AI Automation Research & Market Insights
Data-informed perspectives on the AI agent market, automation trends, and what they mean for how non-technical professionals and lean teams get work done.
- 21 Research Cambium: A Governance Standard for LLM Corpora
Cambium is a governance standard for LLM-maintained knowledge corpora: batches, receipts, audit. What it covers, and what it deliberately is not.
- 22 Research SwarmForge: Uncle Bob's Agent Orchestration
SwarmForge is Robert C. Martin's tmux-based multi agent coordination tool: roles, git worktrees, a prompt constitution. What it does, and the licence gap.
- 23 Research MiroFish: Open-Source Swarm Prediction Engine
MiroFish is an open-source swarm intelligence engine: thousands of LLM agents simulated to predict outcomes. What it does, what it costs, the AGPL catch.
- 24 Research Semantica: A Knowledge Graph for AI Agents
Semantica is a graph-native context and provenance layer for AI agents, with deterministic reasoning and W3C PROV-O audit trails. What it is, who needs it.
- 25 Research TradingAgents: A Multi-Agent LLM Trading Desk
TradingAgents is a multi-agent LLM framework for trading research: four analysts, a bull-bear debate, a simulated exchange. What it is, and what it is not.
- 26 Research Harvey LAB: An Open Legal Agent Benchmark
Harvey open-sourced LAB, a legal agent benchmark scoring agents on real legal work in 24 practice areas. What it tests, and why there is no leaderboard.
- 27 Research Prime Agent: Prime Intellect's Open RLM Agent
Prime Agent is Prime Intellect's open-source RLM coding agent for long-running work. What a recursive language model is, and what self-improving means.
- 28 Research AI Agent Security Framework: Inside Uber ADR
Uber open sourced ADR, an AI agent security framework for the Claude Code and Cursor installs already on your laptops. What ships, and what it holds back.
- 29 Research Run Kimi K3 Locally: The 0.8 Token Reality
Run Kimi K3 locally on CPU with ~55GB RAM? The binary exists, its license grants no permission to use it, and decode runs at 0.8 tokens per second.
- 30 Research AI Agent Sandbox: What It Is and Isn't
An AI agent sandbox is where your agent's code actually runs. How Cloudflare Computer builds one on Durable Objects, what its benchmarks show, and the limits.