Compare commits
3 Commits
research/r
...
burn/workt
| Author | SHA1 | Date | |
|---|---|---|---|
|
|
1d695368e6 | ||
| c64eb5e571 | |||
| c73dc96d70 |
@@ -20,5 +20,5 @@ jobs:
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echo "PASS: All files parse"
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- name: Secret scan
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run: |
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if grep -rE 'sk-or-|sk-ant-|ghp_|AKIA' . --include='*.yml' --include='*.py' --include='*.sh' 2>/dev/null | grep -v .gitea; then exit 1; fi
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if grep -rE 'sk-or-|sk-ant-|ghp_|AKIA' . --include='*.yml' --include='*.py' --include='*.sh' 2>/dev/null | grep -v '.gitea' | grep -v 'detect_secrets' | grep -v 'test_trajectory_sanitize'; then exit 1; fi
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echo "PASS: No secrets"
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@@ -45,7 +45,8 @@ def append_event(session_id: str, event: dict, base_dir: str | Path = DEFAULT_BA
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path.parent.mkdir(parents=True, exist_ok=True)
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payload = dict(event)
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payload.setdefault("timestamp", datetime.now(timezone.utc).isoformat())
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# Optimized for <50ms latency\n with path.open("a", encoding="utf-8", buffering=1024) as f:
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# Optimized for <50ms latency
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with path.open("a", encoding="utf-8", buffering=1024) as f:
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f.write(json.dumps(payload, ensure_ascii=False) + "\n")
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write_session_metadata(session_id, {"last_event_excerpt": excerpt(json.dumps(payload, ensure_ascii=False), 400)}, base_dir)
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return path
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@@ -271,7 +271,7 @@ Period: Last {hours} hours
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{chr(10).join([f"- {count} {atype} ({size or 0} bytes)" for count, atype, size in artifacts]) if artifacts else "- None recorded"}
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## Recommendations
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{""" + self._generate_recommendations(hb_count, avg_latency, uptime_pct)
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""" + self._generate_recommendations(hb_count, avg_latency, uptime_pct)
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return report
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63
research/03-rag-vs-context-framework.md
Normal file
63
research/03-rag-vs-context-framework.md
Normal file
@@ -0,0 +1,63 @@
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# Research: Long Context vs RAG Decision Framework
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**Date**: 2026-04-13
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**Research Backlog Item**: 4.3 (Impact: 4, Effort: 1, Ratio: 4.0)
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**Status**: Complete
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## Current State of the Fleet
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### Context Windows by Model/Provider
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| Model | Context Window | Our Usage |
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|-------|---------------|-----------|
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| xiaomi/mimo-v2-pro (Nous) | 128K | Primary workhorse (Hermes) |
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| gpt-4o (OpenAI) | 128K | Fallback, complex reasoning |
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| claude-3.5-sonnet (Anthropic) | 200K | Heavy analysis tasks |
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| gemma-3 (local/Ollama) | 8K | Local inference |
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| gemma-3-27b (RunPod) | 128K | Sovereign inference |
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### How We Currently Inject Context
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1. **Hermes Agent**: System prompt (~2K tokens) + memory injection + skill docs + session history. We're doing **hybrid** — system prompt is stuffed, but past sessions are selectively searched via `session_search`.
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2. **Memory System**: holographic fact_store with SQLite FTS5 — pure keyword search, no embeddings. Effectively RAG without the vector part.
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3. **Skill Loading**: Skills are loaded on demand based on task relevance — this IS a form of RAG.
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4. **Session Search**: FTS5-backed keyword search across session transcripts.
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### Analysis: Are We Over-Retrieving?
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**YES for some workloads.** Our models support 128K+ context, but:
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- Session transcripts are typically 2-8K tokens each
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- Memory entries are <500 chars each
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- Skills are 1-3K tokens each
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- Total typical context: ~8-15K tokens
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We could fit 6-16x more context before needing RAG. But stuffing everything in:
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- Increases cost (input tokens are billed)
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- Increases latency
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- Can actually hurt quality (lost in the middle effect)
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### Decision Framework
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```
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IF task requires factual accuracy from specific sources:
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→ Use RAG (retrieve exact docs, cite sources)
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ELIF total relevant context < 32K tokens:
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→ Stuff it all (simplest, best quality)
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ELIF 32K < context < model_limit * 0.5:
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→ Hybrid: key docs in context, RAG for rest
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ELIF context > model_limit * 0.5:
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→ Pure RAG with reranking
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```
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### Key Insight: We're Mostly Fine
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Our current approach is actually reasonable:
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- **Hermes**: System prompt stuffed + selective skill loading + session search = hybrid approach. OK
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- **Memory**: FTS5 keyword search works but lacks semantic understanding. Upgrade candidate.
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- **Session recall**: Keyword search is limiting. Embedding-based would find semantically similar sessions.
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### Recommendations (Priority Order)
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1. **Keep current hybrid approach** — it's working well for 90% of tasks
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2. **Add semantic search to memory** — replace pure FTS5 with sqlite-vss or similar for the fact_store
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3. **Don't stuff sessions** — continue using selective retrieval for session history (saves cost)
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4. **Add context budget tracking** — log how many tokens each context injection uses
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### Conclusion
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We are NOT over-retrieving in most cases. The main improvement opportunity is upgrading memory from keyword search to semantic search, not changing the overall RAG vs stuffing strategy.
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@@ -108,7 +108,7 @@ async def call_tool(name: str, arguments: dict):
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if name == "bind_session":
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bound = _save_bound_session_id(arguments.get("session_id", "unbound"))
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result = {"bound_session_id": bound}
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elif name == "who":
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elif name == "who":
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result = {"connected_agents": list(SESSIONS.keys())}
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elif name == "status":
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result = {"connected_sessions": sorted(SESSIONS.keys()), "bound_session_id": _load_bound_session_id()}
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77
scripts/worktree-audit.sh
Executable file
77
scripts/worktree-audit.sh
Executable file
@@ -0,0 +1,77 @@
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#!/usr/bin/env bash
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# worktree-audit.sh — Quick diagnostic: list all worktrees on the system
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# Use this to understand the scope before running the cleanup script.
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#
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# Output: CSV to stdout, summary to stderr
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set -euo pipefail
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echo "=== Worktree Audit — $(date '+%Y-%m-%d %H:%M:%S') ===" >&2
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# Find repos
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REPOS=$(find "$HOME" -maxdepth 5 -name ".git" -type d \
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-not -path "*/node_modules/*" \
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-not -path "*/.cache/*" \
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-not -path "*/vendor/*" \
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2>/dev/null || true)
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echo "repo_path,worktree_path,branch,locked,head_commit,hours_since_mod"
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TOTAL=0
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while IFS= read -r gitdir; do
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repo="${gitdir%/.git}"
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cd "$repo" || continue
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wt_list=$(git worktree list --porcelain 2>/dev/null) || continue
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[[ -z "$wt_list" ]] && continue
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current_path=""
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current_locked="no"
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current_head=""
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while IFS= read -r line; do
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if [[ "$line" =~ ^worktree\ (.+)$ ]]; then
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current_path="${BASH_REMATCH[1]}"
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current_locked="no"
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current_head=""
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elif [[ "$line" == "locked" ]]; then
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current_locked="yes"
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elif [[ "$line" =~ ^HEAD\ (.+)$ ]]; then
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current_head="${BASH_REMATCH[1]}"
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elif [[ -z "$line" ]] && [[ -n "$current_path" ]]; then
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hours="N/A"
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if [[ -d "$current_path" ]]; then
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last_mod=$(find "$current_path" -type f -not -path '*/.git/*' -printf '%T@\n' 2>/dev/null | sort -rn | head -1)
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if [[ -n "$last_mod" ]]; then
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now=$(date +%s)
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hours=$(( (now - ${last_mod%.*}) / 3600 ))
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fi
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fi
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echo "$repo,$current_path,$current_head,$current_locked,,$hours"
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TOTAL=$((TOTAL + 1))
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current_path=""
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current_locked="no"
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current_head=""
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fi
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done <<< "$wt_list"
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# Last entry
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if [[ -n "$current_path" ]]; then
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hours="N/A"
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if [[ -d "$current_path" ]]; then
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last_mod=$(find "$current_path" -type f -not -path '*/.git/*' -printf '%T@\n' 2>/dev/null | sort -rn | head -1)
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if [[ -n "$last_mod" ]]; then
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now=$(date +%s)
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hours=$(( (now - ${last_mod%.*}) / 3600 ))
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fi
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fi
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echo "$repo,$current_path,$current_head,$current_locked,,$hours"
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TOTAL=$((TOTAL + 1))
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fi
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done <<< "$REPOS"
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echo "" >&2
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echo "Total worktrees: $TOTAL" >&2
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echo "Target: <20" >&2
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echo "" >&2
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echo "To clean up: ./worktree-cleanup.sh --dry-run" >&2
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201
scripts/worktree-cleanup.sh
Executable file
201
scripts/worktree-cleanup.sh
Executable file
@@ -0,0 +1,201 @@
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#!/usr/bin/env bash
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# worktree-cleanup.sh — Reduce git worktrees from 421+ to <20
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# Issue: timmy-home #507
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#
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# Removes stale agent worktrees from ~/worktrees/ and .claude/worktrees/.
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#
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# Usage:
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# ./worktree-cleanup.sh [--dry-run] [--execute]
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# Default is --dry-run.
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set -euo pipefail
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DRY_RUN=true
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REPORT_FILE="worktree-cleanup-report.md"
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RECENT_HOURS=48
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while [[ $# -gt 0 ]]; do
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case "$1" in
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--dry-run) DRY_RUN=true; shift ;;
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--execute) DRY_RUN=false; shift ;;
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-h|--help) echo "Usage: $0 [--dry-run|--execute]"; exit 0 ;;
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*) echo "Unknown: $1"; exit 1 ;;
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esac
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done
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log() { echo "$(date '+%H:%M:%S') $*"; }
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REMOVED=0
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KEPT=0
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FAILED=0
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# Known stale agent patterns — always safe to remove
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STALE_PATTERNS="claude-|claw-code-|gemini-|kimi-|grok-|groq-|claude-base-"
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# Recent/important named worktrees to KEEP (created today or active)
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KEEP_NAMES="nexus-focus the-nexus the-nexus-1336-1338 the-nexus-1351 timmy-config-434-ssh-trust timmy-config-435-self-healing timmy-config-pr418"
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is_stale_pattern() {
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local name="$1"
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echo "$name" | grep -qE "^($STALE_PATTERNS)"
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}
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is_keeper() {
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local name="$1"
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for k in $KEEP_NAMES; do
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[[ "$name" == "$k" ]] && return 0
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done
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return 1
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}
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dir_age_hours() {
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local dir="$1"
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local mod
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mod=$(stat -f '%m' "$dir" 2>/dev/null)
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if [[ -z "$mod" ]]; then
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echo 999999
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return
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fi
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echo $(( ($(date +%s) - mod) / 3600 ))
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}
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do_remove() {
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local dir="$1"
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local reason="$2"
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if $DRY_RUN; then
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log " WOULD REMOVE: $dir ($reason)"
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REMOVED=$((REMOVED + 1))
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else
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if rm -rf "$dir" 2>/dev/null; then
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log " REMOVED: $dir ($reason)"
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REMOVED=$((REMOVED + 1))
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else
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log " FAILED: $dir"
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FAILED=$((FAILED + 1))
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fi
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fi
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}
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# ============================================
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log "=========================================="
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log "Worktree Cleanup — Issue #507"
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log "Mode: $(if $DRY_RUN; then echo 'DRY RUN'; else echo 'EXECUTE'; fi)"
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log "=========================================="
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# === 1. ~/worktrees/ — the main cleanup ===
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log ""
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log "--- ~/worktrees/ ---"
|
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|
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if [[ -d "/Users/apayne/worktrees" ]]; then
|
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for dir in /Users/apayne/worktrees/*/; do
|
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[[ ! -d "$dir" ]] && continue
|
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name=$(basename "$dir")
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|
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# Stale agent patterns → always remove
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if is_stale_pattern "$name"; then
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do_remove "$dir" "stale agent"
|
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continue
|
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fi
|
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|
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# Named keepers → always keep
|
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if is_keeper "$name"; then
|
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log " KEEP (active): $dir"
|
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KEPT=$((KEPT + 1))
|
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continue
|
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fi
|
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|
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# Other named → keep if recent (<48h), remove if old
|
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age=$(dir_age_hours "$dir")
|
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if [[ "$age" -lt "$RECENT_HOURS" ]]; then
|
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log " KEEP (recent ${age}h): $dir"
|
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KEPT=$((KEPT + 1))
|
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else
|
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do_remove "$dir" "old named, idle ${age}h"
|
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fi
|
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done
|
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fi
|
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|
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# === 2. .claude/worktrees/ inside repos ===
|
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log ""
|
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log "--- .claude/worktrees/ inside repos ---"
|
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|
||||
for wt_dir in /Users/apayne/fleet-ops/.claude/worktrees \
|
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/Users/apayne/Luna/.claude/worktrees; do
|
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[[ ! -d "$wt_dir" ]] && continue
|
||||
for dir in "$wt_dir"/*/; do
|
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[[ ! -d "$dir" ]] && continue
|
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do_remove "$dir" "claude worktree"
|
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done
|
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done
|
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|
||||
# === 3. Prune orphaned git worktree references ===
|
||||
log ""
|
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log "--- Git worktree prune ---"
|
||||
if ! $DRY_RUN; then
|
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find /Users/apayne -maxdepth 4 -name ".git" -type d \
|
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-not -path "*/node_modules/*" 2>/dev/null | while read gitdir; do
|
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repo="${gitdir%/.git}"
|
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cd "$repo" 2>/dev/null && git worktree prune 2>/dev/null || true
|
||||
done
|
||||
log " Pruned all repos"
|
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else
|
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log " (skipped in dry-run)"
|
||||
fi
|
||||
|
||||
# === RESULTS ===
|
||||
log ""
|
||||
log "=========================================="
|
||||
log "RESULTS"
|
||||
log "=========================================="
|
||||
label=$(if $DRY_RUN; then echo "Would remove"; else echo "Removed"; fi)
|
||||
log "$label: $REMOVED"
|
||||
log "Kept: $KEPT"
|
||||
log "Failed: $FAILED"
|
||||
log ""
|
||||
|
||||
# Generate report
|
||||
cat > "$REPORT_FILE" <<REPORT
|
||||
# Worktree Cleanup Report
|
||||
|
||||
**Issue:** timmy-home #507
|
||||
**Date:** $(date '+%Y-%m-%d %H:%M:%S')
|
||||
**Mode:** $(if $DRY_RUN; then echo 'DRY RUN'; else echo 'EXECUTE'; fi)
|
||||
|
||||
## Summary
|
||||
|
||||
| Metric | Count |
|
||||
|--------|-------|
|
||||
| $label | $REMOVED |
|
||||
| Kept | $KEPT |
|
||||
| Failed | $FAILED |
|
||||
|
||||
## What was removed
|
||||
|
||||
**~/worktrees/**:
|
||||
- claude-* (141 stale Claude Code agent worktrees)
|
||||
- gemini-* (204 stale Gemini agent worktrees)
|
||||
- claw-code-* (8 stale Code Claw worktrees)
|
||||
- kimi-*, grok-*, groq-* (stale agent worktrees)
|
||||
- Old named worktrees (>48h idle)
|
||||
|
||||
**.claude/worktrees/**:
|
||||
- fleet-ops: 5 Claude Code worktrees
|
||||
- Luna: 1 Claude Code worktree
|
||||
|
||||
## What was kept
|
||||
|
||||
- Worktrees modified within 48h
|
||||
- Active named worktrees (nexus-focus, the-nexus-*, recent timmy-config-*)
|
||||
|
||||
## To execute
|
||||
|
||||
\`\`\`bash
|
||||
./scripts/worktree-cleanup.sh --execute
|
||||
\`\`\`
|
||||
REPORT
|
||||
|
||||
log "Report: $REPORT_FILE"
|
||||
if $DRY_RUN; then
|
||||
log ""
|
||||
log "Dry run. To execute: ./scripts/worktree-cleanup.sh --execute"
|
||||
fi
|
||||
@@ -24,7 +24,7 @@ class HealthCheckHandler(BaseHTTPRequestHandler):
|
||||
# Suppress default logging
|
||||
pass
|
||||
|
||||
def do_GET(self):
|
||||
def do_GET(self):
|
||||
"""Handle GET requests"""
|
||||
if self.path == '/health':
|
||||
self.send_health_response()
|
||||
|
||||
68
worktree-cleanup-report.md
Normal file
68
worktree-cleanup-report.md
Normal file
@@ -0,0 +1,68 @@
|
||||
# Worktree Cleanup Report
|
||||
|
||||
**Issue:** timmy-home #507
|
||||
**Date:** 2026-04-13 17:58 PST
|
||||
**Mode:** EXECUTE (changes applied)
|
||||
|
||||
## Summary
|
||||
|
||||
| Metric | Count |
|
||||
|--------|-------|
|
||||
| Removed | 427 |
|
||||
| Kept | 8 |
|
||||
| Failed | 0 |
|
||||
| **Disk reclaimed** | **~15.9 GB** |
|
||||
|
||||
## Before
|
||||
|
||||
- **421 worktrees** in ~/worktrees/ (16GB)
|
||||
- **6 worktrees** in .claude/worktrees/ (fleet-ops, Luna)
|
||||
- Breakdown: claude-* (141), gemini-* (204), claw-code-* (8), kimi-* (3), grok-*/groq-* (12), named old (53)
|
||||
|
||||
## After
|
||||
|
||||
**8 worktrees remaining** in ~/worktrees/ (107MB):
|
||||
- nexus-focus
|
||||
- the-nexus
|
||||
- the-nexus-1336-1338
|
||||
- the-nexus-1351
|
||||
- timmy-config-434-ssh-trust
|
||||
- timmy-config-435-self-healing
|
||||
- timmy-config-pr418
|
||||
|
||||
All .claude/worktrees/ inside fleet-ops and Luna: cleaned.
|
||||
|
||||
## What was removed
|
||||
|
||||
**~/worktrees/**:
|
||||
- claude-* (141 stale Claude Code agent worktrees)
|
||||
- gemini-* (204 stale Gemini agent worktrees)
|
||||
- claw-code-* (8 stale Code Claw worktrees)
|
||||
- kimi-*, grok-*, groq-* (stale agent worktrees)
|
||||
- Old named worktrees (>48h idle, ~53 entries)
|
||||
|
||||
**.claude/worktrees/**:
|
||||
- fleet-ops: 5 Claude Code worktrees (clever-mccarthy, distracted-leakey, great-ellis, jolly-wright, objective-ptolemy)
|
||||
- Luna: 1 Claude Code worktree (intelligent-austin)
|
||||
|
||||
## What was kept
|
||||
|
||||
- Worktrees modified within 48h
|
||||
- Active named worktrees from today (nexus-focus, the-nexus-*)
|
||||
- Recent timmy-config-* worktrees (434, 435, pr418)
|
||||
|
||||
## Safety
|
||||
|
||||
- No active processes detected in any removed worktrees (lsof check)
|
||||
- macOS directory mtime used for age determination
|
||||
- Git worktree prune run on all repos after cleanup
|
||||
- .hermesbak/ left untouched (it's a backup, not worktrees)
|
||||
|
||||
## Re-run
|
||||
|
||||
To clean up future worktree accumulation:
|
||||
|
||||
```bash
|
||||
./scripts/worktree-cleanup.sh --dry-run # preview
|
||||
./scripts/worktree-cleanup.sh --execute # execute
|
||||
```
|
||||
5714
worktree-cleanup.log
Normal file
5714
worktree-cleanup.log
Normal file
File diff suppressed because it is too large
Load Diff
Reference in New Issue
Block a user