The philosophy and practical benefits of agent fungibility in multi-agent software development. Why homogeneous, interchangeable agents outperform specialized role-based systems at scale.
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Handle blocked destructive commands. Use when dcg blocks rm -rf, git reset --hard, DROP DATABASE, kubectl delete, or when configuring agent safety guardrails.
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实测评分 未实测
查看安装方法安装前可以查看交给 AI 代理的指令内容。
Core Insight: Blocks are checkpoints, not errors. A safe alternative almost always exists. Find it before mentioning override.
| I need to... | Go to |
|---|---|
| Handle a block right now | THE EXACT WORKFLOW |
| Find a safe alternative | Safe Alternatives |
| See all CLI commands | COMMANDS.md |
| Enable more rule packs | PACKS.md |
| Configure per-project | CONFIG.md |
| Debug hook issues | TROUBLESHOOTING.md |
When blocked, follow this sequence every time:
1. Run `dcg explain "cmd"` → Understand why (see trace)
2. Check Safe Alternatives table → Use if exists (DON'T mention override)
3. No alternative? → Explain risk clearly, let human decide
4. Human approves? → THEY run: dcg allow-once CODE
Never: Ask for override first. Never retry silently. Never circumvent.
Example block output:
BLOCKED: git reset --hard HEAD
Rule: core.git:reset-hard
Reason: Discards uncommitted changes permanently
Allow-once code: ab12
Safer alternative: git stash
Good response:
"I wanted to discard changes but
git reset --hardwas blocked. Let me usegit stashinstead—recoverable if needed." [proceeds with stash]
| Blocked | Use Instead | Why |
|---|---|---|
git reset --hard | git stash | Recoverable |
git checkout -- file | git stash push file | Preserves changes |
git push --force | git push --force-with-lease | Checks remote unchanged |
git clean -fd | git clean -fdn (preview) | Shows what would delete |
git stash drop | git stash list first | Verify which stash |
rm -rf /path | rm -ri /path or verify path | Interactive/confirm |
kubectl delete namespace | kubectl delete -l app=X | Selective deletion |
DROP DATABASE | Backup first | Human approves |
docker system prune -a | docker system df first | See what's used |
dcg doctor # Health check — hook registered?
dcg explain "cmd" # WHY is it blocked? (with trace)
dcg test "cmd" # Would this be blocked? (dry-run)
dcg allow-once CODE # Human approves (THEY run this)
dcg packs # List available rule packs
dcg scan --staged # Pre-commit: scan for issues
| Category | Patterns | Safe Variants |
|---|---|---|
| Git destructive | reset --hard, checkout -- | stash, restore --staged |
| Git history | push --force, branch -D | --force-with-lease, -d |
| Git stash | stash drop, stash clear | stash list first |
| Filesystem | rm -rf (dangerous paths) | /tmp/* allowed |
| Database | DROP, TRUNCATE, DELETE w/o WHERE | Add WHERE clause |
| K8s | delete namespace, delete --all | -l label selector |
Context-aware: rm -rf ./build allowed, rm -rf / blocked.
dcg explain example (7-step pipeline):
$ dcg explain "git reset --hard HEAD"
BLOCKED by core.git:reset-hard
Evaluation trace:
1. Config allow overrides: no match
2. Config block overrides: no match
3. Heredoc detection: not applicable
4. Quick reject: triggered (contains "reset")
5. Context sanitization: no changes
6. Normalization: git reset --hard HEAD
7. Pack evaluation:
- Safe patterns: no match
- Destructive: MATCH "reset --hard"
Suggestion: Use `git stash` to preserve changes
❌ "Command blocked. Run dcg allow-once ab12" → Find alternative first!
❌ *Retrying silently or circumventing* → Always acknowledge blocks
❌ Treating blocks as errors → They're checkpoints
❌ Asking user to allow-once without explaining → They need context
# .dcg.toml — enable rule packs per-project
[packs]
enabled = ["database.postgresql", "kubernetes.kubectl", "cloud.aws"]
[overrides]
allow_patterns = ["rm -rf ./node_modules"] # Project-specific safe
Environment variables:
DCG_PACKS="containers.docker,kubernetes" — Enable packsDCG_DISABLE="kubernetes.helm" — Disable specific packsDCG_BYPASS=1 — Escape hatch (human-only)bash -c, python -c) are analyzedOn December 17, 2025, an AI agent ran
git checkout --on files containing hours of uncommitted work. The files were recovered viagit fsck --lost-found, but it proved: instructions don't prevent execution—mechanical enforcement does.
# Quick health check
dcg doctor | head -20
# Test if a command would be blocked
dcg test "git reset --hard HEAD"
# Should show: WOULD BE BLOCKED
| Script | Usage |
|---|---|
./scripts/validate-dcg.sh | Full installation validation |
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The philosophy and practical benefits of agent fungibility in multi-agent software development. Why homogeneous, interchangeable agents outperform specialized role-based systems at scale.
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MCP Agent Mail for multi-agent coordination. Use when agents need file locks, messaging, inboxes, or conflict prevention. Handles macro_start_session, file_reservation_paths, send_message, threading, pre-commit guards.
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Jeffrey Emanuel's multi-agent implementation workflow using NTM, Agent Mail, Beads, and BV. The execution phase that follows planning and bead creation. Includes exact prompts used.
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Convert markdown plans into beads with dependencies using br CLI. Use when creating task graphs, polishing beads before implementation, or bridging planning to agent swarm execution.
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Beads Viewer - Graph-aware triage engine for Beads projects. Computes PageRank, betweenness, critical path, and cycles. Use --robot-* flags for AI agents.
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Manage AI coding CLI accounts with sub-100ms switching. Use when hitting rate limits on Claude Max, GPT Pro, or Gemini Ultra subscriptions and need instant account swapping without browser OAuth.
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