Real-World AI
Where AI hits reality. Enterprise deployment, developer tools, workforce impact, and the friction that happens between a demo and production.
Key Guides
From the team behind Swarm Signal
Track Your Finances While You Build AI
BoredTools makes the boring stuff easy — budget dashboards, freelance trackers, and business planners. Download free or grab the full collection.
Test-Time Compute in 2026: The Complete Practitioner's Guide
title: "Test-Time Compute in 2026: The Complete Practitioner's Guide"
Agent Cost Optimization: How to Track and Reduce LLM Spend
Token prices dropped 280x over two years. Enterprise AI budgets rose 320% in the same period. That's not a paradox. It's what happens when agentic...
From Lab to Production: Why the Last Mile of AI Deployment Is Actually a Marathon
A 72-billion parameter language model now runs on a single RTX 3090, a $1,500 consumer graphics card that, two years ago, couldn't handle a 13B model...
Enterprise AI Pilots Have a 70% Failure Rate
S&P Global found 42% of companies abandoned most AI initiatives. MIT reports 95% of GenAI pilots deliver no measurable return. The technology works. The organizational machinery that carries pilots to production doesn't.
AI Agents in Insurance: Claims, Underwriting, and Fraud Detection
Allianz's seven-agent system cut claim processing time by 80%. Lemonade automates 55% of claims. Meanwhile, 23 states enforce AI governance rules. Where AI agents are working in insurance, and where they're not.
The Enterprise AI Adoption Playbook: What Actually Gets Agents to Production
Enterprise AI pilots fail at alarming rates. The gap is not model quality but deployment discipline: eval loops, human-in-the-loop design, and incremental rollouts that survive contact with real users.
AI Agents in Financial Services: Compliance, Trading, and Operational Automation
JP Morgan's LOXM, Stripe's Radar, Mastercard's 300% fraud detection improvement. Where AI agents actually work in financial services, and where the hype outpaces reality.
AI Agents in Healthcare: From Drug Discovery to Clinical Decision Support
An AI-designed drug just posted positive clinical trial results. The FDA has cleared 1,451 AI devices. And ECRI named AI misuse the #1 healthcare hazard for 2026. All three facts are the story.
Cursor vs Copilot vs Claude Code: AI Coding Tools Compared 2026
Cursor, GitHub Copilot, and Claude Code compared on pricing, features, and workflow fit. Includes runners-up and team recommendations.
LLM Agents Can't Handle Markets
GPT-5.1 agents in credence goods markets default to fraud at near-total rates without liability rules. Social preference alignment — not institutional design — is the primary determinant of whether AI markets function.