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14 contributions to The AI Laboratory
1 like • 4d
@Jonathan White Essentially showing proof that everyone is using the agents/claude.md file wrong. Usually we use it to ensure Claude follows our guide line/set parameters but it does work as straight forward as we think. Developer-written context files only improved success by about 4%, while LLM‑auto‑generated context files actually made performance about 3% worse and increased costs by 20%. Core advice: Do not dump repo overviews, architecture, and “everything important” into CLAUDE․md/AGENTS․md. If the info is already in the codebase, the model can usually find it; repeating it in context just bloats and distracts. Big context files are not great as they age quickly and go out of date, causing the agent to place files in wrong locations or follow old patterns. - What you should do instead - Let the agent explore the repo and rely on package.json, file structure, and tests; modern models are already good at this. - Focus on improving your codebase: clearer structure, better tests, type checks, and tools that give strong feedback, rather than over-engineering the agent prompt. -Use CLAUDE․md/AGENTS․md as a small, targeted “steering” file only when a model is consistently making a specific mistake (e.g., “always run type checks after changes”) Theo’s practical pattern - Start with no or almost-empty agent file; only add rules when you see repeated failure modes.​ - Sometimes “lie” in the file to push the agent in a productive direction (e.g., telling it the app is greenfield so it feels free to refactor schemas instead of over-focusing on data migrations).​ - Use the agent’s struggles as a signal to change the code, not to keep piling rules into CLAUDE.md​.
Weekly Calls
Hey folks! After hopping on a call yesterday with @Dominique Paloma Bible I've decided to start doing a weekly call session where we can jam / vibe code / answers questions and help each other on whatever it is we are building. It will on Thursdays at 7pm and go until 8pm. All calls will be recorded. If you guys want a different time, just make a comment below and I'll throw up a poll.
1 like • 4d
Will be there 👍
Week 07: Weekly Build Updates
We are exactly 13% through the year and I would love to know what everyone is building this week! Any blockers you're having? Or want a second opinion from me? Post them down below!
1 like • 8d
@Jonathan White now that is something I gotta check out
1 like • 7d
Blesss
0 likes • 7d
Been kind of inconsistent to be honest
My latest experiment: Skill Graphs
So skills, docs and rules are a great tool to advance the individual use case of an ai agent ones like claude code. However, these come at a cost of filling up the context window within the model being used To combat this I followed a recent twitter user Arc (https://x.com/arscontexta/status/2023957499183829467) He defined a method to curate linked document in order to have interconnected graphs for the AI model to browse. It has freed up a lot of the context window of my most recent project so now i have a system where i load in a small chunk of information and on demand the ai model loads in the rest and see what else is connected to a specific rule
My latest experiment: Skill Graphs
1 like • 10d
This is dope!
1-10 of 14
Matthew Lewis
3
43points to level up
@matthew-lewis-6890
Just trying to make it

Active 2d ago
Joined Feb 12, 2026