Most of us are stuck on the prompt treadmill - manually tweaking instructions that break every time the task shifts. This post
lays out an architecture where the AI agent grades its own work, rewrites its own prompts, builds its own tools, and rolls back
when things get worse. Every idea is backed by published research. No jargon, just the blueprint.
Mar 1, 2026
15 min read
A practical deep-dive into the algorithms powering modern AI agents - from Chain-of-Thought to automated workflow discovery. Each algorithm is explained with flow diagrams, simple examples, and Python pseudocode
Feb 23, 2026
28 min read
How the rise of AI-assisted development is redefining what it means to be a good developer.
Feb 17, 2026
7 min read
You're copying the same agents into every new workflow. There's a better way. A self-organizing architecture with RAG-based discovery, reputation scores, budget-aware planning, and dynamic composition that solves problems nobody anticipated.
Feb 14, 2026
26 min read
After 13 years in software engineering, I'm writing to the version of me who just completed his first year. You won't listen to all of this, and that's okay. But someday, you'll come back to this letter and smile.
Feb 13, 2026
4 min read
Kubepath is a free CLI that teaches Kubernetes by making you fix real broken deployments. 38 CKAD-aligned chapters, AI hints, and gamification. No videos, just hands-on practice.
Jan 26, 2026
5 min read
Kubepath is a free CLI that teaches Kubernetes by making you fix real broken deployments. 38 CKAD-aligned chapters, AI hints, and gamification. No videos, just hands-on practice.
Jan 26, 2026
5 min read