AI Models & Industry ·
What Did GPT-6 Astra Do With Raw Model Weights? Results
Astra identified games from raw weights, fixed a stuck car by editing 3.5% of a network, and wrote Atari networks from scratch. Here are the numbers and limits.
By role
AI for Engineering
How engineers use AI, how to do it well, and what it means for your job. Written for people who ship and run the software, not people who build models.
458 articles · Updated Nov 13, 2026
Local AI ·
How Good Is Tencent Hy4 at Long Agentic Tasks? Hands-On Tests
Tencent's Hy4 was tested on a sketch-to-Blender scene, a multi-agent IPO report with a planted error, and 82-language output. Results and caveats.
Local AI ·
How to Run Qwen3.5-4B GLB 3D Coder Locally and Use It in Godot
Run CCORE's Qwen3.5-4B GLB 3D Coder locally from a GGUF, set the sampling and system prompt, then export Three.js scenes as GLB files for Godot.
Qwen3.5-4B GLB 3D Codertext to 3D GLB modelThree.js GLB export
AI Coding Tools ·
How to Install and Use Taste Skill 2.1 for AI-Built Websites
Taste Skill 2.1 gives coding agents 20 design directions, public-domain photos and a browser inspector. Here is how to install it and where it falls short.
Taste SkillTaste Skill 2.1design-taste-frontend
AI Pricing & Costs ·
How Much Does Cline Pass Cost and What Does It Include?
Cline Pass is a flat monthly plan with 2-5x API rate limits on open models like Kimi K3.1 Pro and GLM 5.3. Models, limit windows, and Cline Desktop features.
Cline Pass pricingCline PassCline Desktop
AI Models & Industry ·
Tencent Open-Source World Model vs Genie 4: Can You Run It?
Tencent's open-weight world model claims Genie 4-style interactive generation on one consumer GPU, with minute-long keyboard steering. How it compares.
Tencent world modelGenie 4 open source alternativeopen-source world model
AI Models & Industry ·
What Is a Looped Transformer? NVIDIA Dory Explained
A looped transformer reruns a shared block of layers per token to gain depth without more weights. Here is how NVIDIA's Dory does it, and what it costs.
AI Coding Tools ·
How Do You Use Codex as an AI Operating System for Business?
Learn how one creator set up Codex as a business OS: persistent project context, reusable skills, plugins, sub-agents, schedules and phone voice control.
Codex AI operating systemCodex skillsCodex plugins
Local AI ·
How Do You Run NVIDIA Dory Locally? Loops, KV Cache, Formats
Run NVIDIA's 3.97B Dory looped model locally: pick a loop count in vLLM, choose per-loop or last-loop KV cache, and pick BF16, MXFP8, NVFP4 or GGUF.
run Dory locallyNVIDIA Dory vLLMDory GGUF
Local AI ·
Frontier vs Open-Weight Model: How to Decide With Step-Down Tests
How to decide if you can replace a frontier model with a self-hosted open-weight one: build a swap layer, step down generation by generation, then fine-tune.
choose LLM for businessopen-weight vs frontier modelself-host open-weight model
Local AI ·
How to Run MOSS-Image 5B Locally in ComfyUI (VRAM, Setup)
Install the 5B MOSS-Image text-to-image model in ComfyUI: where the files go, the node setting that matters, about 28 GB VRAM use and layout mode.
MOSS-ImageMOSS-Image ComfyUIrun MOSS-Image locally
AI Coding Tools ·
How Do Panda Code Agent Teams Work? Cheap, Balanced, Best
Set up Panda Code agent teams: cheap, balanced and best modes, router-first dispatch, retries, harness failover, model pauses and the S-to-D tier list.
Panda Code agent teamsPanda Orchestratormulti-agent coding workflow
Local AI ·
How to Install Mesh LLM and Pool GPUs Across Machines
Install Mesh LLM with Docker, start a node with a Gemma model, edit and validate config, and use one OpenAI-compatible API across pooled GPUs.
Mesh LLMpool GPUs across machinesOpenAI compatible API local
AI Coding Tools ·
How Do You Stop Deferring to Your Coding Agent's Plans?
Anthropic's study found analysts followed their agent's lean 86% of the time. Here are three planning fixes for Claude Code and Codex.
coding agent planningClaude Code planningAI disempowerment
Local AI ·
How to Run SenseNova-Loop-9B-Preview: Setup and Serving
Run SenseNova-Loop-9B-Preview with Transformers 5.18, LightLLM or an SGLang PR build: environment, BF16 loading, thinking mode, MTP and fine-tuning commands.
SenseNova-Loop-9B-Previewrun SenseNova Loop locallySenseNova Loop SGLang
AI Models & Industry ·
How Does SenseNova-Loop Get More Depth Without More Parameters?
SenseNova-Loop-9B-Preview reuses 24 layers twice for 56 layer executions from 32 stored layers, with two-stream mHC and 3:1 linear-to-full attention.
AI Agents & Automation ·
Which AI Agent for What? Muse, Dots, Duet, Grokbot, Instinct
Compare personal AI agents Dots, Muse, Duet, Grokbot and Instinct by task: coding, shopping, travel, proactive alerts, plus website access limits.
Local AI ·
MOSS-Image Review: Layout Control and Text Rendering Tested
Hands-on MOSS-Image results: bounding-box layout control, English, Chinese and Urdu text, plus portraits and landscapes from many regions.
MOSS-Image reviewMOSS-Image testAI image layout control
AI Models & Industry ·
What Are Subvocal's Silent-Speech Glasses and Do They Work?
Subvocal's radar-based glasses claim to turn silent mouthing into text at 200+ wpm for $499 pre-order. Here is how they work and what remains unproven.
Subvocal glassessilent speech glassessubvocalization wearable
AI Models & Industry ·
Will Websites Block Your AI Agent? Three Zones of Access
Banks, hotels and schools are deciding how AI agents get in. How signed agents, Visa and Bill, Stripe and Google AP2 shape which sites your agent can use.
AI agents website accessCloudflare signed agentsagent payments protocol
AI Models & Industry ·
How Is LFM3's Tri-Hybrid Architecture Built and Trained?
How Liquid AI built LFM3-1.7B-Base: 13 gated short convolutions, 5 sliding-window and 6 global attention layers, and a 22T-token recipe to 256K context.
LFM3 architecturetri-hybrid modelgated short convolution
Local AI ·
LFM3-1.7B-Base: Specs, Memory Needs and Fine-Tuning Guide
Liquid AI's LFM3-1.7B-Base is a 1.73B model with 256K context that takes about 1 GB at 4-bit. Specs, inference code, thinking toggle and fine-tuning with TRL.
LFM3-1.7B-BaseLiquid AI LFM3LFM3 fine-tuning
Local AI ·
How to Run DeepSeek and Qwen on One GPU With Colibri 2.1
Colibri 2.1 runs large MoE models on one GPU by spreading experts across VRAM, RAM and disk. See the install flow, GGUF import, expert map and profiling tab.
Colibri 2.1run DeepSeek locallyGGUF import
Local AI ·
Why Did Open Models Fall 12 Points Behind in Index v5?
Artificial Analysis Intelligence Index v5 uses 60% private tests and harder agentic coding. The open-model gap grew from 3 to 12 points. Here is what it means.
Artificial Analysis Intelligence Index v5open models vs closed modelsFrontier Code 2