Insights for AI builders
Tutorials, product updates, and ideas to help you build and ship AI applications faster.
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What Is an Agentic OS? The Portable AI Workflow Folder Explained
An agentic OS is a model-agnostic folder of context, skills and memory for AI tools. Here's how it works and why it beats app-locked setups.
How to Run Alpie Seed 9B Locally with llama.cpp
Step-by-step setup for running Alpie Seed 9B GGUF locally with llama.cpp, covering VRAM needs, serving commands, and agent harness hookup.
Alpie Seed 9B Tested: Does It Live Up to Its Benchmarks?
Hands-on tests of Alpie Seed 9B show failed coding, vision, and physics tasks despite benchmark charts claiming it beats 20B and 30B models.
How to Build a Claude Skills and Projects Workflow That Runs Itself
A practical guide to layering Claude prompts, projects, skills, and scheduled tasks into one automated, repeatable workflow.
How to Become a Forward Deployed Engineer: A Practical Guide
A step-by-step guide to becoming a forward deployed engineer: finding businesses, mapping workflows, and deploying AI agents to automate them.
What Is Grok Bot? xAI's AI Teammate Tool, Explained
Grok Bot lets you build AI teammates with identities, tools, and logins. Here's how xAI built it, and how companies actually use it.
MiniMax H3 Image Tested: Text, Editing and Realism Benchmarked
A hands-on review of MiniMax H3 Image across text rendering, multi-image editing, identity preservation, and photorealism tests.
Tracer: The Free Open-Source GUI That Runs Multiple Coding Agents
Tracer is a free open-source app that orchestrates Claude Code, Codex, Cursor and other coding agents in one workspace, on desktop and mobile.
When Will AI Automate AI Research? The Timeline Explained
Why forecasters now think AI could match top AI researchers within a few years, and what that implies for superintelligence timelines.
AI and Math: From Broken Arithmetic to a Millennium Prize Problem
How AI models went from failing basic arithmetic in 2023 to winning IMO gold and solving a Millennium Prize problem by 2025.
DSpine vs DFlash2: Which Speculative Decoding Draft Model Wins?
A hands-on H100 benchmark pits Tencent's DSpine against Z-Lab's DFlash2 on Qwen3.8-27B, comparing real tokens-per-second results.
Edge0-145B Benchmarks: Terminal-Bench, GPQA, HLE, and IFBench Explained
Edge0-145B's NVFP4 build hits 86.5 on Terminal-Bench 2.1. Here's how it stacks up on GPQA-Diamond, HLE, and IFBench, and the NVFP4 vs Q3_K tradeoff.
Edge0-145B: How a 145B-Parameter Model Fits on One RTX 5090
Edge0-145B packs 145 billion parameters into 24GB VRAM using native 4-bit quantization and a sparse MoE design. Here's how it works.
Edge0-145B NVFP4: A 145B Agent Model on One RTX 5090
Edge0-145B is a 145B-parameter sparse MoE model quantized to NVFP4, built to run locally on a single 24GB consumer GPU for agent tasks.
GPT-6 Cyber: Why OpenAI Built an AI It Won't Let You Use
GPT-6 Cyber found hundreds of real exploits and dozens of Firefox bugs, but OpenAI locked it to approved security teams only. Here's why.
Is Google Behind in the AI Coding Agent Race? The Data Says Yes, Sort Of
Google's Gemini 4 Hydrogen, Carbon, and Argon lag Anthropic and OpenAI on coding-agent benchmarks, even as Google wins on price and reach.
Local AI GPU Prices: Is the Hardware Bubble Finally Popping?
High-end GPU prices for local AI are dipping while AMD cards climb. Here's what the latest second-hand market data shows and what it means.
Can Nvidia Keep Its Customers Without Jensen Huang?
Jensen Huang's exit puts Nvidia's CUDA moat, chip financing deals, and political clout to the test. Here's what's actually at risk.
Run Qwen3.8-27B Faster Locally With Speculative Decoding
How to speed up Qwen3.8-27B locally using DSpine or DFlash2 draft models with SGLang, plus VRAM needs and benchmark numbers.
How to Run Zonos 3 Mini TTS Locally on Your Own GPU
Step-by-step look at self-hosting Zyphra's Zonos 3 Mini TTS model locally, covering VRAM needs, architecture, and setup commands.
Software-Only Singularity vs. a Spark: Two Takes on AI Takeoff
What happens once AI automates its own research? A look at the 'software-only singularity' and 'spark' scenarios for AI takeoff speed.
Zonos 3 Mini TTS Review: 43 Languages, Voice Cloning, Hands-On Test
Hands-on testing of Zyphra's Zonos 3 Mini text-to-speech model across a dozen languages, checking voice cloning quality and local GPU requirements.
Claude Fable 5.2's Wildest Demos: Games, Slides, and Videos
Claude Fable 5.2 is generating one-shot 3D games, polished slide decks, and edited videos. Here's a roundup of the best real demos so far.
Claude Fable 5.2: A Real-World Test on a Month-Long Coding Problem
A developer fed Fable 5.2 a month of failed e-ink display attempts. It built a working design on the first try. Here's what that reveals.