Ship over theatre
If it does not change behavior in production, it is not progress.
Matt HoffnerBuilder, operator, and curious person
I build practical AI systems.
Mostly where execution matters.
I’m currently focused on three areas: software development agents (Forge), building data moats with LLMs (Autotune), and AI UX experiments (Pixel Agents). This site is my working surface for those ideas.
Velocity with receipts
Every run leaves evidence: what happened, why, and what to do next.
Human-first systems
AI should extend operator judgment, not replace accountability.
FORGE•Software development agents
I build autonomous initiative execution for engineering teams.
- Directive → merged output with policy gates
- GitHub + self-hosted GitLab support
- Audit trails built into every run
AUTOTUNE•Data moat systems
I help teams turn proprietary data into a compounding LLM advantage.
- Ingest, clean, label, train, deploy
- On-prem or cloud with local inference paths
- Moat-focused loops that improve over time
PIXEL AGENTS•AI UX
I explore AI-native interfaces that feel useful, fast, and human.
- Autonomous UI and workflow experimentation
- Secure remote AI clients with push updates
- A/B loops to discover what users actually want