Ege Vusal Chelebi · AI Engineering Blog

20 Jul 2026

AI made generating text free. Understanding got more expensive. What 44 papers say about the gap, and the loop that closes it.

11 Jul 2026

Google's Open Knowledge Format names a lesson I learned when multiple agents began writing to the same repo. Portable files are not enough. A second brain compounds only when every writer shares a

5 Jul 2026

I reset my Mac and rebuilt my agent-native development environment from zero. What survived is small. A git repo, one memo every agent reads at session start, and a discipline about context. Less

3 Jul 2026

Vaulted is a local-first .env and secrets manager that keeps ciphertext on your machine and injects plaintext into your app through one hardened Rust path. It is MCP-native, so a coding agent can run

28 Jun 2026

For thirty years a project tracker was a thing a person kept in sync by hand. That busywork is your agents' job now, and they need a durable environment to do it in, not a chat window that forgets.

9 Jun 2026

Folio is a meeting recorder for macOS that runs Whisper and pyannote on-device, labels every speaker, and writes Markdown to your vault. No cloud, no telemetry, no audio leaving your Mac. Here is how

17 May 2026

5% of enterprise AI projects deliver value. The number has not moved through three generations of frontier models. The operational layer is the moat, and context engineering is the discipline that

9 May 2026

meclis. Three named thinkers arguing in your browser. The consulting bundle, unbundled.

24 Apr 2026

Why AI memory is a compounding problem, not a retrieval problem. Files beat databases.

20 Apr 2026

An agent watching video should default to listening, and only open its eyes when audio admits it missed something.