Does code quality still matter?

Typed Graphs, Checked Types: Graph as Code for Agentic Engineering and Data Quality

Agents write faster than humans can review. Typed graphs check every write, checked queries validate every question, and branches keep the human where true is decided.

API pricing vs subscription: what my month of Codex would cost on the API

I priced 30 days of my real Codex usage at API rates. A $100 plan covered $745 of API-equivalent work. Here's the math, the script to run on your own logs, and when the API still wins.

Red Flags to Watch for When Choosing Between AI Pentesting Vendors

Choosing between AI pentesting vendors requires looking past marketing labels like 'autonomous' or 'agentic' because the underlying systems vary widely. A Stanford-led study ran different AI agent frameworks against a live 8,000-host network and found that between 55% and 82% of reported findings were confirmed as real vulnerabilities. Swapping only the underlying model moved one framework's valid finding rate from 57% to 80%, yet that same framework still scored lowest overall since its findings stayed shallow. On a CTF-style benchmark two frameworks scored near-identically (48.6% vs 45.9%), but on the live network one scored nearly three times higher on severity and complexity. Buyers should demand proof of exploitation, real-network results, clear safety controls, data handling answers and clarity on what 'continuous' actually means.

How many engineers does it take to build a social network?

I built and launched Pollzy on iOS and Android as a solo developer, despite having never built a mobile app before.

I Can Fix the Bug. I Can’t Fix the Fear of Becoming Irrelevant.

I Can Fix the Bug. I Can’t Fix the Fear of Becoming Irrelevant. The quiet career anxiety of being a software professional in the age of AI. You close your laptop after a long day. You solved a …

GTA.js, a reimplementation of the 1997 Grand Theft Auto engine in JavaScript and WebGL

Dự án GTA.js tái tạo lại engine của game Grand Theft Auto năm 1997 bằng JavaScript và WebGL, có thể chơi tại gtajs.wtf. Đây là bản reimplement chứ không phải emulator, nên một số vật lý và animation khác với bản gốc, nhưng engine nhiệm vụ chính xác dựa trên tài liệu mtd.doc. Tác giả sử dụng Gemini AI để triển khai hầu hết các tính năng, tham khảo tài liệu mở, ghi chú cộng đồng và trí nhớ cá nhân về game. Hiện tại game đã chơi được nhưng cảnh sát (cops) vẫn chưa được implement.

Lập trình viên nên đọc bài này để khám phá cách tái tạo lại engine game cổ bằng JavaScript và WebGL từ con số không.

RAG vs. Vectorless RAG, clearly explained!

...explained visually (with tradeoffs in production).

Everyone Is Building AI to Replace Developers. Nobody Is Building the Plan for What Comes After.

Quick game. Open the launch post for any AI coding tool and count the verbs. Generates. Refactors.... Tagged with discuss, ai, programming, career.