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ai deep-dive

Uncle Bob Doesn't Read His Agents' Code: What He Runs Instead of Code Review

Uncle Bob's 4.18M-view post of 2026/7/23 isn't a manifesto — it's a reply to an engineer who started in 1983 asking whether needing to understand code psychologically makes him old-fashioned. And he doesn't skip the code entirely: his 6/1 four-stage pipeline post says 'I spot check the code,' with thresholds of crap ≤ 6 (convention is 30) and mutation runs that kill all survivors. Plus a breakdown of his open-sourced Acceptance-Pipeline-Specification and the three metric blind spots Grady Booch names.

ai deep-dive

Loop Engineering: When AI No Longer Needs You to Write Prompts

Loop Engineering is the practice of designing systems that automatically prompt AI agents, rather than prompting them manually. Boris Cherny runs hundreds of agents, Addy Osmani coined the term, and Blake Crosley identified verification cost as the real bottleneck — this article covers primary sources, the five building blocks, applicability boundaries, and criticisms.

ai project

Qwen (Tongyi Qianwen): Alibaba's Open-Source LLM Family, from 72B to 397B — A Complete Evolution Overview

Qwen (Tongyi Qianwen) is Alibaba's open-source LLM family, known for its Apache 2.0 license, 201-language coverage, and rapid iteration. The latest Qwen3.6 (2026/04) focuses on Agentic Coding — the 27B Dense version achieves 77.2% on SWE-bench and 59.3% on Terminal-Bench 2.0, on par with Claude Opus. A new Thinking Preservation feature lets agents retain reasoning context across turns.

OpenAI Wrote 1 Million Lines of Code with Codex: Harness Engineering in Practice

An OpenAI internal team spent 5 months with 3 people and 0 lines of hand-written code, delivering a complete product using Codex. This article distills their core lessons on AGENTS.md design, repo-local knowledge bases, architecture enforcement, and entropy management.

ai guide

A Book Written by AI Itself, Teaching You How to Build Software with AI

Encyclopedia of Agentic Coding Patterns catalogues 190 patterns to help you make the right software decisions in the age of AI-written code — and the book itself is autonomously written and maintained by an AI agent.

From Stripe to Meta: How Silicon Valley's Top Companies Replace Keyboards with AI Agents

Top Silicon Valley companies are independently building internal AI coding agents that automate everything from a Slack message to a merged PR. This article deep-dives into architectures from Stripe, Ramp, Coinbase, and Spotify, then expands to cover Google, Meta, Amazon, Uber, Goldman Sachs, Walmart, and more.