Insights for AI builders
Tutorials, product updates, and ideas to help you build and ship AI applications faster.
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The Legibility Paradox: 6 Actions to Take After You Audit Your Job for AI Displacement
Durable work must be visible but not fully specified. Six post-audit moves — from stopping theater to refusing commodity work — to protect your role.
How to Make Your Store Buyable by AI Agents: Set Up Stripe's Machine Payments Protocol in One Afternoon
AI agents can't navigate persuasion-optimized checkout flows. Here's how to expose a machine-readable commercial API using Stripe's new tools.
Build a Multi-Agent OS on Claude Code: 6 Components of a Hive Mind That Runs a Business Autonomously
Shared SQLite memory, mission control kanban, Meta Ads CLI, Telegram interface, agent suggestion system — here's the full architecture.
How to Build an Obsidian-Style 3D Agent Memory Graph Using Gemini Video API and Claude Code
Screen-record Obsidian, send the video to Gemini's video understanding API, ask Claude Code to replicate it. Zero graph libraries required.
Omar Khattab's DSPy Follow-Up: How Auto-Optimizing Your Harness Put a Tiny Model at #1 on TerminalBench
DSPy's creator showed a Haiku-powered harness beat larger models on TerminalBench. The secret: 10M tokens of automated harness optimization.
One-Time Use Cards vs. Shared Payment Tokens: Which Stripe Architecture Is Right for Agent Commerce?
Stripe offers two paths for agent payments. One is a bridge to the old web; the other is machine-native. Here's when to use each.
How to Reverse-Engineer a Claude Code Skill from a Winning Output
Find your best AI-generated output, extract the prompt, and turn it into a reusable skill that produces consistent results every time you run it.
SWE-Bench Score vs. Real Merge Rate: Why Your Agent's Benchmark Number Doesn't Match Production Reality
Agent solutions pass SWE-bench but merge at half the rate of human solutions. The gap between benchmark and production is wider than you think.
What Is the Verifiability Principle? Why AI Excels at Some Tasks and Fails at Others
AI models peak in domains where outputs can be verified like code and math. Learn why this creates jagged intelligence and what it means for automation.
How to Build a Voice Agent That Books Appointments via Cal.com
Connect an ElevenLabs voice agent to Cal.com using Claude Code to automatically check availability and book discovery calls from your website.
Walmart's ChatGPT Checkout Test Converted 3x Worse Than Its Own Site — What That Means for Agent Commerce
Walmart's AI checkout pilot flopped. The data reveals why agent-mediated buying requires a completely different commercial architecture.
What Is Software 3.0? How Prompting Replaced Programming
Software 3.0 is the era where prompts and context windows replace code. Learn what this means for how you build AI agents and automate workflows.
5 Autonomous Tasks the Hermes Agent Handles Better Than OpenClaw — With Real Output Examples
Hermes found mispriced supercars, generated plumber leads with pitch angles, and surfaced a Kimi K2 story most outlets missed.
500% More Merged PRs: 4 Lessons from OpenAI's Symphony Agentic Coding Experiment
OpenAI's internal teams saw 500% more landed pull requests with Symphony. Here are 4 structural lessons about running agents at scale on real codebases.
9 Video Testimonials Cut Google Ads Cost Per Conversion from $200 to $30 — The Landing Page Data Behind the Drop
Adding 9 video testimonials to a landing page dropped Google Ads CPC from $200 to $30. Page speed data shows 4-second load kills 80% of conversions vs.
AlphaQubit: How Google DeepMind's AI System Solved the Error Correction Problem Blocking Fault-Tolerant Quantum Computers
AlphaQubit is an AI error decoder that identifies quantum computing errors with state-of-the-art accuracy — directly accelerating the 2029 cryptography threat.
Andrej Karpathy Said 'The Tokenizer Must Go' — DeepSeek's Vision Architecture Is Starting to Prove Him Right
Karpathy called pixels better inputs than text tokens after DeepSeek's OCR paper. Their new visual primitives model takes that idea further with 7,000x…
Anthropic's $50B Raise at a Near-$1T Implied Valuation: Why Secondary Shares Now Trade Above OpenAI
Anthropic confirmed a $50B raise. On secondary markets, Anthropic shares are now trading above OpenAI — with some trades implying a $1 trillion valuation.
Atlassian's MCP Server Is Now GA: How Claude Reads and Writes Jira, Confluence, and Compass via OAuth
Atlassian's remote MCP server went GA in February 2026 with Claude as first partner. It searches, summarizes, and creates issues across Jira, Confluence
Big Tech Cloud Earnings Week: 5 Numbers That Prove AI Infrastructure Has Hit Escape Velocity
Google Cloud +63%, Azure +40%, AWS +28%. OpenAI's CFO called token demand 'a vertical wall.' Here's what the Q1 2026 numbers actually mean.
Bitcoin vs. Ethereum in the Quantum Threat: Why One Can Migrate and One Faces a Constitutional Crisis
Ethereum has Vitalik and active governance to migrate from quantum-vulnerable cryptography. Bitcoin does not — and Satoshi's wallet could be the first casualty.
Why a 1998 Mozilla Bug Tracker Accidentally Designed the Perfect AI Agent Substrate
Bugzilla's 1998 primitives — durable state, state machine, ownership, audit history — are exactly what AI agents need. Jira and Linear inherited them all.
Claude Code Context Mode Compresses 315KB Sessions to 5KB — Here's How to Install It
Context Mode routes tool calls through a sandbox and shrinks a 56KB Playwright snapshot to 299 bytes. Two commands to install.
Claude Code's Landing Page Generator Skill: Build a City × Service Matrix for SEO Without Writing a Single Page Manually
Use Claude Code's /landing-page-generator skill to build a city × service matrix — tree trimming Toronto, tree trimming Vancouver