Insights for AI builders
Tutorials, product updates, and ideas to help you build and ship AI applications faster.
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AI Agent Productivity: 4 Principles to Avoid Productivity Theater
Four practical principles for managing AI agents without drowning in productivity theater, from attention budgets to knowing when to stop.
AI World Models vs Video Generators: What Genie 4 Changes
Genie 4 lets you explore AI worlds in real time instead of just watching a clip. Here's how world models differ from tools like Veo.
How to Run Carbon-X Locally for DNA Analysis on One GPU
A setup guide for self-hosting Carbon-X, the 14.8B DNA language model, on a single 80GB GPU using vLLM or Transformers for local inference.
When to Fold Sub-Agents Into Your Main Claude Code Agent
Anthropic's new guidance explains when multi-agent setups help vs hurt, and when folding sub-agents into one main loop wins instead.
DeepSeek Banned From US Federal Systems: What's Actually Covered
DHS ordered DeepSeek purged from federal civilian systems, including third-party tools built on it. Here's what the order covers and who it affects.
Genie 4 Access: Is It Free and How to Get Off the Waitlist
Google's Genie 4 world model is live as an experiment. Here's what's known about waitlist access, pricing, and when wider rollout might happen.
Google Genie 4: Hands-On With the New AI World Model
Google's Genie 4 generates interactive, explorable video worlds in real time. Here's how it works, what it gets wrong, and why it matters.
What Is Grokbot? xAI's Persistent Cloud AI Agent Explained
Grokbot turns Grok into an always-on cloud agent with its own browser and terminal. Here's how it works and what bundling it means for users.
How to Build a Multi-Agent Worker Team in Panda Code
A practical guide to Panda Code's architect/worker team mode: assigning models per worker, scoping files, chaining tasks, and when to skip it.
How to Build a Full Game With ChatGPT, Claude, and AI Agents
A practical guide to building a complete game with ChatGPT Codex, Claude, and AI agents, covering code, art, testing, and hosting.
How to Host an AI Project on a VPS: A Step-by-Step Guide
A practical walkthrough for deploying an AI-built app or agent to a VPS, covering plan choice, OS setup, security, and common pitfalls.
Dell XPS 13 vs MacBook Neo: Which Is Better for Developers?
Hands-on dev benchmarks compare Intel's Core Ultra XPS 13 and Apple's A18 Pro MacBook Neo on compiling, local LLM inference, and battery.
LFM3-1.7B Benchmarks: A 1.7B Model Built for Agentic Tool Use
LFM3-1.7B is a 1.7B-parameter model from Liquid AI tuned for agentic tool calling and local deployment. Here's what it is and who it's for.
LFM3-1.7B Tested: Liquid AI's Tiny Local Agent Model, Where It Fails
Hands-on test of Liquid AI's LFM3-1.7B for tool calling, JSON extraction, and coding, run locally in about 1GB of memory.
Liquid AI's LFM3 Family: Text, Vision, Audio, Omni and Decision Models
Liquid AI shipped a full LFM3 lineup in one day, covering text, vision, audio, omni and decision models. Here's what's actually in the release.
LiquidAI LFM3-1.7B: A Local Agent Model That Fits on a Phone
LFM3-1.7B is a 1.73B-parameter edge model running in ~1GB at 4-bit, built for on-device agents, tool calling, and fine-tuning.
LiquidAI LFM3-1.7B: A 1GB Local AI Model Built for Agents
LFM3-1.7B is LiquidAI's tri-hybrid model that runs in about 1GB at 4-bit. Here's how it works and how to run it locally.
Is OpenBot Free? Pricing, Hosted Servers, and License Explained
OpenBot's desktop app is free under PolyForm Noncommercial. Here's what it costs to run, what hosted servers add, and who needs a commercial license.
How to Run Carbon-X Locally for DNA Variant Analysis
Carbon-X is a 14.8B open DNA language model that fits on one 80GB GPU. Here's how to set it up with vLLM or Transformers.
Running Local LLMs on 8GB RAM Laptops: What's Actually Possible
What quantized Qwen 3 models can realistically do on 8GB-RAM laptops with llama.cpp, based on real token speed and memory tests.
How to Sell Claude-Based AI Automation Systems to Businesses
Four real Claude-powered automation systems sold for $2,000 to $15,000, with pricing logic and pitching strategies for AI builders.
How to Run Baidu's Unlimited OCR 2 Locally for Document Parsing
Baidu's Unlimited OCR 2 parses long documents locally with SR-SWA attention. Here's how installation, VRAM use, and real tests actually hold up.
Unlimited OCR 2 Benchmarks: Where Baidu's Model Wins and Fails
Unlimited OCR 2 benchmark results on MP-DocBench and Marathon-DocBench, tested on handwriting, mixed languages, old prints, and 100-page documents.
Anthropic's S-1: What the IPO Filing Reveals About Its Business
Anthropic's S-1 filing shows 900% net revenue retention and a self-reinforcing AI strategy, alongside the safety contradictions it raises.