How Software Engineering Is Changing: A Tale Of Two Eras

Engineer Neil Kakkar says he merged 11 times as many pull requests at AI-native startup Tano as at PostHog, while describing new workflow costs.

Jill Hazelbaker Named To Head Corporate Affairs At OpenAI

OpenAI appointed Jill Hazelbaker as chief corporate affairs officer, but has not disclosed her start date, remit or reporting line.

StateBench Puts Language Models To The Test On Long-Document State Changes

StateBench tests four kinds of information updates. Hugging Face reports that harder state-tracking tasks challenge models as inputs grow longer.

AI Repairs AI: GPT-6 Astra’s Loop Fix In Another Model’s Weights

A November 2 research blog reports that GPT-6 Astra edited two Qwen3.5-0.8B layers, raising MATH-500 accuracy while many answers still looped.

Why A 1-In-5 Pass Rate Still Puts Z.ai’s Legal AI Near The Top

Z.ai’s legal model passed every rubric criterion on 19.2% of Harvey benchmark tasks, ranking seventh among 81 models on Vals AI’s leaderboard.

Same AI Model, Different Results: Understanding CUGA, Hermes, And Deep Agents

IBM reports CUGA completed 73 of 90 AppWorld tasks, ahead of Hermes and Deep Agents using the same model. The test does not establish a general ranking.

When Not If: Coinbase Chief Sees Quantum, Not AI As The Biggest Threat To Crypto

Brian Armstrong says quantum computing is a greater long-term crypto security threat than AI. Coinbase is working on custody protections as networks weigh upgrades.

A New Wage Board Amid Protests: Bangladesh’s Garment Sector Explained

Bangladesh named a six-member garment wage board as protests disrupted 529 factories. Workers are seeking 30,000 taka a month; no meeting date is set.

From Farm Labor To Artificial Intelligence: How Work Evolves

A historical account traces how tools, fertilizer and crop breeding reduced agriculture’s share of work, while food production grew.

PATEO Brings Nemotron And Doubao Together For In-Vehicle AI

A Yahoo Finance headline links PATEO’s AI Box with NVIDIA DRIVE AGX Thor, Nemotron and ByteDance Doubao, but gives no launch or product details.