The AI Engineering from Scratch curriculum advertises about 320 hours. Its own roadmap phases add up to 1,094.5, with capstones alone claiming 620.
Hands-on experience with AI, self-hosting, Linux, and the developer tools Botmonster actually uses
Best AI text tools 2026
Best AI text tools 2026 for drafting, summarizing, grammar, and translation. Which free tiers finish a real job and which stop you at the paywall.
Neon gives every pull request its own Postgres copy
Neon branches isolate a full Postgres instance per PR in one second via copy-on-write. Disposable like Git. No shared staging, no data collisions.
Build a serverless API on SQLite with Cloudflare D1
Cloudflare D1 makes SQLite serverless at the edge. Covers Wrangler setup, building a CRUD REST API in a Worker, and the real 2026 free-tier limits.
Caveman AI skill claimed 65% savings, JetBrains got 8.5%
Caveman AI skill token savings measured 8.5%, not the advertised 65%. JetBrains benchmarked 86 paired tasks, and the v2 rebuild compresses input.
Openship deploys your apps and holds your Docker socket
Openship self-hosted deployment platform gives you push-to-deploy, TLS, and backups on your own box. The API container mounts the host Docker socket.






