Insights for AI builders
Tutorials, product updates, and ideas to help you build and ship AI applications faster.
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OpenAI Found a Hidden Recording Device in Its Offices. Here's What It Means
A hidden recording device was found taped behind a TV in an OpenAI meeting room, raising fresh questions about AI corporate espionage.
How to Run LFM2.5-24B-A2B Locally on Mac or GPU
Run LiquidAI's LFM2.5-24B-A2B locally via GGUF, MLX, or vLLM. Setup steps, hardware needs, and real throughput numbers from Liquid's own benchmarks.
Running 120B+ LLMs Locally on the RTX Spark Laptop: Real Numbers
Benchmarks for running GPT-OSS-120B and Qwen locally on the RTX Spark laptop via Llama.cpp, WSL, and vLLM, with real tokens-per-second data.
Why Do AI Agents Need Their Own Identity Instead of Shared Logins?
AI agents using shared logins have deleted production databases by accident. Here's how zero-trust identity stops that from happening.
Tencent's Hy-Memory-30B-A3B: A Small Model Built Just to Write Memory
Tencent's Hy-Memory-30B-A3B beats Claude Opus 5 and DeepSeek V4.1 Flash on memory-writing benchmarks. Here's how it works and why it matters.
Tencent's Hy-Memory-30B-A3B: A Model Built Just to Write Memory
Tencent's Hy-Memory-30B-A3B is a dedicated memory-writer model that outperforms general LLMs inside Mem0, MemOS and Hy-Memory frameworks.
AI Cybersecurity Risk: A Practical Prep Checklist for 2025
A grounded checklist for AI-era infrastructure risk: food, water, cash, first aid, local LLMs, and multi-factor authentication explained.
How to Prepare Your Career for AI Job Automation in 2 Years
A practical guide to AI job disruption: build a personal AI eval, shift toward owning assets, and protect your income before automation hits.
ByteDance Omnihuman 2.0: What the New AI Avatar Model Can Actually Do
ByteDance's Omnihuman 2.0 adds camera movement and emotion to AI avatar lip-sync video. Here's what it can do and where it still falls short.
ByteDance's New World Model Can Retrack Cameras in Real Film Footage
ByteDance demoed an unnamed world model that retracks cameras in real film scenes and lets users prompt objects into a scene. Here's what it does.
Claude Code 3.0: What Nested Sessions and Idle Compaction Actually Do
Anthropic's Claude Code update adds nested sessions, idle compaction, and follow-up suggestions. Here's how the parallel workflow works and where it breaks.
Claude Code Parallel Sessions Are Great. They Will Also Burn Your Quota Fast
Claude Code's new parallel and nested sessions speed up coding, but they multiply usage. Here's what that means for Pro vs Max plan limits.
Grok Voice 3.0 Pricing: API Cost Per Minute and Per Task Explained
Grok Voice 3.0 charges $0.08 per minute and $0.025 per task, undercutting GPT Live and GPT Realtime. Here's the full cost breakdown.
Grok Voice 3.0: Is It Really the Smartest Speech-to-Speech AI?
xAI says Grok Voice 3.0 beats GPT Realtime and Gemini Live on voice benchmarks. Here's what the numbers and demos actually show.
Krea 3 Hands-On: A Fast AI Image Editor, Not a Generator
Krea 3 arrives five months after Krea 2 as a precise, fast AI image editor. Here's how its edit mode, outfit swaps, and limits actually hold up.
Kylon: How to Build a Multiplayer Workspace for AI Agents
Kylon puts humans and AI agents like Claude Code and Codex in shared Slack-style channels. Here's how the setup and workflow actually work.
Kylon Pricing Explained: How Workspace Credits Actually Work
Kylon bills per workspace, not per seat. Here's how its credit system, agent tiers, and bring-your-own-subscription model affect what you pay.
How to Deploy Ling-3.1-flash with SGLang and vLLM
A practical guide to self-hosting InclusionAI's Ling-3.1-flash MoE model with SGLang or vLLM, covering GPU requirements and server commands.
Ling-3.1-flash: Inside InclusionAI's 560B Hybrid Reasoning MoE Model
Ling-3.1-flash is InclusionAI's 560B/25B-active hybrid-linear MoE model with a 1M-token context window. Specs, architecture, benchmarks explained.
REA Case Studies: How Devs Reverse-Engineered QuickBooks and Notion
How developers used the REA tool to study QuickBooks Desktop and Notion's clipboard system, then built independent apps from what they learned.
Sam Altman Said Accept 'Bad Things' From AI. Here's the Full Context
Sam Altman told Politico the world should accept some bad things from AI. Here's the full quote, the backlash, and why trust in AI is eroding.
Ternary Bonsai 2 9B Tested: How Much Does 2-Bit Quantization Cost You?
Hands-on tests of the 2-bit ternary Bonsai 2 9B model across coding, multilingual, reasoning, and vision tasks reveal where quality actually breaks down.
Ternary Bonsai 2 9B GGUF: Run a 2.4GB Vision Model Locally
Prism ML's ternary Bonsai 2 9B shrinks Qwen 3.5 9B to a 2.4GB GGUF file. Here's how it runs on llama.cpp and how well it actually performs.
Agent Native: Build Apps Your AI Agent Can Actually Edit With You
Agent Native is an open-source TypeScript framework for apps where AI agents and humans edit the same live interface. Here's how it works.