Clief Notes community is straight COOKING on GitHub right now. I was just innocently poking around and kept stumbling into banger after banger from you legends. The ICM (Interpretable Context Methodology) ecosystem is expanding like crazy — folder-based, markdown-powered, model-agnostic AI workflows that actually feel human. Here’s the fire I found: - ktnCodes/icm-template -- The original folder structure blueprint. The one that started it all. - anthonyjohn17/icm-methodology -- The full Interpretable Context Methodology — filesystem-first AI orchestration using folders + markdown contracts. - ElSkaso/design-thinking -- ICM-powered agent pipeline that spits out proper design thinking artifacts. - davidsheridan77-dot/ COI-Codex-ICM-V5 -- COI Codex V5 — the serious knowledge layer for COI OS. - SlothsBeSlothing/MCP-SECURITY-AUDITOR -- A reusable folder-based specialist that audits Model Context Protocol servers. Security done the ICM way (no sloths were harmed). - astetic-dev/specialist-builder -- Meta-specialist that builds other specialists from a 3-word brief. Yes, really. - znoevil/icm-workspace-builder -- Claude Code skill for scaffolding structured, multi-stage AI workspaces. Instant ICM setup. - astetic-dev/quote-comparator -- Folder-based specialist that compares 2-4 contractor renovation quotes and keeps you from getting fleeced. - maggiecopeland0-prog/pmm_folder -- Pure PMM (Project/Mind Management) folder system built on ICM. Zero code, all structure. - astetic-dev/grief-admin-compass -- A compassionate folder-based specialist for the brutal first 30-60 days after losing a family member. - jordansshaw-pixel/wedge-coach -- Drills vCIO/vCAIO sellers in healthcare IT with rapid 3-minute pitch reps against skeptical orthopedic surgeons. Brutal and brilliant. - pachets13/sow-reviewer -- SOW & scope document reviewer built for solo-to-small agencies serving SMB home services clients. Quick disclaimer: I haven’t deeply tested or verified every repo for accuracy and functionality yet, but that doesn’t supersede the clear creativity, thoughtfulness, and practical value they show on the surface.

This one deserves a deeper dive https://github.com/danielmiessler/Personal_AI_Infrastructure A developer spent 22,000 hours building a Personal AI Operating System on top of Claude Code it knows your goals, remembers every decision you've made, and prepares your morning briefing while you sleep [ the numbers are insane ]: - hours of dev work in it: 22,000 - sessions logged: 6,000 - time saved per day: 2-3 hours - GitHub stars: 12,100 - skills built in: 45 - workflows wired up: 171 - safety hooks: 37 - cost to install: $0 What do you think? https://x.com/i/status/2054314953616855129

I'm drafting a very old sci-fi novel of mine with Claude Code. Four scenes in. More excited about a creative project than I've been in years — and the reason isn't the speed. It's that the workspace is built to refuse. Setup: a folder called `writing-room`. Eight stages, from premise to compilation, each one a markdown directory the AI loads only when it's relevant. Compass, world, characters, structure, voice, writing, revision, compilation. The first rule, hardcoded in `CLAUDE.md`: > Before generating prose, always load `voz.md` and `padroes-prosa.md`. Without these two, refuse the writing task and ask the author to do Stage 05 first. Translation: the AI cannot draft a scene until I've locked in the voice. And `voz.md` was reverse-engineered from scenes I wrote by hand. The voice is mine. The AI only gets to extend it. There's also a file called `padroes-prosa.md` — 9 anti-AI-slope techniques. Verbalized sampling. Fragmentation. Character voice. Rare vocabulary. Every generated scene must apply at least 3, and the reviser uses the same file as a checklist. What this changes in practice: - I don't fight AI prose. I gate it. - Each stage loads minimum context. The AI doesn't drown in 200k tokens of worldbuilding to draft one scene. - After every scene, a `cronista` skill updates a canon file. Continuity stays cheap. - I'm the bottleneck on voice. I'm fine with that. The transferable bit, if you build with AI: The most useful thing your workflow can do is sometimes say no. Refusing to act without the right inputs forces you to produce those inputs — and that's where your taste enters the system. Without that gate, the AI averages you out. Toward the median sentence. The median plot beat. The median version of you. A friend of mine said that "in order to have a second brain, you need to have a primary working brain". I laughed: true enough. I wanted to build the gate first. Then let it write. And I'm loving it.

Anthropic created a 24 minute workshop on how to actually write prompts for Claude. There are courses out there that charge $300 for the info taught in the first 9 minutes.

💰 $325 CASH 💰 That's a full year of Premium. Win this and your membership pays for itself. But the real prize this week isn't the cash. Keep reading. 📋 THE CHALLENGE You just got hired again. Meet Diana, owner of a 4-person boutique real estate team in Austin. 60-80 transactions a year, mostly residential, mix of buyers and sellers. 📎 Download the full client brief attached to this post. Short version: She doesn't want software. She wants a system she can teach her team to use in a week. Your job is to build the AI operating system for her team. This isn't one specialist. This is a small team of AI specialists organized into a multi-folder ICM architecture, with a clear handoff protocol between them. 🗂️ WHAT YOU'RE BUILDING Last week was one specialist. This week is a team of them. Required folders: 📍 00_orchestrator/ — The router. Where every request starts. Decides which specialist gets the job. 📍 01_lead_qualifier/ — First contact with new prospects. Captures intent, budget, timeline. 📍 02_property_research/ — Deep research on specific properties or neighborhoods. 📍 03_client_communication/ — Drafts emails, texts, follow-ups in the voice of the agent. 📍 04_transaction_coordinator/ — Handles the deal once it's live. Checklists, deadlines, document tracking. Each folder must include: - 📄 identity.md - 📐 rules.md - 💬 examples.md - 🔗 handoff.md (NEW for Week 4 — how does this folder pass work to another folder?) - Plus a root-level README.md explaining the architecture, the typical flow, and how to onboard a new team member. 🔥 WHY THIS ONE IS DIFFERENT Weeks 1, 2, and 3 were warmups. This is the comp where the work you ship genuinely starts to look like the real thing. The handoff protocol is the test. Anyone can build five folders. The hard part is defining what each one needs from the previous one and what it passes to the next one. That's where multi-agent systems actually live or die.