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.
- 41 Research Vercel eve Software Factory, Explained
Vercel Labs' eve software factory template deploys Foreman: four agent stations that turn a labelled issue into a reviewed draft pull request.
- 42 Research GLM-5.3 Found 2,436 Real Vulnerabilities
GLM-5.3 found 2,436 vulnerabilities across 269 projects, with real CVEs in Linux and WebKit. Then Z.ai took the public ledger down. What we recorded.
- 43 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.
- 44 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.
- 45 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.
- 46 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.
- 47 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.
- 48 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.
- 49 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.
- 50 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.