alchaincyf

A deterministic Canvas-based system for turning prompts, clip specs, and style recipes into art-directed motion graphics with repeatable timing, editable scenes, and explainer-ready grammar.

A bilingual guide to building feedback loops for agents, and why verification, not prompting, is becoming the real architecture layer.

A deep dive into the repo that treats HTML as a rendering engine, bakes design judgment into `SKILL.md`, and exports the same artifact to web, slides, and video.

An autonomous optimization loop that tests `SKILL.md`, scores what works, and reverts what doesn’t, so agent skills evolve by evidence instead of vibes.

A prompt system, validation layer, and style DNA file turn a public thinker’s playbook into a runnable skill for analysis, reframing, and leverage-first advice.

A modular AI skill that distills creator heuristics, algorithm weights, and account diagnostics into a layered workflow that LLMs can actually use.

A bilingual Orange Book that turns Hermes Agent’s memory, feedback, and skill-creation loop into a practical mental model for builders who are done with prompt-only agents.

A deep dive into the open-source framework that distills mental models, decision heuristics, and expression DNA into portable Claude Code skills, complete with source checks and explicit limits.