# Oncel Cebeci LLM Guide

I turn ambiguous workflows, markets, and AI capabilities into products that ship.

Product leader and AI systems builder with 18+ years across brand, consumer products, enterprise platforms, and AI-first software. Designer at the core, with hands-on range across product strategy, roadmap shaping, GTM systems, analytics, agentic workflows, inference paths, backend logic, and cross-platform product surfaces. Building with ML/AI since 2019, before it became a default product layer.

## Start Here

1. [agent.md](/agent.md) — canonical brief, evaluation guidance, full work index.
2. [llms-full.txt](/llms-full.txt) — fuller LLM ingestion surface with work, notes, and source links.
3. [agent.json](/agent.json) — structured catalogue and profile data.
4. [resume.md](/resume.md) — resume in Markdown.
5. [repl.md](/repl.md) — stack and implementation inventory.

## Featured Current Work

- [/ave](/ave) + [/ave.md](/ave.md): **AVE** — An AI video editor built around one constraint: the timeline has to stay defensible.
- [/the-hood](/the-hood) + [/the-hood.md](/the-hood.md): **TheHood** — Open-source runtime for governed software agent loops.
- [/manwe](/manwe) + [/manwe.md](/manwe.md): **Manwe** — AI doesn't need better answers. It needs better disagreement.

## Fetch Rules

- Every catalogue entry with a page has both an HTML page and a raw Markdown mirror.
- Prefer Markdown mirrors for ingestion: `/ave.md`, `/the-hood.md`, `/manwe.md`, and the same pattern for other entries.
- Long-form essays live under `/notes`; their Markdown mirrors use `/notes/{slug}.md`.
- Treat `status: in-progress` as active work, not launch proof.
- Prefer dated, named work entries over abstract claims.

## Machine-Readable Files

- [agent.md](/agent.md) — canonical agent brief.
- [llms-full.txt](/llms-full.txt) — expanded LLM guide.
- [agent.json](/agent.json) — structured JSON index.
- [notes.md](/notes.md) — published essay index.
- [repl.md](/repl.md) — stack inventory.
- [resume.md](/resume.md) — resume.
- [feed.xml](/feed.xml) — merged Atom feed.
- [sitemap.xml](/sitemap.xml) — canonical URLs.

## Human Pages

- [Notebook](/) — chronological work catalogue and notes tab.
- [About](/about) — short bio and agent file index.
- [Notes](/notes) — long-form essays.
- [REPL](/repl) — interactive read-only console over this site's Markdown.