Real-World AI
Where AI hits reality. Enterprise deployment, developer tools, workforce impact, and the friction that happens between a demo and production.
Deep Dives and Frameworks
Implementation playbooks, operator patterns, and durable analysis.
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.
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.
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.
X-Manager v0.2.0: The Open-Source X Command Center
Schedule posts, manage engagement, automate workflows, and let AI agents publish autonomously — all from a single self-hosted Next.js app. Version 0.2.0 adds automation rules, analytics tracking, content management, and a full UX overhaul.
The Trillion-Dollar Agent Panic
OpenAI launched Frontier, an enterprise agent platform, on February 5. Within three weeks, enterprise software stocks lost nearly $1 trillion. The SaaSpocalypse panic is real, but the timing is wrong.
Deploying AI Agents to Production: What Actually Works
Only 5.2% of engineering teams have AI agents live in production. This guide covers the infrastructure, reliability, and cost management patterns that separate working deployments from abandoned prototypes.
The True Cost of Running AI Agents in Production
Raw API pricing is 30-50% of total agent cost. This guide breaks down where the money actually goes, from orchestration overhead to the Jevons paradox, and how to cut spend without cutting capability.
Obsidian's CLI Turns Your Second Brain Into an API
Obsidian 1.12 ships an official CLI with 100+ commands. Here's what works, what breaks, and why AI developers should care.