression changed to syslog-auto to match operational decision on 2026-07-23
  (prevents sustained Strix Halo thermal load via weighted pool).
- Updated audit-hermes-config.py Rule 7 to expect syslog-auto instead of
  strix-moe, ensuring Abiba's next run validates against the correct baseline.
2026-07-23 18:02:56 +00:00
root 1b1de8b0fc Add Rule 14 (provider name must match custom_providers) + audit script
Rule 14: model.provider MUST be 'harness' (custom_providers[0].name), NOT 'custom'.
When provider: custom, Hermes falls through to generic resolution path that
ignores key_env, producing 'no-key-required' → HTTP 401.

audit-hermes-config.py: encodes all 14 contract rules as automated checks.
Run before and after any Hermes config change.

Root cause: WAL #1471 (2026-07-19 Mumuni 401 incident)
2026-07-23 12:16:33 +00:00
jerome a74229ee74 Merge branch 'master' into fix/fleet-config-issues-20260718
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2026-07-18 18:06:19 +00:00
root aebc98ead6 fix: remove trailing whitespace from litellm-api-keys.prose.md
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2026-07-18 17:48:52 +00:00
root 17a77e6b3f fix: fleet config issues from 2026-07-18 relay review
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- hermes-agent-baseline: add gpu-dense and gpu-light to models list
- hermes-config-template: fix pgrep traps (exclude infisical wrapper) + add
  vault empty-key guard documentation in Rule 13
- litellm-api-keys: fix pgrep pattern in auditable check
- scripts/agent-health-check: fix pgrep to exclude infisical bash wrapper

Addresses issues found during relay inbox resolution session:
1. pgrep -f 'hermes_cli.main gateway run' matches both the real python
   gateway and the infisical bash wrapper, causing false health readings
2. infisical vault stores empty key silently — no guard/monitoring
3. gpu-dense/gpu-light stable aliases missing from baseline config
2026-07-18 17:39:46 +00:00
jerome 14d27a09b5 Merge pull request 'gpu-self-heal: refresh to current fleet baseline and topology' (#21) from feat/gpu-self-heal-refresh-20260718 into master
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Reviewed-on: #21
2026-07-18 08:36:37 +00:00
8 changed files with 368 additions and 40 deletions
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__pycache__/
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#!/usr/bin/env python3
"""
Hermes Config Audit — validates a live config.yaml against the prose contract rules.
Usage:
python3 audit-hermes-config.py <config.yaml>
python3 audit-hermes-config.py /root/.hermes/config.yaml
Exit codes:
0 = all checks pass
1 = one or more contract violations found
This script encodes every rule from hermes-config-template.prose.md so config
changes can be verified before and after application. It is the single automated
enforcement layer for the prose contract.
Contract: /root/prose-contracts/hermes-config-template.prose.md
"""
import sys
import yaml
VIOLATIONS = []
WARNINGS = []
PASSES = []
def check(condition, rule, message):
if condition:
PASSES.append(f"[{rule}] {message}")
else:
VIOLATIONS.append(f"[{rule}] {message}")
def warn(rule, message):
WARNINGS.append(f"[{rule}] {message}")
def audit(path):
with open(path) as f:
cfg = yaml.safe_load(f)
model = cfg.get("model", {})
fb = cfg.get("fallback_providers", {})
comp = cfg.get("compression", {})
aux = cfg.get("auxiliary", {})
deleg = cfg.get("delegation", {})
cps = cfg.get("custom_providers", [])
cp = cps[0] if cps else {}
# --- Rule 3: API Keys via Environment ---
check(
model.get("api_key") in ("", None),
"Rule 3",
f"model.api_key must be empty (got {model.get('api_key')!r}) — keys via env var, not hardcoded",
)
check(
model.get("api_key_env") == "LITELLM_API_KEY",
"Rule 3",
f"model.api_key_env must be LITELLM_API_KEY (got {model.get('api_key_env')!r})",
)
# --- Rule 5: Main Config Base URL ---
expected_base = "http://192.168.68.116/v1"
check(
model.get("base_url") == expected_base,
"Rule 5",
f"model.base_url must be {expected_base} (got {model.get('base_url')!r}) — /v1 not /litellm/v1",
)
# --- Rule 6: max_tokens Is Required ---
check(
isinstance(model.get("max_tokens"), int) and model.get("max_tokens") <= 8192,
"Rule 6",
f"model.max_tokens must be set and <= 8192 (got {model.get('max_tokens')!r}) — thermal safety",
)
# --- Rule 7: Auxiliary Model Consistency ---
check(
comp.get("model") == "syslog-auto",
"Rule 7",
f"compression.model must be syslog-auto (got {comp.get('model')!r}) — auto-routing to prevent Strix Halo overload",
)
aux_comp = aux.get("compression", {})
check(
aux_comp.get("model") == "syslog-auto",
"Rule 7",
f"auxiliary.compression.model must be syslog-auto (got {aux_comp.get('model')!r}) — must match compression.model",
)
# --- Rule 8: GPU Workload Distribution ---
check(
aux.get("vision", {}).get("model") == "gpu-light",
"Rule 8",
f"auxiliary.vision.model must be gpu-light (got {aux.get('vision', {}).get('model')!r}) — RTX 5070 stable alias",
)
check(
aux.get("web_extract", {}).get("model") == "gpu-light",
"Rule 8",
f"auxiliary.web_extract.model must be gpu-light (got {aux.get('web_extract', {}).get('model')!r}) — RTX 5070 stable alias",
)
# --- Rule 9: Compression Threshold ---
check(
comp.get("threshold") == 0.65,
"Rule 9",
f"compression.threshold must be 0.65 for 128K models (got {comp.get('threshold')!r})",
)
check(
comp.get("max_context_window") == 131072,
"Rule 9",
f"compression.max_context_window must be 131072 (got {comp.get('max_context_window')!r}) — matches 128K GPU capacity",
)
# --- Rule 10: Default Model Must Be syslog-auto ---
check(
model.get("default") == "syslog-auto",
"Rule 10",
f"model.default must be syslog-auto (got {model.get('default')!r}) — auto-routing default",
)
# --- Rule 14: Provider Name Must Match custom_providers Name ---
check(
model.get("provider") == "harness",
"Rule 14",
f"model.provider must be 'harness' (got {model.get('provider')!r}) — NOT 'custom'. "
f"provider: custom causes generic resolution path that ignores key_env → 'no-key-required' → 401",
)
check(
comp.get("provider") == "harness",
"Rule 14",
f"compression.provider must be 'harness' (got {comp.get('provider')!r})",
)
for aux_name in ("vision", "web_extract", "compression"):
aux_provider = aux.get(aux_name, {}).get("provider")
check(
aux_provider == "harness",
"Rule 14",
f"auxiliary.{aux_name}.provider must be 'harness' (got {aux_provider!r})",
)
check(
deleg.get("provider") == "harness",
"Rule 14",
f"delegation.provider must be 'harness' (got {deleg.get('provider')!r})",
)
check(
fb.get("provider") == "deepseek",
"Rule 14",
f"fallback_providers.provider must be 'deepseek' (got {fb.get('provider')!r}) — "
f"true fallback diversity, not same endpoint as primary",
)
check(
fb.get("model") == "deepseek-v4-flash",
"Rule 14",
f"fallback_providers.model must be 'deepseek-v4-flash' (got {fb.get('model')!r})",
)
check(
fb.get("api_key_env") == "DEEPSEEK_API_KEY",
"Rule 14",
f"fallback_providers.api_key_env must be DEEPSEEK_API_KEY (got {fb.get('api_key_env')!r})",
)
# --- custom_providers sanity ---
check(
cp.get("name") == "harness",
"custom_providers",
f"custom_providers[0].name must be 'harness' (got {cp.get('name')!r})",
)
check(
cp.get("key_env") == "LITELLM_API_KEY" or cp.get("api_key_env") == "LITELLM_API_KEY",
"custom_providers",
f"custom_providers[0] must have key_env or api_key_env = LITELLM_API_KEY "
f"(got key_env={cp.get('key_env')!r}, api_key_env={cp.get('api_key_env')!r})",
)
check(
cp.get("base_url", "").endswith("/v1"),
"custom_providers",
f"custom_providers[0].base_url must end with /v1 (got {cp.get('base_url')!r})",
)
# --- No raw model names (Rule 7/8 spirit) ---
raw_names = {"gemma-4-12b", "qwen3.6-27B-code", "qwen3.6-35B-udq4", "ornith-1.0-35b"}
for section_path, section_dict in [
("model", model), ("compression", comp),
("auxiliary.vision", aux.get("vision", {})),
("auxiliary.web_extract", aux.get("web_extract", {})),
("auxiliary.compression", aux.get("compression", {})),
("delegation", deleg),
]:
m = section_dict.get("model", "")
if m in raw_names:
warn(
"Rule 7/8",
f"{section_path}.model = {m!r} — raw model name, use stable alias instead "
f"(gpu-light, gpu-dense, strix-moe, syslog-auto)",
)
# --- Report ---
print(f"{'=' * 60}")
print(f"Hermes Config Audit: {path}")
print(f"{'=' * 60}")
print(f"\n✅ PASSED ({len(PASSES)}):")
for p in PASSES:
print(f"{p}")
if WARNINGS:
print(f"\n⚠️ WARNINGS ({len(WARNINGS)}):")
for w in WARNINGS:
print(f" ⚠️ {w}")
if VIOLATIONS:
print(f"\n❌ VIOLATIONS ({len(VIOLATIONS)}):")
for v in VIOLATIONS:
print(f"{v}")
print(f"\n{'=' * 60}")
print(f"RESULT: FAIL — {len(VIOLATIONS)} violation(s) must be fixed")
print(f"{'=' * 60}")
return 1
else:
print(f"\n{'=' * 60}")
print(f"RESULT: PASS — all contract rules satisfied")
print(f"{'=' * 60}")
return 0
if __name__ == "__main__":
if len(sys.argv) < 2:
print("Usage: python3 audit-hermes-config.py <config.yaml>")
sys.exit(2)
sys.exit(audit(sys.argv[1]))
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@@ -9,9 +9,9 @@ description: >
gpu-dense, gpu-light. These never change — only the underlying model does. gpu-dense, gpu-light. These never change — only the underlying model does.
Strix Halo: strix-moe → unsloth/Qwen3.6-35B-A3B-MTP (UD-Q4_K_M, 22GB). Strix Halo: strix-moe → unsloth/Qwen3.6-35B-A3B-MTP (UD-Q4_K_M, 22GB).
RTX 5070: gemma-4-12b Q4_K_M → IQ4_NL + MTP draft (122 tok/s, 2x faster). RTX 5070: gemma-4-12b Q4_K_M → IQ4_NL + MTP draft (122 tok/s, 2x faster).
UPDATED 2026-07-17: Strix Halo model swapped to Genesis Hermes V3 APEX (LuffyTheFox, 24GB, uncensored, UPDATED 2026-07-17: Context reduced fleet-wide from 256K to 128K for stability.
Strix Halo model swapped to Genesis Hermes V3 APEX (LuffyTheFox, 24GB, uncensored,
Hermes agent fine-tune, tensor repair, multimodal with mmproj). Hermes agent fine-tune, tensor repair, multimodal with mmproj).
RTX 5070 swapped to HauhauCS Gemma4-12B QAT Uncensored Balanced (Q4_K_M, 87 tok/s, 0/465 refusals).
Instability observed near 100K at 256K. 128K is the stable ceiling. Instability observed near 100K at 256K. 128K is the stable ceiling.
For larger context needs → fall back to external providers (deepseek). For larger context needs → fall back to external providers (deepseek).
VRAM headroom improved: RTX 3090 ~70%, RTX 5070 ~65%. VRAM headroom improved: RTX 3090 ~70%, RTX 5070 ~65%.
@@ -87,32 +87,20 @@ When a model is swapped on a GPU, ONLY the infrastructure layer changes — agen
| Alias | GPU | Current Model | Will Route To | | Alias | GPU | Current Model | Will Route To |
|-------|-----|---------------|---------------| |-------|-----|---------------|---------------|
| `strix-moe` | Strix Halo (.15) | qwen3.6-35B-udq4 | Whatever runs on Strix Halo | | `strix-moe` | Strix Halo (.15) | qwen3.6-35B-udq4 | Whatever runs on Strix Halo |
| `gpu-dense` | RTX 3090 (.8) | qwen3.6-27B-code (ThinkingCap) | Whatever runs on RTX 3090 | | `gpu-dense` | RTX 3090 (.8) | qwen3.6-27B-code | Whatever runs on RTX 3090 |
| `gpu-light` | RTX 5070 (.110) | gemma-4-12b | Whatever runs on RTX 5070 | | `gpu-light` | RTX 5070 (.110) | gemma-4-12b | Whatever runs on RTX 5070 |
**Backward compatibility**: Old model-specific names (qwen3.6-27B-code, gemma-4-12b, qwen3.6-35B-udq4) still work **Backward compatibility**: Old model-specific names (qwen3.6-27B-code, gemma-4-12b, qwen3.6-35B-udq4) still work
but are deprecated for agent configs. Only the stable aliases survive model swaps. but are deprecated for agent configs. Only the stable aliases survive model swaps.
## Current Model Assignments (2026-07-17) ## Current Model Assignments (2026-07-15)
| Model | GPU | Host | VRAM | Ctx | KV Cache | Parallel | Batch/Ubatch | Status | | Model | GPU | Host | VRAM | Ctx | KV Cache | Parallel | Batch/Ubatch | Status |
|-------|-----|------|------|-----|----------|----------|-------------|--------| |-------|-----|------|------|-----|----------|----------|-------------|--------|
| qwen3.6-27B-code (ThinkingCap) | RTX 3090 | .8 (llm-gpu) | ~20.9/24.6GB (85%) | **128K** | turbo4 | 1 | default | ✅ 68 tok/s | | qwen3.6-27B-code (MTP) | RTX 3090 | .8 (llm-gpu) | ~17/24.6GB (70%) | **128K** | turbo4 | 2 | default | ✅ 63 tok/s |
| gemma-4-12b (HauhauCS QAT) | RTX 5070 | .110 (ocu-llm) | ~10.0/12.2GB (82%) | 128K | q4_0 | 1 | 2048/1024 | ✅ 87 tok/s | | gemma-4-12b | RTX 5070 | .110 (ocu-llm) | ~7.8/12.2GB (65%) | 128K | q4_0 | 2 | 2048/1024 | ✅ healthy |
| Genesis Hermes V3 APEX | Strix Halo Vulkan | .15 (amdpve) | ~10GB/64GB | 128K | q4_0 | 1 | 4096/1024 | ✅ 65 tok/s | | Genesis Hermes V3 APEX | Strix Halo Vulkan | .15 (amdpve) | ~10GB/64GB | 128K | q4_0 | 1 | 4096/1024 | ✅ 65 tok/s |
> **RTX 5070 model swap (2026-07-17)**: Switched from `gemma-4-12b-it-IQ4_NL` (Unsloth, 191 tok/s)
> to `HauhauCS/Gemma4-12B-QAT-Uncensored-HauhauCS-Balanced` (Q4_K_M QAT, 87 tok/s).
> Trade: 54% slower generation for QAT quality, 0/465 refusals, and agent-optimized tuning.
> MTP draft also swapped: Q8_0 (444MB) → tuned draft (242MB), saving 200MB VRAM.
> Role unchanged: gpu-light (vision, web extract, light auxiliary tasks).
> **RTX 3090 model swap (2026-07-17)**: Switched from `Qwopus3.6-27B-v2-MTP-Q4_K_M` (63 tok/s)
> to `bottlecapai/ThinkingCap-Qwen3.6-27B` (Q4_K_M QAT, 68 tok/s).
> RL-finetuned: 50% fewer thinking tokens, MMLU-Pro 0.85 vs 0.83 base.
> Self-spec MTP REQUIRED (crashes without it on turboquant build).
> Added vision via mmproj (0.9GB). VRAM 85%.
## Routing Configuration (LiteLLM — July 2026) ## Routing Configuration (LiteLLM — July 2026)
### syslog-auto Weighted Pool (Direct GPU — bypasses router) ### syslog-auto Weighted Pool (Direct GPU — bypasses router)
@@ -130,16 +118,16 @@ Note: All syslog-auto entries route directly to GPUs with `api_key: not-needed`.
| Model | RPM Cap | Notes | | Model | RPM Cap | Notes |
|-------|---------|-------| |-------|---------|-------|
| strix-moe (Hermes V3) | 40 | Tight cap — prevents Strix overload | | strix-moe (Hermes V3) | 40 | Tight cap — prevents Strix overload |
| qwen3.6-27B-code | 500 | ThinkingCap Q4_K_M + MTP self-spec + vision, 68 tok/s | | qwen3.6-27B-code | 500 | High cap — primary workhorse |
| gemma-4-12b | 500 | HauhauCS QAT Uncensored Balanced + MTP, 87 tok/s | | gemma-4-12b | 500 | High cap — IQ4_NL+MTP, 122 tok/s |
### Stable Aliases (for agent configs — never change) ### Stable Aliases (for agent configs — never change)
| Alias | RPM Cap | Routes To | Purpose | | Alias | RPM Cap | Routes To | Purpose |
|-------|---------|-----------|---------| |-------|---------|-----------|---------|
| `strix-moe` | 40 | Strix Halo | Compression tasks (MoE models) | | `strix-moe` | 40 | Strix Halo | Compression tasks (MoE models) |
| `gpu-dense` | 500 | RTX 3090 (ThinkingCap) | Heavy reasoning, code gen, delegation | | `gpu-dense` | 500 | RTX 3090 | Heavy reasoning |
| `gpu-light` | 500 | RTX 5070 (HauhauCS QAT) | Vision, web extract, light tasks | | `gpu-light` | 500 | RTX 5070 | Vision, web extract, light tasks |
### Fallback Chains ### Fallback Chains
- gemma → qwen - gemma → qwen
@@ -261,8 +249,8 @@ If no SSH access, send Zulip DM via abiba-bot with vault update instructions.
- **LiteLLM /metrics**: Requires auth. Prometheus uses `/health/liveliness` as workaround. - **LiteLLM /metrics**: Requires auth. Prometheus uses `/health/liveliness` as workaround.
- **VRAM (2026-07-15)**: RTX 3090 at ~17/24.6GB (~70%) with **128K context** (reduced from 256K 2026-07-17). RTX 5070 at ~7.8/12.2GB (~65%) with 128K context + MTP. Strix Halo at ~7GB/64GB. - **VRAM (2026-07-15)**: RTX 3090 at ~17/24.6GB (~70%) with **128K context** (reduced from 256K 2026-07-17). RTX 5070 at ~7.8/12.2GB (~65%) with 128K context + MTP. Strix Halo at ~7GB/64GB.
- **RTX 3090 runs `--parallel 2`** with MTP draft (spec-type draft-mtp, spec-draft-n-max 2). - **RTX 3090 runs `--parallel 2`** with MTP draft (spec-type draft-mtp, spec-draft-n-max 2).
- **RTX 3090 config**: `-c 131072 -ctk turbo4 -ctv turbo4 --parallel 1 --flash-attn on --cont-batching --spec-type draft-mtp --spec-draft-n-max 4`. ThinkingCap Qwen3.6-27B Q4_K_M (15.7GB) + mmproj (0.9GB) + MTP self-spec. VRAM: ~85%. Service: `/home/llmuser/llama-wrapper.sh`. ⚠️ MTP REQUIRED for stability on this turboquant build — model segfaults without `--spec-type draft-mtp`. Outputs reasoning_content (hidden from agent, improves answer quality). - **RTX 3090 config**: `-c 131072 -ctk turbo4 -ctv turbo4 --parallel 2 --flash-attn on --cont-batching --spec-type draft-mtp`. Context reduced to 128K (2026-07-17, was 256K). VRAM: ~70%. Service: `/home/llmuser/llama-wrapper.sh`.
- **RTX 5070 config (2026-07-17)**: HauhauCS Gemma4-12B QAT Uncensored Balanced (Q4_K_M) + tuned MTP draft (242MB) at 128K context, single slot. Gen speed: 87 tok/s (vs 191 IQ4_NL). VRAM: ~10.0/12.2GB (~82%). Service: `/home/llmuser/llama-wrapper.sh`. Model: `Gemma4-12B-QAT-Uncensored-HauhauCS-Balanced-Q4_K_M.gguf`, MTP: `mtp-gemma-4-12B-it.gguf`, mmproj: `mmproj-Gemma4-12B-QAT-Uncensored-HauhauCS-Balanced-BF16.gguf`. Recommended sampling: temp 0.6, top_k 64, top_p 0.9, min_p 0.05, repeat_penalty 1.1. - **RTX 5070 config (2026-07-15)**: Switched to IQ4_NL + MTP draft (Q8_0) at 128K context. Gen speed: 122 tok/s. VRAM: ~7.8/12.2GB (~65%). Service: `/home/llmuser/llama-wrapper.sh`. Config: `--model gemma-4-12b-it-IQ4_NL.gguf --spec-draft-model gemma-4-12b-it-Q8_0-MTP.gguf --spec-type draft-mtp --spec-draft-n-max 4 --ctx-size 131072`.
- **LiteLLM timeout tuning (verified 2026-07-16 against `/opt/inference-harness/litellm_config.yaml` on CT 116)**: gemma-4-12b 120s, qwen3.6-27B-code 300s, qwen3.6-35B-udq4 300s, strix-moe 300s, syslog-auto routes all 300s. Nginx proxy_read_timeout: 600s. Global request_timeout: 300s. - **LiteLLM timeout tuning (verified 2026-07-16 against `/opt/inference-harness/litellm_config.yaml` on CT 116)**: gemma-4-12b 120s, qwen3.6-27B-code 300s, qwen3.6-35B-udq4 300s, strix-moe 300s, syslog-auto routes all 300s. Nginx proxy_read_timeout: 600s. Global request_timeout: 300s.
- **Strix Halo GPU**: Vulkan is the working backend (ROCm/HIP path abandoned — HSA runtime blocked on Debian 13). Build at `/root/llama.cpp/build-vk/`, commit `4fc4ec5` (2026-07-01), ggml 0.15.3 shared-lib arch. Mesa RADV 25.0.7, KHR_coopmat fast path active. ~70 tok/s gen, 532 tok/s prompt. Service: `strix-server.service` on port 8080, model: `LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V3-GGUF` (APEX quant), alias `strix-moe`, 128K context, flash-attn + q4 KV, multimodal (mmproj loaded). Hermes agent fine-tune, tensor repair (SSM layers fixed via SVD), uncensored (0/465 refusals). - **Strix Halo GPU**: Vulkan is the working backend (ROCm/HIP path abandoned — HSA runtime blocked on Debian 13). Build at `/root/llama.cpp/build-vk/`, commit `4fc4ec5` (2026-07-01), ggml 0.15.3 shared-lib arch. Mesa RADV 25.0.7, KHR_coopmat fast path active. ~70 tok/s gen, 532 tok/s prompt. Service: `strix-server.service` on port 8080, model: `LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V3-GGUF` (APEX quant), alias `strix-moe`, 128K context, flash-attn + q4 KV, multimodal (mmproj loaded). Hermes agent fine-tune, tensor repair (SSM layers fixed via SVD), uncensored (0/465 refusals).
- **Port conflict detection (2026-07-05)**: All 3 GPU wrappers now detect ghost processes squatting port 8080 before starting. `.8` and `.110` use inline pre-start check in `llama-wrapper.sh`; `.15` uses `/usr/local/bin/port-cleanup.sh` ExecStartPre. Replaces the blanket `pkill -9 -x llama-server` on .15 which would kill ALL llama-server instances regardless of port. Ghost detection was the root cause of .8 crash-looping for 27+ restarts (stale pid 25836 squatting 8080 after OOM kill). - **Port conflict detection (2026-07-05)**: All 3 GPU wrappers now detect ghost processes squatting port 8080 before starting. `.8` and `.110` use inline pre-start check in `llama-wrapper.sh`; `.15` uses `/usr/local/bin/port-cleanup.sh` ExecStartPre. Replaces the blanket `pkill -9 -x llama-server` on .15 which would kill ALL llama-server instances regardless of port. Ghost detection was the root cause of .8 crash-looping for 27+ restarts (stale pid 25836 squatting 8080 after OOM kill).
@@ -278,8 +266,8 @@ If no SSH access, send Zulip DM via abiba-bot with vault update instructions.
| GPU | Model | Gen tok/s | Prompt tok/s | Baseline | Context | | GPU | Model | Gen tok/s | Prompt tok/s | Baseline | Context |
|-----|-------|-----------|--------------|----------|---------| |-----|-------|-----------|--------------|----------|---------|
| RTX 3090 (.8) | ThinkingCap-Qwen3.6-27B Q4_K_M | **68** | — | — | **128K** | | RTX 3090 (.8) | qwen3.6-27B-code (MTP) | **63** | — | — | **128K** |
| RTX 5070 (.110) | HauhauCS QAT Uncensored Balanced | **87** | — | — | **128K** | | RTX 5070 (.110) | gemma-4-12b (IQ4_NL+MTP) | **191** | — | — | **128K** |
| Strix Halo (.15) | Genesis Hermes V3 APEX | **65** | 140 | — | **128K** | | Strix Halo (.15) | Genesis Hermes V3 APEX | **65** | 140 | — | **128K** |
Benchmarks from 2026-07-17. Strix Halo swapped to Genesis Hermes V3 APEX (LuffyTheFox). RTX 5070 MTP provides 2.7x speedup over pre-upgrade 70 tok/s. Benchmarks from 2026-07-17. Strix Halo swapped to Genesis Hermes V3 APEX (LuffyTheFox). RTX 5070 MTP provides 2.7x speedup over pre-upgrade 70 tok/s.
+2
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@@ -193,6 +193,8 @@ Key is injected via `infisical run --` wrapper at PM2 startup:
"models": [ "models": [
{ "id": "syslog-auto" }, { "id": "syslog-auto" },
{ "id": "strix-moe" }, { "id": "strix-moe" },
{ "id": "gpu-dense" },
{ "id": "gpu-light" },
{ "id": "qwen3.6-27B-code" }, { "id": "qwen3.6-27B-code" },
{ "id": "gemma-4-12b" } { "id": "gemma-4-12b" }
] ]
+42 -6
View File
@@ -130,7 +130,7 @@ mcp_servers:
# ─── Compression ─── # ─── Compression ───
compression: compression:
enabled: true enabled: true
model: strix-moe # ⚠️ Must match auxiliary.compression.model. Stable alias (gpu-fleet § Stable Role-Based Aliases). NOT ornith-1.0-35b (LiteLLM does not serve that name). model: syslog-auto # ⚠️ Must match auxiliary.compression.model. Stable alias (gpu-fleet § Stable Role-Based Aliases). NOT ornith-1.0-35b (LiteLLM does not serve that name).
provider: harness provider: harness
max_context_window: 131072 # MUST match actual GPU capacity. All 3 GPUs are 128K (Jul 17). max_context_window: 131072 # MUST match actual GPU capacity. All 3 GPUs are 128K (Jul 17).
threshold: 0.65 # Fires at ~170K for 262K window, ~85K for 128K threshold: 0.65 # Fires at ~170K for 262K window, ~85K for 128K
@@ -166,7 +166,7 @@ auxiliary:
timeout: 30 timeout: 30
compression: compression:
provider: harness provider: harness
model: strix-moe # MUST match compression.model above. Stable alias for Strix Halo. model: syslog-auto # MUST match compression.model above. Stable alias for Strix Halo (weighted pool).
base_url: http://192.168.68.116/v1 # Rule 5: /v1 NOT /litellm/v1 base_url: http://192.168.68.116/v1 # Rule 5: /v1 NOT /litellm/v1
api_key_env: LITELLM_API_KEY api_key_env: LITELLM_API_KEY
timeout: 300 # gpu-fleet: 300s for large-history summarization (was 60) timeout: 300 # gpu-fleet: 300s for large-history summarization (was 60)
@@ -252,6 +252,11 @@ The following MUST be identical across ALL profiles:
- Compression uses `strix-moe` (stable alias for Strix Halo — 64GB, 128K ctx, compression-optimized) - Compression uses `strix-moe` (stable alias for Strix Halo — 64GB, 128K ctx, compression-optimized)
- **`strix-moe` is the only valid compression model name** — LiteLLM does NOT serve `ornith-1.0-35b` - **`strix-moe` is the only valid compression model name** — LiteLLM does NOT serve `ornith-1.0-35b`
(it serves `strix-moe`, `qwen3.6-35B-udq4`, `gpu-dense`, `gpu-light`, `syslog-auto`, `gemma-4-12b`, `qwen3.6-27B-code`). Old configs with `ornith-1.0-35b` cause 403/model-not-found on compression calls. (it serves `strix-moe`, `qwen3.6-35B-udq4`, `gpu-dense`, `gpu-light`, `syslog-auto`, `gemma-4-12b`, `qwen3.6-27B-code`). Old configs with `ornith-1.0-35b` cause 403/model-not-found on compression calls.
- **OPERATIONAL DECISION (2026-07-23): Use `syslog-auto` for compression across all agents.**
The `syslog-auto` alias routes to the Strix Halo, but uses the weighted pool instead of pinning
to `strix-moe` directly. This prevents sustained Strix Halo thermal load because the pool can
fall back to other GPUs if Strix gets hot. Both `compression.model` and `auxiliary.compression.model`
MUST be `syslog-auto`.
- All auxiliary services MUST use identical routing: - All auxiliary services MUST use identical routing:
- `base_url: http://192.168.68.116/v1` (Rule 5: `/v1`, NOT `/litellm/v1`) - `base_url: http://192.168.68.116/v1` (Rule 5: `/v1`, NOT `/litellm/v1`)
- `api_key_env: LITELLM_API_KEY` - `api_key_env: LITELLM_API_KEY`
@@ -265,11 +270,11 @@ The following MUST be identical across ALL profiles:
### Rule 8: GPU Workload Distribution (UPDATED 2026-07-16) ### Rule 8: GPU Workload Distribution (UPDATED 2026-07-16)
- **RTX 3090 (24GB, 128K ctx, qwen3.6-27B-code)**: Heavy reasoning, code gen, long conversations - **RTX 3090 (24GB, 128K ctx, qwen3.6-27B-code)**: Heavy reasoning, code gen, long conversations
- **RTX 5070 (12GB, 128K ctx, gemma-4-12b)**: Vision, web search, quick tasks, web_extract (IQ4_NL+MTP, ~65% VRAM at 128K) - **RTX 5070 (12GB, 128K ctx, gemma-4-12b)**: Vision, web search, quick tasks, web_extract (IQ4_NL+MTP, ~65% VRAM at 128K)
- **Strix Halo (64GB, 128K ctx, strix-moe)**: Context compression, summarization, long docs - **Strix Halo (64GB, 128K ctx, syslog-auto)**: Context compression, summarization, long docs
- Agent profiles MUST route auxiliary tasks to the correct GPU: - Agent profiles MUST route auxiliary tasks to the correct GPU:
- `auxiliary.vision.model: gemma-4-12b` (RTX 5070) - `auxiliary.vision.model: gemma-4-12b` (RTX 5070)
- `auxiliary.web_extract.model: gemma-4-12b` (RTX 5070) - `auxiliary.web_extract.model: gemma-4-12b` (RTX 5070)
- `auxiliary.compression.model: strix-moe` (Strix Halo) - `auxiliary.compression.model: syslog-auto` (Strix Halo)
- Default model (`model.default`) and custom_provider remain `syslog-auto` for auto-routing - Default model (`model.default`) and custom_provider remain `syslog-auto` for auto-routing
- For 128K context window: `threshold: 0.65` (fires at ~85K tokens) - For 128K context window: `threshold: 0.65` (fires at ~85K tokens)
- Do NOT use `threshold: 0.25` — this fires at 65K, causing premature context loss - Do NOT use `threshold: 0.25` — this fires at 65K, causing premature context loss
@@ -325,7 +330,8 @@ verify ALL FOUR of these against the live config. They are the only root causes
One-line agent health check (run on the agent host): One-line agent health check (run on the agent host):
```bash ```bash
PID=$(pgrep -f "python -m hermes_cli.main gateway run" | head -1) # Use grep -v infisical to avoid matching the bash wrapper that contains the same string
PID=$(pgrep -f "python -m hermes_cli.main gateway run" | grep -v infisical | head -1)
cat /proc/$PID/environ | tr '\0' '\n' | grep ^LITELLM_API_KEY= | sed 's/=.*/<set>/' cat /proc/$PID/environ | tr '\0' '\n' | grep ^LITELLM_API_KEY= | sed 's/=.*/<set>/'
curl -s -o /dev/null -w 'key_health: %{http_code}\n' -H "Authorization: Bearer $(cat /proc/$PID/environ | tr '\0' '\n' | grep ^LITELLM_API_KEY= | cut -d= -f2)" http://192.168.68.116/v1/models curl -s -o /dev/null -w 'key_health: %{http_code}\n' -H "Authorization: Bearer $(cat /proc/$PID/environ | tr '\0' '\n' | grep ^LITELLM_API_KEY= | cut -d= -f2)" http://192.168.68.116/v1/models
``` ```
@@ -351,15 +357,45 @@ directly (no infisical). Apply with `systemctl daemon-reload && systemctl restar
The wrapper sources `~/.hermes/.env` then exports `LITELLM_API_KEY="$<AGENT>_LITELLM_API_KEY"`. The wrapper sources `~/.hermes/.env` then exports `LITELLM_API_KEY="$<AGENT>_LITELLM_API_KEY"`.
See litellm-api-keys.prose.md § Machine Identity for Vault Writes for vault sync. See litellm-api-keys.prose.md § Machine Identity for Vault Writes for vault sync.
**⚠️ Vault empty-key guard:** If the vault stores the secret as an empty string,
the wrapper will inject an empty key and the gateway will silently get 401 errors
on all LiteLLM requests (triggering silent DeepSeek fallback). The `.env` fallback
is present but the vault takes precedence when the secret key exists (even if empty).
**Fix:** The wrapper MUST validate the key length after injection. If LITELLM_API_KEY
is empty or shorter than 20 chars, log a warning and either fail with a clear error
message or fall back to the `.env` value before starting the gateway.
**Verification (all agents):** **Verification (all agents):**
```bash ```bash
GP=$(pgrep -f "python -m hermes_cli.main gateway run" | head -1) # Use grep -v infisical to avoid matching the bash wrapper that contains the same string
GP=$(pgrep -f "python -m hermes_cli.main gateway run" | grep -v infisical | head -1)
K=$(cat /proc/$GP/environ | tr '\0' '\n' | grep '^LITELLM_API_KEY=' | cut -d= -f2) K=$(cat /proc/$GP/environ | tr '\0' '\n' | grep '^LITELLM_API_KEY=' | cut -d= -f2)
curl -s -o /dev/null -w '%{http_code}' -H "Authorization: Bearer $K" http://192.168.68.116/v1/models # must be 200 curl -s -o /dev/null -w '%{http_code}' -H "Authorization: Bearer $K" http://192.168.68.116/v1/models # must be 200
``` ```
- `/etc/environment` is NO LONGER the canonical key source (stale values there caused 401s). - `/etc/environment` is NO LONGER the canonical key source (stale values there caused 401s).
- Do NOT leave a hardcoded stale key in `/etc/environment` — it shadows the drop-in/wrapper. - Do NOT leave a hardcoded stale key in `/etc/environment` — it shadows the drop-in/wrapper.
### Rule 14: Provider Name Must Match custom_providers Name (ADDED 2026-07-19, WAL #1471)
- `model.provider` MUST be `harness` (the `custom_providers[0].name`), NOT the literal string `custom`
- When `provider: custom`, Hermes' `_get_named_custom_provider("custom")` returns None (no provider is
named "custom" — it is named "harness"), causing a fall-through to the generic resolution path
(`source: env/config`) at `runtime_provider.py:1156`
- The generic path builds `api_key_candidates` from `model.api_key` (empty), host-gated
OLLAMA/OPENAI/OPENROUTER keys, and `_host_derived_api_key` (returns "" for IP addresses)
- **The generic path does NOT resolve `model.api_key_env` or `custom_providers.key_env`** —
`LITELLM_API_KEY` is never read, producing `api_key = "no-key-required"` → HTTP 401
- The named custom provider path (`source: custom_provider:harness`) DOES read `key_env` —
but only triggers when `provider` matches the `custom_providers[0].name`
- All sections MUST use `provider: harness`: `model`, `compression`, `auxiliary.vision`,
`auxiliary.web_extract`, `auxiliary.compression`, `delegation`
- Only `fallback_providers` uses a different provider (`deepseek`) for true fallback diversity
- **Diagnostic**: If you see `source: env/config` in a request dump or log, the provider name
is wrong. It should be `source: custom_provider:harness`.
- **Audit script**: Run `python3 /root/prose-contracts/audit-hermes-config.py <config.yaml>`
before and after any config change to catch this and all other rule violations.
## Execution ## Execution
1. **Check current config** — Read the target agent's config.yaml 1. **Check current config** — Read the target agent's config.yaml
+6 -6
View File
@@ -8,18 +8,18 @@ description: >
Ensures agents never use the master key directly. Rotation is event-driven, Ensures agents never use the master key directly. Rotation is event-driven,
not calendar-driven — rotate only on compromise, personnel change, or not calendar-driven — rotate only on compromise, personnel change, or
periodic security hygiene (quarterly/annually). periodic security hygiene (quarterly/annually).
UPDATED 2026-07-12: Keys are stored in Infisical vault (project=agents, env=production) UPDATED 2026-07-12: Keys are stored in Infisical vault (project=agents, env=production)
BUT each agent host MUST keep a local .env fallback. Infisical service tokens can BUT each agent host MUST keep a local .env fallback. Infisical service tokens can
expire/404. The .env fallback prevents agents from running without keys. expire/404. The .env fallback prevents agents from running without keys.
Tanko incident: token 404 → gateway had no LITELLM_API_KEY for hours. Tanko incident: token 404 → gateway had no LITELLM_API_KEY for hours.
UPDATED 2026-07-16: Vault is SYNCED (session-13 keys written to vault via abiba service UPDATED 2026-07-16: Vault is SYNCED (session-13 keys written to vault via abiba service
token, all validate 200). Koby/Koonimo migrated from hardcoded drop-ins to the token, all validate 200). Koby/Koonimo migrated from hardcoded drop-ins to the
infisical-gateway.sh wrapper (live vault injection). 4/5 agents now vault-backed. infisical-gateway.sh wrapper (live vault injection). 4/5 agents now vault-backed.
Canonical process: see § Production Vault Access Process. Tanko (user jerome) pending. Canonical process: see § Production Vault Access Process. Tanko (user jerome) pending.
Abiba's key is now a proper agent key (NOT the master key — stale note removed). Abiba's key is now a proper agent key (NOT the master key — stale note removed).
UPDATED 2026-07-17: FLEET-WIDE STANDARDIZATION. All 4 agents (Mumuni, Tanko, Koby, Koonimo) UPDATED 2026-07-17: FLEET-WIDE STANDARDIZATION. All 4 agents (Mumuni, Tanko, Koby, Koonimo)
standardized on a single pattern: systemd drop-in (ExecStart= reset + wrapper path) → standardized on a single pattern: systemd drop-in (ExecStart= reset + wrapper path) →
infisical-gateway.sh while-true loop → /usr/bin/infisical run --token → bash -c key infisical-gateway.sh while-true loop → /usr/bin/infisical run --token → bash -c key
@@ -30,7 +30,7 @@ description: >
Critical lessons: (1) NEVER use shell variables inside single-quoted bash -c in wrappers Critical lessons: (1) NEVER use shell variables inside single-quoted bash -c in wrappers
— hardcode absolute paths. (2) Drop-ins override unit file ExecStart permanently. — hardcode absolute paths. (2) Drop-ins override unit file ExecStart permanently.
(3) Capture /proc/<pid>/environ before gateway restarts to preserve running env set. (3) Capture /proc/<pid>/environ before gateway restarts to preserve running env set.
Current key inventory and agent list: see gpu-fleet.prose.md § Agent Keys. Current key inventory and agent list: see gpu-fleet.prose.md § Agent Keys.
Source of truth for LiteLLM config: /opt/inference-harness/litellm_config.yaml Source of truth for LiteLLM config: /opt/inference-harness/litellm_config.yaml
on CT 116. Last verified: 2026-07-17. on CT 116. Last verified: 2026-07-17.
@@ -154,7 +154,7 @@ through its agent wrapper.
The `ExecStart=` (empty reset) clears any ExecStart from the main unit file, The `ExecStart=` (empty reset) clears any ExecStart from the main unit file,
then the second `ExecStart=` sets the wrapper. This drop-in **survives unit file then the second `ExecStart=` sets the wrapper. This drop-in **survives unit file
regeneration** by `hermes gateway install` — the drop-in always wins. regeneration** by `hermes gateway install` — the drop-in always wins.
**Why a drop-in instead of editing the unit file:** `hermes gateway install` **Why a drop-in instead of editing the unit file:** `hermes gateway install`
(called during Hermes updates and some self-heal operations) regenerates the (called during Hermes updates and some self-heal operations) regenerates the
systemd unit file with `ExecStart=/path/to/python -m hermes_cli.main gateway run`. systemd unit file with `ExecStart=/path/to/python -m hermes_cli.main gateway run`.
@@ -171,7 +171,7 @@ through its agent wrapper.
- **Survives gateway crash**: the wrapper's `while true` + systemd `Restart=always` revive the gateway. Two-layer defense. - **Survives gateway crash**: the wrapper's `while true` + systemd `Restart=always` revive the gateway. Two-layer defense.
- **Survives Hermes updates**: systemd drop-in overrides unit file ExecStart — `hermes gateway install` cannot break the vault injection. - **Survives Hermes updates**: systemd drop-in overrides unit file ExecStart — `hermes gateway install` cannot break the vault injection.
- **Survives reboot**: systemd user service + `loginctl enable-linger` ensures gateway starts at boot without a login session. - **Survives reboot**: systemd user service + `loginctl enable-linger` ensures gateway starts at boot without a login session.
- **Auditable**: `cat /proc/$(pgrep hermes_cli)/environ` shows all injected keys; `infisical secrets` shows the vault source. - **Auditable**: `cat /proc/$(pgrep -f 'python.*hermes_cli.main.gateway.run' | grep -v infisical | head -1)/environ` shows all injected keys (note: pipe through grep -v infisical to avoid matching the bash wrapper); `infisical secrets` shows the vault source.
### Migration status (2026-07-17) ### Migration status (2026-07-17)
+71
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@@ -0,0 +1,71 @@
---
kind: pattern
name: memory-fixer
description: >
Auto-fix low-hanging fruit in the graph. No judgment calls — only deterministic Level 1 operations.
Escalate anything that needs Kwame's input.
version: 1.1.0
---
# Memory Fixer
## Purpose
Auto-fix low-hanging fruit in the graph. No judgment calls — only deterministic Level 1 operations. Escalate anything that needs Kwame's input.
## Level 0 Auto-Deletes (Allowed Without Approval)
Ephemeral heartbeat and log nodes that violate "Logs NEVER go in the graph":
- `[LITELLM-HEALTH]`, `[GPU-SELF-HEAL]`, `[PM2-SELF-HEAL]`
- `[PROXMOX-MONITOR]`, `[GPU-MONITOR]`, `[INFRA-MONITOR]`, `[AGENT-HEALTH]`, `[DISK-GC]`
- `[WAL]` entries older than 30 days
**Condition:** node must be an orphan (no edges). Deleting a connected node risks breaking other nodes.
**Method:** direct SQLite on `.65` (MCP has no delete tool):
```bash
ssh root@192.168.68.65 "sqlite3 /root/.local/share/RA-H/db/rah.sqlite \"
DELETE FROM nodes WHERE id IN (
SELECT id FROM nodes WHERE id NOT IN (SELECT from_node_id FROM edges)
AND id NOT IN (SELECT to_node_id FROM edges)
AND title LIKE '[LITELLM-HEALTH]%' -- add more prefixes as needed
);\""
```
## Level 1 Auto-Fixes (No Judgment Required)
### 1. Missing `type` Field
For nodes with content but no `metadata.type`:
- Title contains "Proxmox" or "infrastructure" → `type: infrastructure`
- Title contains "skill" or "how to" or "guide" → `type: skill`
- Title contains "doc" or "template" or "brand" → `type: documentation`
- Title starts with "WAL:" or "TASK:" → `type: note`
- Title starts with "[LEARN]" → `type: documentation`
- Otherwise → `type: note` (default)
### 2. Missing `tenant` / `namespace`
For any node with NULL tenant or namespace:
```sql
UPDATE nodes
SET metadata = json_set(
COALESCE(metadata, '{}'),
'$.tenant', 'syslogsolution',
'$.namespace', 'syslogsolution'
)
WHERE json_extract(metadata, '$.tenant') IS NULL
OR json_extract(metadata, '$.namespace') IS NULL;
```
### 3. Staleness State Transitions
Using the type-based windows from the memory-monitor contract:
- Nodes stale > their window → transition to `state: review_pending`
- Nodes in `review_pending` for >7 days → escalate to Kwame (Level 2)
## Level 2 Escalations (Kwame Decision Required)
1. **Nodes in `review_pending` >7 days** — Archive, refresh, or keep?
2. **Orphan Nodes >90 days old** — Delete or Connect?
3. **Potential Duplicate Nodes** — Same title or >70% overlap. Merge or Keep?
4. **Conflicting Metadata** — Content suggests one tenant but metadata says another.
## Logging
Every Level 1 fix logged to `~/.hermes/logs/memory-fixer/YYYY-MM-DD.md`
Every Level 2 escalation logged and delivered to Kwame.
+2 -2
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@@ -184,8 +184,8 @@ def check_agents():
print(f"{name} (CT {ct}): cannot SSH — skip liveness check") print(f"{name} (CT {ct}): cannot SSH — skip liveness check")
continue continue
# Gateway process # Gateway process (exclude the infisical bash wrapper that contains the same string)
pid = ssh(host, "pgrep -f 'hermes_cli.main gateway run' | head -1", user=user) pid = ssh(host, "pgrep -f 'hermes_cli.main gateway run' | grep -v infisical | head -1", user=user)
if not pid: if not pid:
print(f"{name}: GATEWAY NOT RUNNING") print(f"{name}: GATEWAY NOT RUNNING")
FAIL.append(f"gateway-down:{name}") FAIL.append(f"gateway-down:{name}")