AI Agents News and Analysis | AInvasion

How AI agents perform in real deployments: capability gains, the reliability wall, and why so many agent projects stall before production.

The Math That Unifies LangGraph, CrewAI & Devin Agents: What to Measure Before You Choose

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AI agents

A case study of verified AI failures, their documented cost, and the rules in force as of 11 October 2026. The short answer Part 1 — The math that sits under every agent stack LangGraph (graph-based control flow), CrewAI (role-based multi-agent crews), and Devin (a packaged autonomous software agent) differ in design. They share one … Read more

AI Agents: Capabilities, Failures and the Reliability Wall

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AI agents

AI agents can now complete software tasks that would take a human expert roughly two hours, and that ceiling has been doubling every four to seven months since 2019 — yet Gartner still expects more than 40% of agentic AI projects to be canceled by the end of 2027. The gap between those two facts … Read more