TeardownLangGraph vs CrewAI vs OpenAI Agents SDK: the frameworks we actually ship with
An honest, production-tested comparison of the three leading AI agent frameworks - architecture, strengths, and when to choose each.
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Databricks Genie Agents Can Read Files in Volumes: Limits, Permissions and What the Volumes Guide Leaves Out
A Databricks Genie Agent can answer from PDFs in Unity Catalog volumes. Public Preview limits, READ VOLUME permission, regions and what billing covers.
agent-desktop: what its computer-use CLI permits and what it does not
An open-source CLI that lets AI agents operate desktop apps through the accessibility tree: what its docs say about permissions and risk, and what they leave out.
dsh-superagent teardown: who directs the agent and what it can run, per the repo's own docs
An open-source research prototype from the DeepSeek organization. What its documents say about permissions, isolation and merging, and what they do not say.
GitHub Copilot cloud agents teardown: sessions, Automations, Fusion and Agent Merge
What GitHub published on October 28 about cloud sandboxes, triggers, model routing and merging, what GitHub's docs say it costs, and what is not stated.
GPT-6.1 Terra system card teardown: agent safety findings and API pricing
Pricing rules, the 272K-token cliff, no fine-tuning, and the system card's peer-message and restriction results: 13.75% and 29.6%. What agent builders should do with them.
Genie 4: what Google published, and how a world model differs from a digital twin
Google DeepMind's research preview: native audio, steering by text, and stated drift limits. What it claims, what it does not, and what an operational twin needs.
IBM Agent Identity and Vault explained: an owner and a short-lived credential for each registered AI agent
What IBM's agent identity and credential design gets right, what is generally available versus tech preview, and what is still unproven.
Agent 365 vs Bedrock AgentCore vs Gemini Enterprise (Oct 22)
Microsoft leads with governance and identity, AWS with modular build infrastructure, Google with memory and speed. Where to build and govern enterprise agents.
Oracle Fusion Claw explained: an AI coordinator for ERP
What Oracle's governed execution runtime gets right, what remains unproven, and who should evaluate it.
OpenAI on Azure vs AWS vs Google Cloud: where to run frontier models now
OpenAI runs on all three clouds now. A builder's teardown of billing, agent frameworks, governance, and lock-in - and how to choose without getting stuck.
Claude Code vs Cursor vs Copilot vs Codex: how to choose
They no longer compete on model quality - they differ by form factor, ecosystem, and how you pay. And Cursor is now a SpaceX company.
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