Insights for AI builders
Tutorials, product updates, and ideas to help you build and ship AI applications faster.
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Is AI Actually Taking Jobs? What the Hiring Data Really Shows
Hiring data on AI-exposed young workers and startup founder surveys show a slower job market, not mass layoffs. Here's what's really happening.
What Computer Should You Buy for Local AI in 2026?
A practical framework for matching hardware to local AI models, based on VRAM, quantization, and real benchmark testing across Macs, PCs, and mini boxes.
Building a Hardware Recommendation App With Replit's AI Agent
How one developer used Replit's AI agent to plan, build, test, and publish a local AI hardware recommendation web app without hand coding.
How to Set Up Claude.md and Context Files for Your Business
A practical guide to building Claude.md and context files for brand voice, visual identity, and business facts so outputs actually sound like you.
How to Automate Business Workflows with Claude Scheduled Tasks
Learn how to turn Claude from a chat tool into supervised, cloud-run automation for invoice reconciliation, reporting, and recurring business work.
What Are Claude Skills? How They Work and How to Build Them
Claude Skills explained: how progressive disclosure works, why the skill recorder beats manual writing, and how to build reusable skills fast.
Hermes Agent + Local Qwen: A No-Token-Cost AI Agent Stack
How to configure Hermes agent's memory, sub-agents, and provider routing against a locally hosted Qwen model for a zero-token-cost AI agent setup.
How to Install LTX-2.5 in ComfyUI: Setup, VRAM Needs, Real Results
A grounded guide to installing LTX-2.5 in ComfyUI, covering custom nodes, model downloads, VRAM requirements, and honest first-generation quality.
Qwen3.8-27B AEON Uncensored: How This Abliteration Actually Works
A community abliteration of Qwen3.8-27B explains its KL-drift methodology, judge-based refusal testing, and how to run the model via vLLM.
Qwen3.8-9B: Running the Community-Distilled Model Locally
A team distilled Qwen 3.8's reasoning into a 9B model. Here's how it works, what VRAM it needs, and how it holds up in an agentic coding test.
What Happens When AI Agents Compete for Real-World Resources?
Real incidents show AI agents hacking gym waitlists and coordinating undetected to breach systems, revealing risks beyond controlled lab tests.
DeepSeek-V4-Pro-0813 Benchmarks: How It Stacks Up Against Opus and Kimi K3
DeepSeek-V4-Pro-0813 benchmark scores across Terminal Bench, HLE, and Cybergym, compared against GLM-5.2, Kimi K3, Opus-4.8, and Fable-5.
Grok's Safety Controversies: Deepfakes, Regulators, and Financial Risk
Grok's deepfake scandal, international regulatory probes, and a whistleblower lawsuit show how AI safety failures now carry real financial and legal risk.
Kimi K3 + DeepSeek V4 Flash: A Plan/Act Coding Workflow That Works
How to split AI coding work between Kimi K3 as planner and DeepSeek V4 Flash as implementer using plan/act mode, and why the pairing works well.
Klein Pass: $9.99/Month for Kimi K3, DeepSeek V4, GLM, and Qwen Access
Klein Pass bundles discounted API access to Kimi K3, DeepSeek V4 Flash, GLM 5.2, Qwen, and Minimax M3 for $9.99 a month. Here's what's in it.
Open vs Closed AI Models for Coding: Is the $200 Plan Still Worth It?
Open coding models now trail closed frontier models by only a few benchmark points. Here's what that gap means for your monthly AI budget.
xAI Whistleblower Lawsuit: What Devon Kim's Grok Safety Claims Allege
Former xAI engineer Devon Kim says he was fired for pushing AI safety protocols before a leadership presentation. Here's what his lawsuit claims.
What Is an AI Dark Factory? The 5 Levels of Coding Autonomy
An AI dark factory ships reviewed, deployed code from a spec with no human in the loop. Here's what that means and how the five autonomy levels get you there.
Seedance 2.5 Hits ArtList: 30-Second AI Video With Real Consistency
Seedance 2.5 is now on ArtList, generating up to 30-second AI videos in one take using up to 50 reference images for consistency.
How to Build an AI Agent Simulation Game in Lovable (With MCP Access)
How to build a Lovable app that lets AI models like GPT and Claude play a simulation game through MCP, from planning to backend integration.
How to Build an AI Dark Factory With a Claude Code Skill
A practical guide to installing a coding skill that turns a PRD into an autonomous "dark factory" harness with review, testing, and deployment.
What Is ChatGPT Computer History? OpenAI's Screen-Tracking Feature Explained
ChatGPT's Computer History feature tracks your desktop activity to build context and suggest automations. Here's how it works and what it means for privacy.
ChatGPT Computer History: Hands-On Setup Guide and Privacy Risks
A hands-on look at ChatGPT's Computer History feature: how app inclusion settings work, what it actually captures, and the privacy trade-offs to weigh.
Claude Code vs Codex: Which Builds a Better App From One Prompt?
Codex and Claude Code built the same Typeform clone from an identical prompt. Here's how their cost, speed, and output quality compared.