Production Projects

AI systems built with real constraints — real metrics, real costs, real results.

Featured Projects

Obsidian Notes Pipeline: AI-Powered Knowledge Management

Obsidian Notes Pipeline: AI-Powered Knowledge Management

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A full-stack RAG application that transforms YouTube videos into interconnected Obsidian notes -- 1,000+ notes, 2,757 auto-generated links, 5,000 searchable chunks, and a chatbot with 2.5s latency, all for $1.50.

1,000+ notes → knowledge graph
2,757 bidirectional links
2.5s RAG chatbot response
FastAPI React 18 PostgreSQL +3
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Claude Code Bootstrap Framework

Claude Code Bootstrap Framework

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An agent swarm that builds agent swarms. A 12-step pipeline where Claude Code agents analyze any codebase and generate complete Claude Code infrastructure -- agent teams, hooks, skills, and slash commands -- in 30-55 minutes. Three production migrations validated. The second was harder but faster.

3 production migrations validated
17 skills + 17 hook templates
12-step generation pipeline
Claude Code Python UV Scripts (PEP 723) +2
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Adversarial Agent Testing

Adversarial Agent Testing

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AI agents that attack each other to find vulnerabilities. Red Team probes, Blue Team defends, a Referee scores both -- all using Claude Code with worktree isolation. Two rounds of live exercises against a real target drove ASR from 65% CRITICAL to 47% HIGH, with a regression wave proving patches hold at 20% and an escalation wave exposing architectural gaps at 85.7%.

ASR 65% → 47% across 2 rounds
27 attacks, 14 defense patches
10/10 OWASP category coverage
Claude Code Python UV Scripts (PEP 723) +2
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GitHub Copilot Agent Pipelines

GitHub Copilot Agent Pipelines

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Seven specialized Copilot agents that form a structured development workflow for a legacy Servoy enterprise application with 10,000+ functions, 1,000+ files, and 22 modules. Neo4j graph-powered code intelligence, cross-model orchestration, and a self-improving knowledge loop where every code review makes every agent smarter.

7 specialized agents in a structured workflow
10,000+ functions indexed in Neo4j graph
18 domain skills with self-improvement
GitHub Copilot Neo4j VS Code +1
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