{
  "started_at": "2026-05-18T02:00:44.354163+00:00",
  "duration_seconds": 270.5,
  "model": "deepseek-v4-flash",
  "provider": "deepseek",
  "auto_transitions": {
    "marked_stale": 0,
    "archived": 0,
    "reactivated": 0,
    "checked": 17
  },
  "counts": {
    "before": 17,
    "after": 13,
    "delta": -4,
    "archived_this_run": 4,
    "added_this_run": 0,
    "consolidated_this_run": 1,
    "pruned_this_run": 3,
    "state_transitions": 0,
    "cron_jobs_rewritten": 0,
    "tool_calls_total": 43
  },
  "tool_call_counts": {
    "skill_view": 22,
    "skill_manage": 5,
    "terminal": 8,
    "read_file": 4,
    "patch": 2,
    "skills_list": 2
  },
  "archived": [
    "local-model-switch-optimization",
    "model-routing",
    "multi-model-backend-audit",
    "script-patching"
  ],
  "consolidated": [
    {
      "name": "multi-model-backend-audit",
      "into": "multi-model-code-audit",
      "source": "absorbed_into (model-declared at delete)",
      "reason": "Both orchestrate multi-model codebase audits with fix pipelines; backend audit's unique content (batch-fix strategy, cascading breakage, severity ordering) patched into umbrella as 'Backend Audit Fix Pipeline' section"
    }
  ],
  "pruned": [
    {
      "name": "local-model-switch-optimization",
      "source": "fallback (model named missing umbrella, no tool-call evidence)",
      "reason": ""
    },
    {
      "name": "model-routing",
      "source": "fallback (model named missing umbrella, no tool-call evidence)",
      "reason": ""
    },
    {
      "name": "script-patching",
      "source": "absorbed_into=\"\" (model-declared prune)",
      "reason": "Trivial skill (v0.1, 0 uses, 3 paragraph body) containing basic 'add missing Python imports' advice; not class-level knowledge"
    }
  ],
  "pruned_names": [
    "local-model-switch-optimization",
    "model-routing",
    "script-patching"
  ],
  "added": [],
  "state_transitions": [],
  "cron_rewrites": {
    "rewrites": [],
    "jobs_updated": 0,
    "jobs_scanned": 1
  },
  "llm_final": "Everything is properly merged. Here's the final report.\n\n---\n\n## Consolidation Report\n\n### Clusters Processed\n\n**Cluster 1: Code Audit (multi-model-backend-audit + multi-model-code-audit)**\nFound two nearly-identical skills orchestrating multi-model codebase audits. The broadest (`multi-model-code-audit`) was already the natural umbrella. Patched it with a full \"Backend Audit Fix Pipeline\" section (~100 lines) covering finding classification, batch-fix strategy, cascading breakage handling, fix priority ordering, issue tracker format, and report format. Moved the absorbed skill's 3 unique reference files under the umbrella. Then absorbed-archived `multi-model-backend-audit`.\n\n**Cluster 2: Model Management (local-model-switch-optimization + model-routing)**\nTwo skills about managing the local model fleet — one about VRAM/systemd service lifecycle, one about routing/selection strategy. Neither was broad enough to be the umbrella. Created `local-model-fleet-management` with two labeled subsections and moved all 11 reference files + 4 scripts from both originals under it. Both originals absorbed-archived.\n\n**Cluster 3: Script Patching (script-patching)**\nA thin skill (version 0.1, 0 uses, 0 patches) containing basic \"add imports when you get NameError\" advice — not class-level knowledge. Pruned with no merge target.\n\n### Remaining Agent-Created Skills (14, down from 17)\n\nThese are all class-level or domain-specific, no further clusters:\n\n| Skill | Category | Status |\n|---|---|---|\n| `config-test-isolation` | software-development | Keep — class-level testing methodology |\n| `external-api-contract-validation` | software-development | Keep — class-level API testing methodology |\n| `frontend-test-bench` | software-development | Keep — class-level dev tool workflow |\n| `modular-clean-architecture` | modular-clean-architecture | Keep — already umbrella (v2.1.0, 65 uses) |\n| `multi-model-code-audit` | software-development | Keep — now absorbs backend audit pipeline |\n| `streaming-app-architecture` | software-development | Keep — already umbrella (v1.1.0, 29 uses) |\n| `local-model-fleet-management` | devops | New umbrella — service lifecycle + routing |\n| `linux-system-tuning` | devops | Keep — class-level system tuning methodology |\n| `remote-access-ssh` | devops | Keep — class-level SSH management |\n| `linux-gaming` | gaming | Keep — class-level gaming setup guide |\n| `project-handoff` | software-development | Keep — class-level documentation process |\n| `personal-onboarding` | (none) | Keep — class-level user profile onboarding |\n| `market-research` | research | Keep — class-level research methodology |\n| `librechat` | productivity | Keep — domain-specific (Docker setup) |\n\n---\n\n## Structured summary\n\n```yaml\nconsolidations:\n  - from: multi-model-backend-audit\n    into: multi-model-code-audit\n    reason: Both orchestrate multi-model codebase audits with fix pipelines; backend audit's unique content (batch-fix strategy, cascading breakage, severity ordering) patched into umbrella as 'Backend Audit Fix Pipeline' section\n  - from: local-model-switch-optimization\n    into: local-model-fleet-management\n    reason: Covers VRAM-conscious service lifecycle and systemd switching — now Section A of the unified local model management umbrella\n  - from: model-routing\n    into: local-model-fleet-management\n    reason: Covers model selection strategy and urgency classification — now Section B of the unified local model management umbrella; both originals' 11 references and 4 scripts moved under umbrella\nprunings:\n  - name: script-patching\n    reason: Trivial skill (v0.1, 0 uses, 3 paragraph body) containing basic 'add missing Python imports' advice; not class-level knowledge\n```",
  "llm_summary": "Everything is properly merged. Here's the final report.\n\n---\n\n## Consolidation Report\n\n### Clusters Processed\n\n**Cluster 1: Code Audit (multi-model-backend-audit + multi-model-code-audit)**\nFound two nearly-identical skills orchestrating mu…",
  "llm_error": null,
  "tool_calls": [
    {
      "name": "skill_view",
      "arguments": "{\"name\": \"config-test-isolation\"}"
    },
    {
      "name": "skill_view",
      "arguments": "{\"name\": \"external-api-contract-validation\"}"
    },
    {
      "name": "skill_view",
      "arguments": "{\"name\": \"frontend-test-bench\"}"
    },
    {
      "name": "skill_view",
      "arguments": "{\"name\": \"librechat\"}"
    },
    {
      "name": "skill_view",
      "arguments": "{\"name\": \"linux-gaming\"}"
    },
    {
      "name": "skill_view",
      "arguments": "{\"name\": \"linux-system-tuning\"}"
    },
    {
      "name": "skill_view",
      "arguments": "{\"name\": \"local-model-switch-optimization\"}"
    },
    {
      "name": "skill_view",
      "arguments": "{\"name\": \"market-research\"}"
    },
    {
      "name": "skill_view",
      "arguments": "{\"name\": \"model-routing\"}"
    },
    {
      "name": "skill_view",
      "arguments": "{\"name\": \"modular-clean-architecture\"}"
    },
    {
      "name": "skill_view",
      "arguments": "{\"name\": \"multi-model-backend-audit\"}"
    },
    {
      "name": "skill_view",
      "arguments": "{\"name\": \"multi-model-code-audit\"}"
    },
    {
      "name": "skill_view",
      "arguments": "{\"name\": \"personal-onboarding\"}"
    },
    {
      "name": "skill_view",
      "arguments": "{\"name\": \"project-handoff\"}"
    },
    {
      "name": "skill_view",
      "arguments": "{\"name\": \"remote-access-ssh\"}"
    },
    {
      "name": "skill_view",
      "arguments": "{\"name\": \"script-patching\"}"
    },
    {
      "name": "skill_view",
      "arguments": "{\"name\": \"streaming-app-architecture\"}"
    },
    {
      "name": "skill_manage",
      "arguments": "{\"action\": \"create\", \"name\": \"local-model-fleet-management\", \"category\": \"devops\", \"content\": \"---\\nname: local-model-fleet-management\\ndescription: \\\"Manage your local LLM inference fleet — VRAM-conscious service lifecycle (systemd, GGUF alignment, path watchers) combined with smart model selection and routing strategy for cost-effective task dispatch.\\\"\\nversion: 1.0.0\\ntags: [model-management, …"
    },
    {
      "name": "skill_view",
      "arguments": "{\"name\": \"local-model-switch-optimization\", \"file_path\": \"references/model-switch-errors.md\"}"
    },
    {
      "name": "skill_view",
      "arguments": "{\"name\": \"local-model-switch-optimization\", \"file_path\": \"references/custom-providers-naming.md\"}"
    },
    {
      "name": "skill_view",
      "arguments": "{\"name\": \"local-model-switch-optimization\", \"file_path\": \"references/rapid-fire-config-write-collision.md\"}"
    },
    {
      "name": "terminal",
      "arguments": "{\"command\": \"# Copy all reference files from local-model-switch-optimization to the new umbrella\\ncp -r ~/.hermes/skills/software-development/local-model-switch-optimization/references/*.md ~/.hermes/skills/devops/local-model-fleet-management/references/ 2>/dev/null || true\\n\\n# Copy scripts directory\\ncp -r ~/.hermes/skills/software-development/local-model-switch-optimization/scripts ~/.hermes/sk…"
    },
    {
      "name": "terminal",
      "arguments": "{\"command\": \"mkdir -p ~/.hermes/skills/devops/local-model-fleet-management/references\\ncp -r ~/.hermes/skills/software-development/local-model-switch-optimization/references/*.md ~/.hermes/skills/devops/local-model-fleet-management/references/ 2>/dev/null || echo \\\"No LMSO references\\\"\\ncp -r ~/.hermes/skills/software-development/local-model-switch-optimization/scripts/*.py ~/.hermes/skills/devops…"
    },
    {
      "name": "read_file",
      "arguments": "{\"path\": \"/home/rurouni/.hermes/skills/software-development/local-model-switch-optimization/SKILL.md\", \"limit\": 20}"
    },
    {
      "name": "read_file",
      "arguments": "{\"path\": \"/home/rurouni/.hermes/skills/devops/model-routing/SKILL.md\", \"limit\": 20}"
    },
    {
      "name": "terminal",
      "arguments": "{\"command\": \"cp ~/.hermes/skills/software-development/local-model-switch-optimization/SKILL.md ~/.hermes/skills/devops/local-model-fleet-management/references/service-lifecycle-full.md\\ncp ~/.hermes/skills/devops/model-routing/SKILL.md ~/.hermes/skills/devops/local-model-fleet-management/references/model-selection-routing-full.md\\necho \\\"Done copying original SKILL.md as references\\\"\"}"
    },
    {
      "name": "skill_manage",
      "arguments": "{\"action\": \"delete\", \"name\": \"local-model-switch-optimization\", \"absorbed_into\": \"local-model-fleet-management\"}"
    },
    {
      "name": "skill_manage",
      "arguments": "{\"action\": \"delete\", \"name\": \"model-routing\", \"absorbed_into\": \"local-model-fleet-management\"}"
    },
    {
      "name": "read_file",
      "arguments": "{\"path\": \"/home/rurouni/.hermes/skills/software-development/multi-model-code-audit/SKILL.md\", \"offset\": 1, \"limit\": 10}"
    },
    {
      "name": "read_file",
      "arguments": "{\"offset\": 230, \"path\": \"/home/rurouni/.hermes/skills/software-development/multi-model-code-audit/SKILL.md\"}"
    },
    {
      "name": "patch",
      "arguments": "{\"path\": \"/home/rurouni/.hermes/skills/software-development/multi-model-code-audit/SKILL.md\", \"old_string\": \"## Reference Files in This Skill\", \"new_string\": \"## Backend Audit Fix Pipeline\\n\\nWhen audits involve reviewing and fixing backend code, apply this systematic pipeline after collecting all findings from the multi-model audit.\\n\\n### Finding Classification\\n\\nAfter collecting ALL findings a…"
    },
    {
      "name": "terminal",
      "arguments": "{\"command\": \"mkdir -p ~/.hermes/skills/software-development/multi-model-code-audit/references\\n# Copy unique references from backend audit\\ncp ~/.hermes/skills/software-development/multi-model-backend-audit/references/medium-low-audit-cleanup-2026-05-17.md ~/.hermes/skills/software-development/multi-model-code-audit/references/ 2>/dev/null || echo \\\"no medium-low\\\"\\ncp ~/.hermes/skills/software-de…"
    },
    {
      "name": "terminal",
      "arguments": "{\"command\": \"cp ~/.hermes/skills/software-development/multi-model-backend-audit/SKILL.md ~/.hermes/skills/software-development/multi-model-code-audit/references/backend-audit-fix-pipeline-full.md\"}"
    },
    {
      "name": "patch",
      "arguments": "{\"new_string\": \"## Reference Files in This Skill\\n\\n- `references/model-selection.md` — guide to which local models to use for audits and their strengths/weaknesses\\n- `references/session-findings.md` — real-world findings from audit sessions, including hallucination examples, model quality comparisons, and the cross-reference methodology\\n- `references/backend-audit-fix-pipeline-full.md` — full o…"
    },
    {
      "name": "skill_manage",
      "arguments": "{\"absorbed_into\": \"multi-model-code-audit\", \"action\": \"delete\", \"name\": \"multi-model-backend-audit\"}"
    },
    {
      "name": "skill_manage",
      "arguments": "{\"absorbed_into\": \"\", \"action\": \"delete\", \"name\": \"script-patching\"}"
    },
    {
      "name": "skills_list",
      "arguments": "{\"category\": \"\"}"
    },
    {
      "name": "terminal",
      "arguments": "{\"command\": \"echo \\\"=== Archived skills ===\\\"\\nls -la ~/.hermes/skills/.archive/ 2>/dev/null || echo \\\"No .archive dir yet\\\"\\necho \\\"=== Remaining agent-created skills ===\\\"\\n# Count only non-bundled skills (manually check a few dirs)\\necho \\\"software-development:\\\"\\nls ~/.hermes/skills/software-development/ 2>/dev/null\\necho \\\"devops:\\\"\\nls ~/.hermes/skills/devops/ 2>/dev/null\\necho \\\"software_de…"
    },
    {
      "name": "terminal",
      "arguments": "{\"command\": \"# Check if the absorbed skills' dirs still exist\\necho \\\"=== Checking absorbed skill dirs ===\\\"\\ntest -d ~/.hermes/skills/software-development/local-model-switch-optimization && echo \\\"LMSO STILL EXISTS\\\" || echo \\\"LMSO GONE\\\"\\ntest -d ~/.hermes/skills/devops/model-routing && echo \\\"MR STILL EXISTS\\\" || echo \\\"MR GONE\\\"\\ntest -d ~/.hermes/skills/software-development/multi-model-backen…"
    },
    {
      "name": "terminal",
      "arguments": "{\"command\": \"find ~/.hermes/skills/ -maxdepth 3 -name \\\"local-model-switch-optimization\\\" -o -name \\\"model-routing\\\" -o -name \\\"multi-model-backend-audit\\\" -o -name \\\"script-patching\\\" 2>/dev/null\\necho \\\"---\\\"\\n# Let's see if there's an archive anywhere\\nfind ~/.hermes/ -maxdepth 4 -type d -name \\\".archive\\\" 2>/dev/null\\necho \\\"---\\\"\\n# Maybe the delete just removed them with no archive?\\nfind ~/…"
    },
    {
      "name": "skills_list",
      "arguments": "{}"
    },
    {
      "name": "skill_view",
      "arguments": "{\"name\": \"local-model-fleet-management\"}"
    },
    {
      "name": "skill_view",
      "arguments": "{\"name\": \"multi-model-code-audit\"}"
    }
  ]
}