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2 contributions to Clief Notes
Show me what you're building 🧱
I don't want a progress percentage today. I want to know what's actually changing. If you've been working through Building Your Stack, what is one decision you've made because of it? - Maybe you added something. - Maybe you removed something. - Maybe you realized part of your current stack makes absolutely no sense. 😂 Whatever it is, post it below. What did Building Your Stack make you rethink? And if you've been flying through the lessons but skipping the quizzes or accountability posts... Go back. Those are there to make sure you can actually explain and apply what you're learning rather than just consuming it. Drop your biggest realization below. 👇 And keep going. New roadmap next Friday, September 25th.
2 likes • 12d
Currently implementing an adjusted version of the ICM methodology, in one of the units of my company. Already received some good feedback, agents run faster and need less guidance. The adjustment we are doing is specifically what information should go into the context.md files. And I ran a benchmark with a mock project and got a 26% save in token cost, plus only one sub-agent was spawned by the project with the implementation, compared to 19 from the project without it. The benchmark was 10 prompts each one executed 2 times.
What Changed 🤯 After Adding Context to the Agent
I created my first three-file folder system for a Marketing - Content Machine APP. My Agent.md included my Marketing tasks and responsabilites. My CONTEXT.md explained the Marketing web Application, an easy work flow to generate Marketing posts. My REFERENCES.md provided some examples, core ideas and a basic framework of the app . When I asked Codex "read those files and suggest the next best step", the response was different because it already had context and recommended a 5 step process to build the app. Before, I had to explain or give context every time, now the context is there, the agent lives inside the project, and the llm just comes and does Prompt + Instructions (already there) + Context (Already there) Key takeaway: Answers are faster, on the point, correct from the beginning and , well, the agent is portable and it´s cheaper! For vibe coders this is a must❗
0 likes • Aug 24
@Pedro Alejandro Cardenas Reffel Suggestion, if you're still using Claude Code, maintain your CLAUDE.md file and have only this there "@AGENTS.md" that's it. Claude Code still picks CLAUDE.md by default, the @ sign is how Claude harness handles file references.
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Luis Torres
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@luis-torres-4408
Founder @ MimirFlow.ai

Active 13m ago
Joined Apr 28, 2026
Munich, Germany
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