Real-World AI
Where AI hits reality. Enterprise deployment, developer tools, workforce impact, and the friction that happens between a demo and production.
Field Guides and Frameworks
Implementation playbooks, operator patterns, and deployment methods.
Signals, Maps, and Watch Lists
Production-oriented analysis, benchmarks, and market/system intelligence.
External tools
Execution tooling is separate
Swarm Signal keeps the analysis layer. Use BoredTools for reusable production templates and trackers.
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...
Test-Time Compute in 2026: The Complete Practitioner's Guide
The new frontier in AI performance isn't bigger models. It's smarter inference. Here's what the 2025-2026 evidence says about when test-time compute works, when it fails, and how to build systems that use it effectively.
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.
Enterprise AI Adoption Playbook
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.
Your GP's New Triage Nurse Is an Algorithm
AI triage is filtering millions of NHS patient interactions annually. The evidence on whether it's helping is a lot messier than the press releases suggest.
The UK Is Letting AI Diagnose Your Dog
ManyPets routes every insurance claim through an AI agent. 55% need zero human involvement. In the same year, the RCVS dropped the physical exam requirement for prescribing. Each piece works. Nobody's testing the integration.