The Problem
AI coding systems are powerful, but they are not automatically grounded in your project's real rules. Most projects still do not treat knowledge as a first-class asset.
The Six Core Problems
1. AI forgets the project too easily
Sessions reset. Context gets dropped. What was obvious in one chat is gone in the next. Kresh makes project knowledge persistent by putting it in files the repo can carry everywhere.
2. Instructions are scattered and inconsistent
One tool wants one format. Another tool wants another. One team writes prompts in chat, another in README. That fragmentation creates drift. Kresh gives the project a unified knowledge layer.
3. Teams depend too much on tribal knowledge
Most real project knowledge is not in code—it's what people assume others "just know" (how to run the project, what style to follow). Kresh turns tribal knowledge into documented system knowledge.
4. AI agents are too generic by default
A serious project needs an agent that understands the architecture, stack, repo structure, and security rules. Kresh is built so agents are not guessing.
5. Repeated tasks waste time because skills are not modular
Teams keep re-explaining the same work (testing rules, commit conventions, build steps). Kresh treats skills as reusable modules. Define once, version once, reuse everywhere.
6. Tooling is expanding faster than coordination
The ecosystem now includes repo instructions, custom agents, tool calls, and orchestration layers. This creates chaos. Kresh exists to reduce that chaos as a coordination infrastructure.
The Solution: Kresh
Kresh is a documentation-first framework for AI-assisted development. It helps a repository describe what the project is, how it works, and how agents should behave.
The Kresh Standard
- Knowledge must live with the codeNot in memory. Not in chat history. Not in someone's head.
- Instructions must be localA repo should carry its own expectations, so the right behavior travels with the code wherever it goes.
Explore Skills
Learn how to find and evaluate intelligence modules on the website.