Developer Tools
Claude's Production Agent Stack: Computer Use, Skills, and Files
Anthropic made Computer Use, Browser Use, Skills API, and Files API generally available. Here is how the pieces fit and where production risk remains.
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Insights on AI agents, model routing, and building production-ready AI systems.
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Developer Tools
Claude Skills API vs Codex Skills: Cloud Artifact or Repo Contract?
Claude and Codex both use Skills, but their storage, execution, versioning, and trust boundaries differ. A practical guide to choosing and sharing them.
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Agent Use Cases
Claude Tag for CI/CD: Designing an Agent First Responder
Anthropic uses Claude Tag as a CI/CD first responder. Here is the architecture that separates useful diagnosis from unsafe autonomous remediation.
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Developer Tools
DeepSeek Harness Multimodal Update: From rc.8 to v0.1.1-rc.2
DeepSeek Harness added native images, a vision model, Files API reuse, subagent bundles, and Windows PTY improvements from rc.8 through v0.1.1-rc.2.
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Developer Tools
DOM-Aware Browser Agents: More Reliable Than Pixel Clicking?
Claude Browser Use combines screenshots with page structure. A practical reliability model for choosing APIs, DOM automation, and visual computer use.
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Industry Insights
F5 AI Gateway: Why Agent Traffic Needs More Than Model Routing
F5 expanded AI Gateway across models, agents, and tools. The useful architecture lesson is separating routing, policy, tool authority, and evidence.
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Developer Tools
Multimodal Coding Agents: When Screenshot-to-Fix Actually Works
MAI-Code-1.1-Flash is rolling into GitHub Copilot with image understanding. A rigorous workflow for turning screenshots into verified code fixes.
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Industry Insights
AIPOCH: What a Scientific Agent Harness Must Make Auditable
AIPOCH's recent releases highlight artifacts, branching, subagents, and usage traces. Those features reveal what scientific-agent reproducibility really requires.
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Developer Tools
GitHub Copilot SDK Meets Agent Framework
A practical look at combining GitHub Copilot SDK with Microsoft Agent Framework: what the harness adds, where trust boundaries sit, and when to use it.
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