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Technical articles

26 articles

  1. Agents API browser auth keeps passwords out of model input

    How Agents API separates site approval, login credentials, and screenshots, and why network access and site approval cannot replace action-level confirmation.

    Technical articles Agents Security & privacy Runtime & infrastructure
    English

  2. Cloudflare redesigns its CLI for agents

    Cloudflare launches cf in open beta, using Wrangler usage data to explain default JSON, command search, and typed configuration.

    Technical articles Agents Developer tools MCP & skills
    English

  3. Cloudflare data puts agent traffic on the website budget

    Cloudflare and Fastly network data reveal repeated crawling, origin costs, access-policy questions, and the returns websites get from machine traffic.

    Technical articles Agents Web development Runtime & infrastructure
    English

  4. Microsoft connects AI-built tools to app delivery

    After Copilot Code builds an internal tool, Managed Runtime handles Git, dev environments, Entra ID, connectors, previews, deployment, and governance.

    Technical articles Developer tools Web development Runtime & infrastructure
    English

  5. GitHub Agentic Autofix starts retaining repair experience

    GitHub Agentic Autofix reads and writes Copilot Memory. How security repair knowledge crosses agent workflows, and why verification, scope, and expiry matter.

    Technical articles Memory & context Security & privacy Developer tools
    English

  6. Agent markets: 85% of the loss comes before negotiation

    Anthropic's book market experiment locates most efficiency loss in preference representation. A look at model choice, preference evals, and market rules.

    Technical articles Multi-agent systems Evaluation AI research
    English

  7. Claude takes a candidate to the lab, not a new CRISPR

    About 950 Claude agents helped identify ART. Human wet-lab experiments confirmed short RNA expression, but its main biological function remains unknown.

    Technical articles Agents Multi-agent systems AI research
    English

  8. GPT-6 prompt caching becomes an agent state layer

    GPT-6 adds cache breakpoints, diagnostics, prewarming, and mutable configuration. Long-running agents need stable shared prefixes and cache-hit monitoring.

    Technical articles Memory & context Agent engineering Runtime & infrastructure
    English

  9. Deploying agent backends with Python Workers GA

    Python Workers GA supports web frameworks and agent libraries. WebAssembly package compatibility remains the main migration boundary.

    Technical articles Agents Web development Runtime & infrastructure
    English

  10. Qwen-Image 2.1: native RGBA and commercial licensing

    Qwen-Image 2.1 offers native RGBA, unified generation and editing, up to 10 reference images, and 2K output. Commercial use needs a separate license.

    Technical articles Multimodal systems AI research
    English

  11. How to score a coding agent that finishes 80% but fails

    Android Bench 2.0 keeps pass rate as a hard gate and adds completion rate to diagnose progress and unfinished acceptance requirements.

    Technical articles Evaluation Developer tools AI research
    English

  12. FDE growth: 519 overseas jobs, 28 in China, 6 projects

    A study of 519 overseas job listings, 28 roles at major Chinese firms, and 6 projects examines FDE responsibilities, growth, costs, and scalability.

    Technical articles Agents Developer tools
    English

  13. Jev gives agents typed decisions instead of generated text

    TypeSafe Jev uses Choice, Score, and Noul for constrained agent decisions while code retains control of valid actions and side effects.

    Technical articles Agent engineering Agents
    English

  14. Anthropic opens internal processes to embedded evaluators

    Anthropic and Accenture extend evaluation beyond model outputs to training, deployment, monitoring, and incident processes, with independence unresolved.

    Technical articles Evaluation Security & privacy AI research
    English

  15. skill-up: evaluate real stateful multi-turn sessions

    Alibaba skill-up resumes real sessions turn by turn, letting skill evaluations test context continuity, intermediate state, and per-turn assertions.

    Technical articles Evaluation MCP & skills Memory & context
    English

  16. Claude merges Chat and Cowork to reduce mode choices

    Claude combines Chat and Cowork in one conversation, routes capabilities automatically, and keeps task state and permissions visible.

    Technical articles Agents Product design
    English

  17. Gemini Live: turnComplete no longer means the task is done

    Gemini Live Extended Thinking separates conversation turns from background task lifecycles. Clients need interaction_status to track actual completion.

    Technical articles Multimodal systems Agents Runtime & infrastructure
    English

  18. AWS agents propose; deterministic code validates

    How AWS separates agent proposals, rule checks, human approval, and execution, with code enforcing boundaries and idempotency.

    Technical articles Agent engineering Multi-agent systems Evaluation
    English

  19. A reliable agent might leave the code alone today

    GitHub Agentic Workflows jsweep checks whether a change is worthwhile and treats noop as valid, instead of forcing automation to produce a diff.

    Technical articles Agent engineering Developer tools
    English

  20. Herdr turns the terminal into an agent runtime

    How Herdr manages existing coding-agent terminals with persistent sessions, blocked states, cross-machine control, and agent coordination.

    Technical articles Agents Developer tools Runtime & infrastructure
    English

  21. Google packages Skills and MCP in one plugin

    How the Google Cloud Developer Plugin packages Skills, MCP configuration, and rules, and what this means for distribution, versions, and permissions.

    Technical articles MCP & skills Developer tools Security & privacy
    English

  22. Agentic search missed an incident. Test the eval too

    The Anthropic incident review shows why automated monitors and LLM graders need coverage, independence, and tests for their own failure modes.

    Technical articles Evaluation Security & privacy AI research
    English

  23. OpenAI agent workdays and shifting builder bottlenecks

    OpenAI organization-level data suggests that more coding-agent use shifts bottlenecks to task decomposition, concurrency, harnesses, evaluation, and selection.

    Technical articles Agents Agent engineering Evaluation
    English

  24. Agent demos are easy. The harness is the hard part

    Strands harness-sdk, Harness MCP Server, and HydraFusion show why agent engineering needs control over context, permissions, state, validation, and recovery.

    Technical articles Agent engineering MCP & skills Runtime & infrastructure
    English

  25. Coding agent security is now a supply-chain problem

    Coding agents read and execute skills, MCP tools, dependencies, and repository instructions. These need software supply-chain controls.

    Technical articles Security & privacy MCP & skills Developer tools
    English

  26. Vercel Eve Agent Framework

    A source-backed review of Vercel Eve’s filesystem-first agent model, durable execution, tools, sandboxes, approvals, deployment, and Vercel platform tradeoffs.

    Technical articles Agents Agent engineering Runtime & infrastructure
    English

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