Insights for AI builders
Tutorials, product updates, and ideas to help you build and ship AI applications faster.
Subscribe via RSS
GPT-6 Astra vs Fable 5.1: Which AI Wins Real Business Tasks?
A hands-on comparison of GPT-6 Astra and Fable 5.1 across presentations, taxes, and email audits, with time and cost breakdowns for each.
When AI Agents Talk to Each Other, Who's Actually in Charge?
Autonomous AI agents are starting to message each other without human oversight. Here's what that means for trust, management, and office work.
Nvidia PAIR: How to Route Local AI Across Multiple Home Machines
Nvidia PAIR is a free open-source router that spreads Ollama and LM Studio requests across GPUs on your home network. Here's how it works.
NVIDIA SkillSpector: How to Scan AI Agent Skills for Malware
NVIDIA SkillSpector scans AI agent skills for prompt injection and credential theft before your agent runs them. Here's how it works.
OmegaClaw Install Guide: SingularityNET's Symbolic Reasoning AI Agent
How to install OmegaClaw via Docker, connect it over IRC, and test its symbolic reasoning layer and persistent memory hands-on.
OpenAI's Alien Minds Paper: What It Says About RSI and Alignment
OpenAI chief scientist Jakob Pachocki's Alien Minds essay argues AI capability is outpacing alignment as recursive self-improvement nears.
OpenAI's Automated AI Researcher: What Happens by March 2028
OpenAI projects an automated AI researcher by March 2028, with agentic research output already tripling human capacity, per its own metrics.
Retriever AI Browser Agent: Free Guide to Scraping and Job Applications
Retriever AI's free browser agent scrapes sites, fills job applications, and learns your workflow through skill files. Here's how it actually works.
Retriever AI Free Mode: What's Included vs. What Needs a Subscription
Retriever AI's free mode covers browser agent tasks with sponsored ads, but scheduling and remote MCP control still require the $9.99/mo starter plan.
Building an 8-GPU AI Workstation with Threadripper Pro: What It Takes
A practical breakdown of the CPU, motherboard, cooling, and power choices behind a multi-GPU AI workstation built on AMD Threadripper Pro.
Extropic Z1: Are Probabilistic Chips Really More Efficient Than GPUs?
Extropic's Z1 chip and Z1T0 model swap binary logic for probabilistic bits, claiming big energy savings over GPUs. Here's what's real and what's not yet.
GPT-6 Astra vs Fable 5.1: What They Actually Cost to Run
A token-cost breakdown of GPT-6 Astra ($198) versus Fable 5.1 ($113) on identical coding benchmark tasks, separate from quality scoring.
How to Get Better Results from GPT-6 Astra: 6 Practical Tips
Six settings and prompting techniques that improve GPT-6 Astra's coding output, from reasoning effort to skill selection and visual references.
How to Build a Video Game With GPT-6 Astra: A Practical Workflow
A practical breakdown of using GPT-6 Astra's computer-use and Blender skills to take a game from concept art to a playable build.
Astra Voice Mode: Building a Personal AI OS by Talking to Codex
A hands-on look at using Astra's voice mode with Codex to delegate multi-threaded tasks, manage calendars and Slack, and build dashboards by voice.
Local AI Model Fatigue: Why One Setup Beats Chasing Every Release
New local LLMs drop weekly, but constant switching costs more than it gains. Here's the case for standardizing on one dependable model setup.
Qwen 3.8 27B vs Flash Next: Which Wins for Local AI Agents?
Qwen 3.8 27B (FP16) and Qwen 3.8 Flash Next (INT4) tested for local agentic coding and creative chat. Here's which model fits which job.
Running Local Agent Swarms with vLLM and Hermes: A Config Guide
How to configure vLLM and Hermes agent to run parallel sub-agent swarms on a local dense model, with real settings for GPU memory, KV cache, and sequences.
Spark X2.5 4B: How Does This Small Model Run Locally?
Hands-on test of Spark X2.5 4B locally via Docker and SGLang, covering VRAM use, a 1M context claim, coding tasks, and multilingual gaps.
What Is Spark X2.5's Hybrid Attention Architecture?
Spark X2.5 pairs sliding-window layers with rare global attention to claim a 1M token context at 4B parameters. Here's how that design works.
Are AI Benchmarks Still Reliable? Deep SWE vs. Real Output Quality
A week of major model launches showed Deep SWE and Artificial Analysis rankings clashing with hands-on results, raising doubts about benchmark trust.
Art List AI Flows and Seedance 2.5: What's New for Video Creators
Art List adds a node-based AI Flows workflow builder and Seedance 2.5, which generates 30-second 1080p clips with strong character consistency.
How to Connect Multiple Google Accounts in the ChatGPT App
ChatGPT now lets you link more than one Google account for Gmail and connectors. Here's how the multi-account feature works and why it matters.
How Claude Fable 5.1 Turns a Property Address Into a Blender Film
Claude Fable 5.1 writes Blender code to build 3D architectural walkthroughs from a single address, no modeling skill required.