# NeuroForge

> NeuroForge is the Ace Labs AI systems research initiative focused on efficient, sparse, testable, resource-aware and local-first intelligence architectures.

NeuroForge is led by Lloyd Handyside / Ace1928. The site provides public project context, research direction, methodology, benchmark policy and contact information.

## Primary pages

- [Home](https://neuroforge.io/): Public overview of NeuroForge and Ace Labs.
- [Research](https://neuroforge.io/research/): Sparse, routed and resource-aware AI architecture research direction.
- [Method](https://neuroforge.io/method/): Experimental discipline applied to AI systems engineering.
- [Benchmarks](https://neuroforge.io/benchmarks/): Benchmark publication policy and evaluation roadmap.
- [For Agents](https://neuroforge.io/agents/): Machine-readable navigation guidance.
- [Founder](https://neuroforge.io/founder/): Lloyd Handyside public founder profile.
- [FAQ](https://neuroforge.io/faq/): Frequently asked questions.
- [Contact](https://neuroforge.io/contact/): Contact path for review, collaboration and funding conversations.

## Machine-readable resources

- [Agent manifest](https://neuroforge.io/agent-manifest.json): Structured JSON navigation.
- [Full LLM context](https://neuroforge.io/llms-full.txt): Expanded context.
- [Overview markdown](https://neuroforge.io/context/overview.md): Short overview.
- [Research markdown](https://neuroforge.io/context/research.md): Research direction.
- [Benchmark policy markdown](https://neuroforge.io/context/benchmark-policy.md): Benchmark policy.
- [Founder markdown](https://neuroforge.io/context/founder.md): Founder profile.

## Contact

- [ace1928@gmail.com](mailto:ace1928@gmail.com)