Agentic backlog generator that runs locally (no API key)
Stepwise refinement teaching agentic patterns, but backlog generation is already solved by Cursor and Copilot.

Nine-chapter narrative arc beats fragmented blogs, openly licensed on GitHub.
Product managers, founders, and non-technical stakeholders working with AI
Learn Prompting · Lil'Log · Jay Alammar's blog
I never found a guide that covered that full chain at the level I wanted, so I wrote one.
It’s nine short chapters, each building on the last. Deliberately simplified: the goal is a useful mental model, not a textbook.
Feedback, corrections, and contributions welcome: github.com/ymyke/aiaiai
Stepwise refinement teaching agentic patterns, but backlog generation is already solved by Cursor and Copilot.
Agent loop proofreading evals where HELM and LMSys are too generic.
Workflow-to-agents translator, but visual multi-agent builders already exist (Langflow, Zapier AI).
Local Rainforest alternative using Tauri desktop app and Playwright MCP.
Plain English Judges catch context AutoMod misses, but AI moderation space is getting crowded.
Yet another AI contract reviewer in a saturated market.