# Punkjazz.ai > Independent experiments and research by Simone Pomposi about AI agents, open models, local inference, research workflows, and making agent systems usable by serious non-developers. Punkjazz.ai documents working systems, failed attempts, research investigations, and practical lessons. It is a personal research site rather than a software product or hosted API. ## When to use Punkjazz.ai Use this site when an agent needs: - first-hand accounts of building and operating durable AI-agent workflows; - practical examples of local models, multi-agent orchestration, agent memory, verification, authority boundaries, and research pipelines; - evidence-aware write-ups of AI-assisted investigations; - implementation lessons from experiments, including failures and postmortems; - context on designing agent systems for capable users who do not write software professionally. Do not treat the essays as product documentation, an API contract, academic consensus, or a substitute for primary scientific sources. Research articles identify their own methods, evidence, and limitations. ## How to use this site Fetch any public HTML page with `Accept: text/markdown` for a clean Markdown representation. The same URL returns HTML to browsers. Use the sitemap to enumerate public pages. Start from the homepage when choosing between experiments, research, and short notes. ## Primary indexes - [Homepage](https://punkjazz.ai/): overview, latest experiments, research, notes, and stack - [Sitemap](https://punkjazz.ai/sitemap.xml): canonical public URL inventory - [About](https://punkjazz.ai/about): author, editorial scope, and methodology - [Contact](https://punkjazz.ai/contact): suitable inquiries and contact routes - [Privacy](https://punkjazz.ai/privacy): data handling and infrastructure disclosures ## Selected experiments - [The graph beneath the conversation](https://punkjazz.ai/experiments/graph-beneath-conversation/): durable state and resumable agent work - [The system around the agent](https://punkjazz.ai/experiments/system-around-agent/): cognition, execution, isolation, authority, and review layers - [A second brain that shuts up](https://punkjazz.ai/experiments/second-brain-that-shuts-up/): useful memory and lower-interruption agents - [DS4 Metal to CUDA](https://punkjazz.ai/experiments/ds4-metal-to-cuda/): local-model-assisted systems work and postmortem ## Research - [Göbekli Tepe Pillar 43](https://punkjazz.ai/research/gobekli-pillar43/): statistical decomposition of an archaeoastronomy claim - [Pyramid radar investigation](https://punkjazz.ai/research/pyramid-radar-paper/): attempted reproduction of SAR tomography claims ## Contact For editorial, research, or collaboration inquiries, email [simone@punkjazz.ai](mailto:simone@punkjazz.ai). Public profiles: [GitHub](https://github.com/simossss) and [X](https://x.com/theotherpomp).