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Tutorials, product updates, and ideas to help you build and ship AI applications faster.
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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.
7 Claude Code Mods That Actually Fix Real Workflow Problems
Seven Claude Code mods explained with install steps: File Tree, Replay Theater, Blast Radius, Collision Guard, Agent Flow, and Reflect.
Claude Code vs Codex: Which One Actually Wins for Business Work?
Claude Code vs Codex compared for non-coding business use: document creation, brainstorming, browser tasks, and daily workflow habits.
GLM 5.3 Flash Local Review: Can It Run Well on Home Hardware?
Hands-on local testing of GLM 5.3 Flash via Project Maya, covering tokens-per-second, long-context handling, and real coding output.
What Actually Happens When You Send a ChatGPT Prompt
From prompt packing to tokenization, data centers, and attention math: a full walkthrough of the pipeline behind every ChatGPT reply.
How to Run Perplexity's Decider v1.2 Locally: VRAM and Setup Guide
A practical guide to running pplx-decider-v1.2, Perplexity's 27B Qwen3-based decision model, covering VRAM needs and real-world performance.
Tencent's Hy-Memory-30B-A3B: A Model Built Just to Write Memory
Tencent's Hy-Memory-30B-A3B is a 3B-active-param model that beats Claude Opus 5 and DeepSeek V4.1 Flash at writing AI memory.
Mercury 3 by Inception: A Hands-On Test of the Diffusion Language Model
Mercury 3 from Inception Labs tested on reasoning, factual recall, multilingual tasks, and agentic coding via API. Here's how it performs.
How Meta Built Muse: Inside the Personal AI Agent's Eval-Driven Design
Meta's Muse personal agent hit millions of downloads fast. Here's how the team built it with 100+ behavior evals, separate from Meta's open models.
Meta Muse Spark Open: Specs, Benchmarks, and How It Compares
Meta's 816B Muse Spark Open claims the top US open-weight model spot. Here's how it benchmarks, licenses, and runs against Chinese rivals.
Meta's Muse Wonder and Wonderful: What They Cost and Who Can Use Them
Meta's closed Muse Wonder and Wonderful models rival Claude Opus 5.5. Here's the pricing, access restrictions, and why Wonderful has no API.
OpenRouter Pricing and Access: How One API Covers 500+ AI Models
How OpenRouter's single-account access to 500+ AI models works, including fallback routing, per-key billing, and cost tracking for automations.
Perplexity pplx-decider-v1.2: Is It Worth Using?
A hands-on test of Perplexity's pplx-decider-v1.2 decision model on routing, sentiment, and vision tasks, including VRAM needs.
Project Maya Explained: The Llama.cpp Fork Running Huge MoE Models at Home
Project Maya is a Strata and llama.cpp fork built for running massive MoE models like DeepSeek V4.1 Flash locally. Here's how it works.
What It Actually Takes to Run Muse Spark Open Locally
Meta's 816B Muse Spark Open needs dual Mac Studios or heavy quantization. Here's the real hardware math before you try to self-host it.
Self-Replicating AI Agent Swarms Are Already on the Open Internet
Researchers made contact with a self-replicating AI agent fleet on the public internet, a sign cyber defense now has to treat agents as a new kind of user.
What Orchestrated AI Coding Agent Teams Actually Cost in Tokens
A token and dollar breakdown of five orchestrated AI coding agent pairings shows costs ranging from roughly $57 to $124 per task set.
Anthropic's Public Benefit Fund: What the 20% Equity Pledge Means
Anthropic is committing up to 20% of company equity to a public benefit fund. Here's how the structure works and what "direct distribution" could mean.
Elorian Glimpse Pricing vs GPT-6 Astra and Opus 5.5: Is It Worth It?
Elorian Glimpse claims up to 94% lower cost than GPT-6 Astra. Here's how its pricing and vision benchmarks stack up against frontier models.
Elorian Glimpse: A Hands-On Look at the New Visual Thinking AI Model
Elorian's Glimpse model tested on AI video detection, real footage, and multi-image reasoning against pricier frontier vision models.
Is Free Claude Code Really Free? What the Limits Actually Look Like
Free Claude Code promises a billion free tokens a month. Here's what that claim means in practice, and the rate limits you'll actually hit.
Free Claude Code: Run AI Coding Agents Without Paying for Tokens
A practical guide to Free Claude Code, an open-source proxy that routes your coding agent to free or local LLMs instead of paid APIs.
How to Build a Personal AI Knowledge Base (Step by Step)
Build a searchable personal AI knowledge base using connectors, recency weighting, and plain-text search instead of vector RAG.