Tools

"I build tools that solve real problems—usually ones I've encountered myself."

Featured Tools

envcheck

Environment file linting for DevSecOps

Fast, modern Rust CLI that detects .env file issues and syncs with Kubernetes, Terraform, Ansible, GitHub Actions, Helm, and ArgoCD. Better than dotenv-linter with 10x more features.

• K8s sync, Terraform integration, TUI, SARIF output
• cargo install envcheck · npm install -g envcheck
• envcheck.github.io — Documentation

NerfStatus

Scientific LLM degradation detection

"The buyer's guide for AI models." Detects silent model collapse, quantization artifacts, and instruction failures with 17 research-backed probes (Math, Style, Timing, Code, Fact, JSON, Consistency, Fingerprint, and more).

• 17 scientifically-grounded instruments
• pip install nerfprobe
• nerfstatus.com — Real-time dashboard

SpeakOps

Real-time AI speech coaching

"DevOps for your Voice." Analyzes your speech in real-time during interviews, sales calls, or presentations and sends HUD-style teleprompter hints to your phone. Hybrid AI: local STT (privacy) + cloud intelligence (quality).

• Interview Coach platform
• Cloud service — Whisper + Llama 3.1
• Phone PWA — Progressive web app

Related Work

These tools are informed by research in multi-agent coordination:

• Harmonic Coordination Theory — The theoretical foundation
• Genesis Framework — Reference implementation

Get Help

Found a bug? Have a feature request?

• Open an issue on GitHub
• Email me