Ai

An AI-powered platform that prepares students for Codeforces, ICPC, and national olympiads using Socratic method — not by giving answers, but by teaching how to think.

Sequoia’s ‘services are the new software’ frames autopilot startups as the next $1T category — useful as a snapshot, misleading as a strategy. The main read: an early autopilot startup is structurally the same organism as the agentic solo engineer, just in a different legal wrapper, which rewrites the solo engineer’s career map. Two shorter angles follow: the copilot/autopilot border is a moving line, not two markets; and the ‘$1 software : $6 services’ arithmetic is a vanishing arbitrage, not a stable model.

Some management teams are formally alive — meetings, plans, approvals — and functionally dead. In 2026, with the industry rewiring around AI-native and an economic crunch on top, that’s no longer ‘inefficient’ — it’s a 12-month trajectory to bankruptcy. Eight signs from one planning meeting, the contrast with a live team, and what to do if you’re on one.

An honest look at which existing roles transform best into Agentic solo engineers, the four competency axes that define the role, and a week-by-week plan for the two strongest starting backgrounds. Plus the one thing background can’t predict.

AI dev tooling crossed a threshold in 2026. Some engineers quietly ship what used to take a team — and the market can’t tell who they are. A two-sided look at the gap: developers facing a profession without a curriculum, and companies that can’t recognize the practitioners they need.

Working with multiple AI agents isn’t ‘developer plus a faster tool.’ It’s a role change under a fixed job title. Notes from 20 years in tech on what’s actually happening cognitively, why it’s not burnout, and what to do.

What three months of AI tutoring taught me about pedagogy, LLM limitations, and why I turned a personal experiment into a product.

How I replaced a $600/month API setup with a reproducible VSCode dev container running Claude Code — and why it works better for teaching.

One tutoring session cost $20 in API fees. Here’s why, and what I’m doing about it.

How a 20-year tech veteran set up an AI tutor on Discord to teach his child competitive programming — and what happened on day one.