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28 contributions to AI Avengers Lab
Anderson is presenting his agent architecture this Friday - and it just got peer-reviewed
This Friday 1PM EST, Andy is presenting live. Topic: Interpretable Context Methodology (ICM) - how to structure a Claude agent system using nothing but Markdown files and folders. A research paper dropped this month proving the exact pattern Andy has been using for the past 6 months to run his business. The paper calls it Model Workspace Protocol. We call it skills.md. Same thing. Different names. Andy is going to show the full architecture live - how a single Claude agent reads a folder of Markdown files and executes a complete multi-step workflow. No LangChain. No orchestration framework. Just structured context. This is free for Claude Pro/Max users. Register: manojsaharan.ai/workshop
0 likes โ€ข May 29
๐Ÿšจ WORKSHOP TODAY โ€” 1PM EST ๐Ÿšจ Everyoneโ€™s building agent swarms. Multi-agent frameworks.Agents managing agents.Complex orchestration layers. But a new paper just flipped the whole thing upside down: You might only need ONE agent โ€”with the right context at the right time. Thatโ€™s it. Folders become workflows.Markdown files become instructions.Scripts handle the repetitive work. No heavy frameworks.No orchestration chaos.Just structure an AI can actually understand. Itโ€™s called Interpretable Context Methodology โ€” and itโ€™s already being used in production. Today at 1PM EST, Iโ€™m breaking it down live: โ†’ Why narrow context beats โ€œsmartโ€ agentsโ†’ How to build it yourselfโ†’ Where it fits in an AI workforce stack Bring your messiest workflow.Weโ€™ll architect it live ๐Ÿ”ฅ
We go live in 30 minutes ( CLAUDE CODE + OBSIDIAN )
Most of the AI setups I see have the same problem: no memory. Every session starts from zero. Your AI doesnโ€™t know your clients, your projects, your decisions. Youโ€™re explaining yourself every single time. Thatโ€™s not an AI assistant. Thatโ€™s a very expensive search bar. Today we fix that. Claude Code + Obsidian. A persistent memory layer built from scratch, live, in front of you. Templates. Configs. Full structure. Nothing hidden. Without memory, your AI guesses. With memory, it compounds. Link in 5. See you there.
๐—œโ€™๐—บ ๐—ฏ๐˜‚๐—ถ๐—น๐—ฑ๐—ถ๐—ป๐—ด ๐—ฎ๐—ป ๐—”๐—œ ๐˜๐—ต๐—ฎ๐˜ ๐—ฟ๐—ฒ๐—บ๐—ฒ๐—บ๐—ฏ๐—ฒ๐—ฟ๐˜€ ๐—ฒ๐˜ƒ๐—ฒ๐—ฟ๐˜†๐˜๐—ต๐—ถ๐—ป๐—ด.
Not a chatbot. Not Notion with a plugin. A ๐˜€๐—ฒ๐—ฐ๐—ผ๐—ป๐—ฑ ๐—ฏ๐—ฟ๐—ฎ๐—ถ๐—ป that knows my clients, my projects, and what I said three weeks ago โ€” without me repeating a damn thing. Hereโ€™s the problem nobody talks about: ๐—˜๐˜ƒ๐—ฒ๐—ฟ๐˜† ๐—”๐—œ ๐—ฐ๐—ผ๐—ป๐˜ƒ๐—ฒ๐—ฟ๐˜€๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐˜€๐˜๐—ฎ๐—ฟ๐˜๐˜€ ๐—ณ๐—ฟ๐—ผ๐—บ ๐˜‡๐—ฒ๐—ฟ๐—ผ. You explain your business. Your preferences. Your context. Again. And again. Itโ€™s like onboarding a ๐—ป๐—ฒ๐˜„ ๐—ถ๐—ป๐˜๐—ฒ๐—ฟ๐—ป ๐—ฒ๐˜ƒ๐—ฒ๐—ฟ๐˜† ๐˜๐—ถ๐—บ๐—ฒ you open a chat window. I got tired of it. So Iโ€™m building the fix. ๐—–๐—น๐—ฎ๐˜‚๐—ฑ๐—ฒ ๐—–๐—ผ๐—ฑ๐—ฒ ๐—ฎ๐˜€ ๐˜๐—ต๐—ฒ ๐—ฏ๐—ฟ๐—ฎ๐—ถ๐—ป. ๐—ข๐—ฏ๐˜€๐—ถ๐—ฑ๐—ถ๐—ฎ๐—ป ๐—ฎ๐˜€ ๐˜๐—ต๐—ฒ ๐˜ƒ๐—ฎ๐˜‚๐—น๐˜. A ๐—ฝ๐—ฒ๐—ฟ๐˜€๐—ถ๐˜€๐˜๐—ฒ๐—ป๐˜ ๐—บ๐—ฒ๐—บ๐—ผ๐—ฟ๐˜† ๐—น๐—ฎ๐˜†๐—ฒ๐—ฟ that stores everything your AI learns and retrieves it automatically. The result: You open a new session and your AI already knows what youโ€™re working on. It doesnโ€™t ask โ€œhow can I help?โ€ ๐—œ๐˜ ๐˜๐—ฒ๐—น๐—น๐˜€ ๐˜†๐—ผ๐˜‚ ๐˜„๐—ต๐—ฎ๐˜ ๐—ป๐—ฒ๐—ฒ๐—ฑ๐˜€ ๐˜†๐—ผ๐˜‚๐—ฟ ๐—ฎ๐˜๐˜๐—ฒ๐—ป๐˜๐—ถ๐—ผ๐—ป. Iโ€™m building this live on Friday. From scratch. No slides. No pre-built demo. Just me setting it up in real time so you can follow along and build your own. You get: โ€ข The live session โ€ข The recording โ€ข Every template โ€ข The config files ๐—ข๐—ป๐—น๐˜† ๐—ผ๐—ฝ๐—ฒ๐—ป๐—ถ๐—ป๐—ด ๐˜๐—ต๐—ถ๐˜€ ๐˜๐—ผ ๐—ฎ ๐˜€๐—บ๐—ฎ๐—น๐—น ๐—ด๐—ฟ๐—ผ๐˜‚๐—ฝ. Comment โ€œ๐—•๐—ฅ๐—”๐—œ๐—กโ€ or DM me and Iโ€™ll send you the details.
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We're Live!! CLAUDE CODE WORKSHOP
Join us to see how we use Claude Code in our daily lives https://us05web.zoom.us/j/81246499380?pwd=1vxIKSM6WqpSkTqYEojRA2L126lwR6.1 Meeting ID: 812 4649 9380 Passcode: UGD7Vn
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We're Live!! CLAUDE CODE WORKSHOP
Todayโ€™s the day. Claude Code Workshop goes live in less than 2hours?
If youโ€™ve been curious about how to actually use Claude to build things not just chat, but real workflows, real systems, this is for you. Weโ€™re keeping it beginner-friendly, but weโ€™re not holding back: - How to structure prompts that actually work - Turning ideas into functional builds - Using Claude as your coding partner (the right way) No fluff. Just hands-on building.
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Anderson Ntuk
3
5points to level up
@anderson-ntuk-3710
Automation Specialist

Active 2d ago
Joined Mar 17, 2025