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News
Google Brings Mechanize???s AI Coding Talent to DeepMind. What Happened to the Reported $1.5 Billion Deal?
18+ hour, 45+ min ago (1654+ words) Google has completed a talent deal with Mechanize, a startup that builds training environments for AI coding agents, according to Business Insider. Mechanize co-founder and former CEO Tamay Besiroglu has joined Google DeepMind as a research scientist. More than a…...
DeepSeek V4.1 Flash vs Qwen3.8-27B: Coding, Vision and Real Cost
3+ day, 9+ hour ago (1068+ words) Qwen3.8-27B completed all eight trials in our small test; DeepSeek V4.1 Flash completed seven and had the lower bill. DeepSeek’s miss was a tool-cursor mistake, while both models passed the coding and chart tasks. We ran four original tasks twice on each…...
Drawing to Editable 3D: Astra + Blender Video Walkthrough
6+ day, 11+ hour ago (1166+ words) The fastest way to get a usable 3D asset is not always to chase a perfect render. It is to create a scene whose parts can still be selected, measured, recoloured, replaced and exported after the first pass. For this test,…...
Drawing to Editable 3D With GPT-6 Astra + Blender
6+ day, 11+ hour ago (995+ words) The fastest way to get a usable 3D asset is not always to chase a perfect render. It is to create a scene whose parts can still be selected, measured, recoloured, replaced and exported after the first pass. For this test,…...
Reproduce the GPT-6 Astra vs Sol Tests
1+ week, 1+ day ago (916+ words) Start by deciding whether you want to inspect a retained artifact or create a new one. Inspecting saved evidence can confirm what the record contains. A new run produces new evidence and needs its own results, even when its prompt…...
Model Economics and Migrations
2+ week, 1+ day ago (409+ words) Kingy topic graph · Model economics and migrations Use observed pricing evidence, workload-level comparisons and implementation guides to understand model cost—and move away from retiring APIs without treating a list price as the whole decision. Evidence boundary: prices, availability and…...
Agent Builder Migration Guide: Agents SDK or ChatGPT Workspace Agents
3+ week, 9+ hour ago (717+ words) Migration verdict: export immediately, then choose one destination based on who must own the runtime. OpenAI has deprecated Agent Builder and scheduled it to shut down on November 30, 2026. The supported paths are the code-first Agents SDK or ChatGPT Workspace Agents…...
OpenCode + Local LLMs: Safe Coding Agent Guide
3+ week, 1+ day ago (1632+ words) Stable OpenCode 1 + Ollama is the primary path. LM Studio and llama.cpp are practical alternatives. OpenCode 2 is treated separately as beta. Downloads: publication-ready PDF · disposable companion lab ZIP This edition was tested on 21 August 2026 with: The test established all of…...