Insights for AI builders
Tutorials, product updates, and ideas to help you build and ship AI applications faster.
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Can One AI Lab 'Melt' Everyone Else's GPUs? Inside the Endgame Debate
Sam Altman reportedly floated a scenario where one AI lab disables rivals' hardware. Here's what recursive self-improvement and "pivotal acts" mean.
How to Become a Solopreneur Using Claude Code
A practical playbook for using Claude Code to build small business tools, land clients, and run a one-person AI business.
Which Mac Should You Buy for Running AI Agents?
A buying guide to Mac mini, Mac Studio, and MacBook configs for AI coding agents, with the memory and storage math buyers skip.
Claude Code Pricing: What It Actually Costs to Start a Solo AI Business
Claude Code starts around $20/month. Here's what that tier gets you and why it's enough to start building paid client projects solo.
Control Your Smart TV With a Free Local AI Agent (No Cloud Needed)
Learn how to enable developer mode on LG and Android TVs and connect a free local AI agent (Hermes + Ollama) to control them over IP.
Diffusion LLMs vs Autoregressive Models: What's the Difference?
Diffusion language models generate text in parallel passes instead of one token at a time. Here's how that changes speed, cost, and design.
How to Build a Self-Improving AI Agent Harness with LangChain
How LangChain's Managed Deep Agents let production agents log mistakes, escalate uncertainty, and rewrite their own rules over time.
LangSmith and Managed Deep Agents: What Do They Actually Cost?
A grounded look at LangSmith and LangChain's Managed Deep Agents platform, what they're for, and what's known (and not known) about pricing.
Why Is My Mac Slow? AI Coding Agents May Be Eating Memory
AI coding agents quietly hog Mac memory and storage. Here's how to diagnose the mess with Activity Monitor and clean it up safely.
Mercury 3 Pricing: API Costs, Discounts, and Where to Access It
Mercury 3's per-token pricing, launch discount, context window, and where to try Inception's diffusion LLM, including OpenRouter and Vercel.
Mercury Decide: Inception's Fast AI Decision Model Explained
Mercury Decide is a diffusion-based AI decision model that gives instant yes/no judgments with confidence scores, now with vision support.
Nemotron 3.5 Super VL: NVIDIA's Vision Model Put Through Real Bugs
NVIDIA's open-weight Nemotron 3.5 Super VL vision-language model tested on bug fixing, translation, circuit diagrams, and creative coding.
NVIDIA Dory1.0-4B Benchmarks: Looping vs Qwen3.5 and Gemma 4
NVIDIA's Dory1.0-4B scales accuracy by looping, not parameters. Here's how its 1, 2, and 4-loop scores compare to bigger rivals.
Ornith-1.5 122B Benchmarks: How It Stacks Up on Coding and Agentic Tests
Ornith-1.5 122B's own benchmark tables versus Qwen3.8, Nemotron 3.5 Super, DeepSeek-V4-Flash, and Beam on SWE-bench, TerminalBench, and more.
How to Run Ornith-1.5 122B Locally with llama.cpp
A hands-on guide to serving Ornith-1.5 122B locally via llama.cpp, covering GGUF quant choices, VRAM tradeoffs, and real coding tests.
Ornith-1.5 122B Tested: Vision, Coding, and Reasoning Up Close
Hands-on tests of Ornith-1.5 122B cover image recognition, single-file HTML animation, social reasoning, and translation across 80 languages.
Panda Code: A Free Open-Source GUI for Managing AI Coding Agents
Panda Code is a free, open-source desktop app that runs Claude Code, Codex, GLM, and other coding agents in one lightweight window.
Panda Code vs Terminal: Is It Worth Switching for AI Coding Agents?
Panda Code puts Claude Code, Codex, and other agents in one lightweight GUI. Here's how it compares to terminals and rival T3 Code.
Perplexity's Hybrid Compute: How It Keeps Private Files Off the Cloud
Perplexity's hybrid compute uses a local Privacy Gate to keep sensitive files on your Mac while sending other tasks to cloud models.
How to Run Hy-Memory-30B-A3B Locally with vLLM
Step-by-step guide to deploying Tencent's Hy-Memory-30B-A3B memory writer locally with vLLM and its OpenAI-compatible API.
Perplexity Hybrid Compute: Which Mac Runs Which Local Model?
Perplexity's hybrid compute keeps private files on your Mac. Here's which local models (Gemma, Qwen, Perplexity's own) run on 16GB, 32GB, and 128GB Macs.
Sam Altman's Three AI Endgames: Watchdog, Merger, or One Winner
Sam Altman reportedly told OpenAI staff AI safety ends one of three ways: a global watchdog, a lab merger, or one company dominating all others.
7 Best AI Tools for Running a Business in 2026
A grounded look at seven AI tools for business automation in 2026, covering coding agents, model routing, VPS hosting, and workflow bots.
Cache Tax for Claude Code: Does Keeping Chats Warm Actually Save Money?
A grounded look at the Cache Tax Claude Code mod, how prompt caching works, and when keeping conversations warm genuinely cuts cost.