The Hard Part of NestWeaver Server Mode Wasn’t the Server
A local graph knows the code you’re changing. A shared graph knows the systems around it. Building NestWeaver server mode meant learning how to trust both.
I build, ship, and teach practical AI — open source tools, production systems, and the occasional manifesto.
AI should amplify humans, not replace them. It should be local when it can be, cloud when it must be, and yours — always.
Workshops, demos, and writing that demystify AI for engineering teams — without the hype.
Local-first AI tools, production systems, and open source software that ships.
Pragmatic patterns for Claude Code, agentic workflows, and AI-in-the-loop development.
Keynotes, panels, and conference talks on AI adoption, agentic workflows, and what's actually working in production.
Structured code intelligence for AI agents — precomputed answers, not raw files.
Voice AI journaling that listens, asks thoughtful follow-ups, and builds a personal record of how you've grown.
Smart targets + mobile app for long-range shooting — ballistic calculator, impact tracking, and session logs via Bluetooth.
Track bids, materials, inspections, and budget for your basement finish — all from your device, no account required.
Giving back to the veteran community — free tools and resources to navigate VA disability ratings, compensation, and claims. Veterans who contribute share in ad revenue.
Occasional dispatches on AI, when I have something worth sending.
Protected by Cloudflare Turnstile — no personal tracking.
No schedule. No welcome email — you'll get the next issue when it ships.
A local graph knows the code you’re changing. A shared graph knows the systems around it. Building NestWeaver server mode meant learning how to trust both.
We benchmarked NestWeaver against Graphify and GitNexus across 4 open-source repos from Tailwind CSS to Elasticsearch. NestWeaver queries 17-34x faster, extracts 2x more symbols, and returns 30 connected nodes per query while competitors return flat lists with noise.
Ballistics has always lived in an interesting space between theory and reality. Here's what it looks like when it becomes real-time, integrated, and actionable.