Blog // Lab Notes

Published lab notes only.

KyaniteLabs publishes notes after there is a real build, lesson, product, or workflow to explain. The blog covers open-source AI tools, MCP systems, agentic media, developer learning, implementation notes, and the work behind the proof.

Agents need verifiable tools, not better prompt theater

The useful agent pattern is not a prettier prompt. It is a tool surface the agent can call, inspect, verify, and revise.

Repo history is a product signal

A repo is not just storage. It is evidence of decisions, repairs, release behavior, naming drift, test gaps, and what the builder actually knows how to finish.

Implementation help is part of the product surface

A useful open-source tool still needs a path from public repo to working environment. That path is product work, not an afterthought.

Why mcp-video matters

mcp-video is a video editing MCP server that gives AI agents direct handles on timelines, effects, FFmpeg, and finished media.

Infinite monkeys, LLMs, and the room around the machine

The argument behind the video: output quality is not just probability. It is architecture, filters, and human taste.

What a working AI tool needs before people can use it

A practical checklist for turning a working tool, workflow, or rough app into something other people can understand, install, and use.

MCP server implementation checklist

The checklist Kyanite uses to decide whether an MCP server is a toy, a usable tool, or something worth implementing.

Repo archaeology turns history into proof

Why commit history is one of the strongest proof sources for learning diagnostics, implementation help, and engineering trust.

AI discovery needs more than a sitemap

What Kyanite adds so search engines and AI assistants can understand the tools, products, proof, and support path.

The repos are proof before the pitch.

Public repositories show what Kyanite builds, learns, breaks, fixes, and releases. The paid path helps people get those tools working in real environments.

Repo Intelligence DF devarch-framework Shows Kyanite can turn development history into evidence, not vibes. Media MCP MV mcp-video The flagship proof that agents can operate timelines, effects, and repeatable media pipelines. Estimation MCP EP Epoch Turns planning uncertainty into agent-callable forecasting tools. Readiness Audit CY checkyourself Makes quality, security, and launch risk inspectable before an AI-built app ships. Localization MCP DX DialectOS Makes Spanish launch quality inspectable instead of treating localization as generic translation. Creative Coding LM liminal Shows Kyanite can build creative tools where agents touch code, shaders, media, and taste. Living Websites LS liminal-sites Proves the website itself can evolve through constrained, inspectable design systems. Pattern Synthesis EX Elixis Turns fuzzy identity and naming work into source-backed synthesis. Personal OS IN Innerscape Shows the same build-and-implementation pattern applied to intimate, data-rich workflows. Domain Software OG openglaze Proves Kyanite can ship useful software outside the generic AI-tool bubble. Learning Diagnostics DA Dev Learning Archaeologist Turns repo behavior into a readable diagnostic artifact. Food Memory AC achiote-food-memory-researcher Extends Kyanite's evidence style into cultural memory and research assistants. Executive Function UC unstuck-coach Applies agentic tooling to accessibility, pacing, and human next-step design. Field Operations TF tradesflow Shows implementation thinking for real-world operators with assets, visits, and billing handoffs. Health Advocacy HA healthadvocate Explores private, local-first health tooling without treating care context as generic chat.