I've Spent 1,000+ Hours With Claude Code. Here's What Actually Works.
A tier-ranked breakdown of Claude Code's real features, from a developer who hit the usage limit one too many times.
August 18thHow one developer built an open-source CLI to end the war of competing AI tool memory schemas, and the PREVC workflow that keeps you in the driver seat.
Developers can eliminate incompatible markdown schemas across AI coding tools by using a single .context folder synced to all platforms, paired with the PREVC workflow that requires human review before AI execution at every stage.
AI coding tools each invented their own markdown schema for memory, agents, and skills, leaving developers juggling redundant files across Claude Code, Cursor, Codex, and Gemini. The fix is a single .context folder, managed by an open-source CLI and MCP server, that syncs symlinked agents, docs, plans, and skills into whichever tool you launch, so switching mid-task preserves state. Paired with the PREVC workflow (plan, review, execute, validate, confirm), the system enforces human checkpoints before code is written, replacing the typical "add authentication / 500 lines appear" loop with explicit approval gates. Adopt one folder as the source of truth, prompt the agent to plan before it codes, and you stay the operator instead of AI's copilot.
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Pain named immediately: every AI tool has its own markdown memory schema, creating management chaos for developers using multiple tools.

Introduces ai-coders/context, an open-source project with a single .context folder that syncs to all tools. MIT license. First English video disclaimer.

Demo of .context/agents, .context/docs, .context/plans structure. Quick sync command creates symlinks in Claude Code, Cursor, Codex folders. One change propagates everywhere.

Two install paths: npx @ai-coders/context interactive wizard, or connect the MCP. Both analyze the codebase and generate context-aware agents, docs, plans.

After init, prompt plan [task]. The tool selects which agents to run, which docs to consider, and creates a cross-tool-portable execution workflow with persisted state.

Five-phase structured AI workflow: Plan, Review, Execute, Validate, Confirm. Contrasted against autopilot AI that dumps 500 lines of unwanted code.

Real agent run in Portuguese. Three bugs discovered: TypeScript errors, tech debt, multi-tenancy risk. Three separate PREVC plans generated and linked to the workflow.

Contribution ask: find bugs, write PRs. First English video acknowledgment. MIT license. AICoders channel intro.
The developer who controls the spec controls the build -- PREVC is just that discipline made executable by AI.
“Welcome to the nightmare of markdown files.”
“One place, one folder to rule them out.”
“It is you that should be using AI as your copilot -- not you being the copilot of AI.”
“User: Add authentication. AI: generates 500 lines of code. That is not what I wanted.”
See every word as it's spoken — crank it to 2× and still catch all of it. The same dual-channel trick behind Amazon's Kindle + Audible.
Every AI coding tool wants to own your memory. Claude Code gets CLAUDE.md. Cursor gets .cursorrules. Codex gets its own thing. Vini from Brazil got tired of maintaining them all separately, so he built a single source of truth and a five-step methodology to put humans back in control.
A 5-phase structured AI coding methodology. No code is written until P and R are complete and human-approved. Forces spec-before-code discipline. Portable via the .context memory file.
Single source of truth for all AI tool context. Sync command creates symlinks in each tool expected location. Change once, propagate everywhere.
“Next step here is for you to help me to validate that tool, to find bugs, to write pull requests, to help us to fix this problem so our lives become better.”
Soft community ask -- no subscribe push, no link card. Contribution-first CTA works well for OSS audiences.
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07:38A tier-ranked breakdown of Claude Code's real features, from a developer who hit the usage limit one too many times.
August 18thSeven escalating techniques that take a Claude Code website from a 3-out-of-100 chatbot draft to a one-shot design worth stealing.
July 5thA 23-minute end-to-end guide to making AI-edited video from natural language -- no timeline, no drag-and-drop, just HTML rendered locally.
June 23rdA five-level walkthrough of Claude Design 2.0 — from branded slide generation to escaping credit limits entirely with a local open-source alternative.
June 28thA Stanford-adjunct framework for treating every Claude Code workflow as a graph you can redesign, not a prompt you keep tweaking.
August 20thTwo five-minute configuration changes, a custom output style and an on-demand skill, turn Opus 5's dense jargon and wall-of-text replies into plain, scannable answers.
August 14th