Agent infrastructure: safety, measurement, scaling.
npx skills add johnnichev/nv-ops -g -y3 skills for running AI coding agents safely at scale:
| Skill | Command | What it does |
|---|---|---|
| nv:guard | /nv-guard |
Guardrails: permission tiers, destructive action blocking, secret remediation, auto-checkpoints, graduated trust (L0-L3), audit trails. "Make all mistakes recoverable." |
| nv:eval | /nv-eval |
Agent evaluation: config quality scoring (A-F grading), Quality Flywheel, before/after measurement, compound failure math. |
| nv:team | /nv-team |
Multi-agent orchestration: hub-spoke topology, worktree isolation, sequential merging, validation as control plane. |
Real AI agent incidents:
- Replit wiped a production database
- Claude ran
rm -rf ~/ - Cursor deleted 70 files in Plan Mode
- Google Antigravity deleted an entire D: drive
The fix isn't "prevent all mistakes." It's "make all mistakes recoverable."
nv:ops sets up the infrastructure that makes agent autonomy safe: bootstrap templates for permissions/hooks, auto-checkpoints before every edit, destructive action blocking, secret remediation, graduated trust levels.
| Finding | Source |
|---|---|
| 85% per-step accuracy = 20% success over 10 steps (compound failure) | OpenAI Agents docs |
| Anthropic's C compiler: 16 agents, 2,000 sessions, 100K lines of code | Anthropic engineering blog |
| Mesh topology breaks at 6-8 agents — use hub-spoke for more | Multi-agent research |
| Validation is the control plane (not the agent, not the human — the tests) | Anthropic C compiler |
npx skills add johnnichev/nv-ops -g -yInstalls all 3 skills globally. Works with Claude Code, Cursor, GitHub Copilot, Windsurf, Aider, Gemini CLI, and 9+ other tools.
/nv-guard # Set up safety infrastructure (do this first)
/nv-eval # Score and improve agent configs
/nv-team # Coordinate multiple agents on parallel tasks
- nv:context — Set up context engineering for your repo (the foundation)
- nv:dev — Plan, test, debug workflow
- nv:design — Professional web design with AI
MIT
Built by johnnichev. For engineers who ship.