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#MCP/Tool use

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Sep 9

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  1. Microsoft Foundry BlogAI score62

    Microsoft Foundry's July and August 2026 updates bring Hosted Agents and Toolboxes to GA

    AIMicrosoft Foundry's July and August 2026 updates make Hosted Agents, Voice Live integration, and Toolboxes generally available. The post adds Claude tools on Azure, Model Router region and model pool changes, Foundry Local preview features, and updated Python, JavaScript, Java, and .NET SDK versions with migration notes.

    Why it matters: The roundup links each GA and preview change to code examples, migration notes, and runtime requirements, which helps developers judge what to upgrade and test first.

Sep 3

Sep 3Thu
  1. Matei ZahariaAI score34

    Databricks uses Unity AI Gateway traces to cut AI waste fast

    AIDatabricks used Unity AI Gateway tracing and Genie One to find seven small MCP-server bugs and eliminate an estimated $1.2M in annual wasted AI spend and lost productivity within an hour. The bugs drove about $499K per year in wasted tokens, roughly 12,000 engineering hours per year in agent wait time, and 1,409 tool errors in a single 24-hour window. Matei Zaharia argues that analyzing tracing data for AI workloads will become a routine form of operational data analysis across companies, much like finance and security.

Sep 1

Sep 1Tue
  1. Meituan LongCatAI score46

    LongCat-2.0 Now Free to Try in Cline

    AIMeituan's LongCat-2.0, a 1.6T open-weights MoE model with a 1M context window, is now free to use in Cline. Cline's post says it scores similarly to Claude Opus 4.7 and Gemini 3.1 Pro. Users can select it under free models via /model after installing Cline with npm i -g cline.

  2. Google Developers BlogAI score39

    Four engineering patterns behind top Google AI Agents Challenge submissions

    AIGoogle's AI Agents Challenge judges highlighted four engineering patterns in top-ranked submissions: bidirectional MCP, event-driven concurrency, same-bar fallback, and tiered routing. One team exposed its internal MCP tools as an external MCP server that other agents could call, with access control required once outside callers reach it. Another replaced a linear agent pipeline with an asyncio.Queue-based event bus so agents react to shared events in parallel rather than waiting in a call chain.

Aug 28

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Aug 27

Aug 27Thu
  1. Anthropic · YouTubeAI score62

    Anthropic and HHMI Janelia launch Model Hardware Standard for AI lab equipment

    AIAnthropic is building the Model Hardware Standard (MHS), a common way for AI models to connect to lab and manufacturing equipment and operate it with safety limits built into each device. MHS started as a collaboration between Anthropic and HHMI Janelia Research Campus and is launching as a research preview with partners across science, robotics, and manufacturing.

    Why it matters: The source describes a standard for connecting AI models to lab and manufacturing hardware, which matters for anyone building automated experimentation workflows.

Aug 25

Aug 25Tue

Aug 24

Aug 24Mon
  1. PromptArmor Threat IntelligenceAI score80

    Microsoft Copilot Cowork sandbox bypass let attackers take remote control

    AIPromptArmor disclosed a vulnerability in Microsoft Copilot Cowork that allowed a bypass of the sandbox, letting attacker servers send commands that run in the sandbox and return results. The attack could be triggered through a prompt injection or a malicious bundled script in a user-uploaded Skill, and it could read data from Outlook, SharePoint, plugins, and chat history. The issue was reported to Microsoft on June 24, 2026 and confirmed mitigated on August 19, 2026.

    Why it matters: The report traces how a malicious bundled script in an uploaded Skill escaped the sandbox and kept running after the stop button was pressed, a concrete case of agent security failure.

Aug 21

Aug 21Fri

Aug 17

Aug 17Mon
  1. Microsoft Foundry BlogAI score62

    Microsoft Foundry adds five Claude agent features to Azure-hosted deployments

    AIMicrosoft Foundry now offers structured outputs, web search, web fetch, MCP connector, and tool search for Claude models on Azure-hosted deployments. Prompts and completions remain within Azure for these deployments, while only usage metadata and safety-flagged content egress to Anthropic. The features were previously available only on Hosted on Anthropic deployments, which required choosing between capability and data-handling commitments.

    Why it matters: The post shows which agent scaffolding now runs on Azure-hosted Claude deployments, which matters for teams needing data residency without rebuilding search, fetch, or tool routing.

  2. Jason WeiAI score45

    Jason Wei argues tool use cannot replace larger language models

    AIJason Wei now believes a small 1B-parameter "cognitive core" relying on tools is insufficient, because fast, natural recall without tool use matters. He cites speed, knowledge better learned through backpropagation than retrieved from search, and the greater reliability of already-known facts over repeated lookups. Since a 1B model has an information limit, he argues that demanding AI will still need larger models, not just tool access.

Aug 13

Aug 13Thu
  1. DeepSeekAI score68

    DeepSeek Harness v0.1 enters Developer Preview as an open-source agent harness

    AIDeepSeek has released DeepSeek Harness v0.1 in Developer Preview, opening the codebase under the MIT license for developers building agent harnesses. The harness is built on the Cordis meta-framework and treats models, tools, skills, sessions, sandboxes, filesystems, loops, orchestration, and UI as plugins that can be mixed, matched, replaced, and extended.

    Why it matters: The source specifies the MIT license and a plugin-based architecture covering models, tools, and sessions, which helps developers assess extensibility before adopting it.

Aug 11

Aug 11Tue
  1. Zed BlogAI score72

    Zed introduces Delta, a multiplayer environment for coding with agents

    AIand reviewing their code, and invites first users into a private beta. Delta keeps code and conversations connected through DeltaDB, which captures edits and conversations between git commits and works with existing repositories. The app also supports cloud runners, browser-based sharing, and live syncing of Claude Code sessions.

    Why it matters: The post explains how the new Delta app links conversations with code history, which clarifies a shift in how teams review agent-written changes.

Aug 9

Aug 9Sun
  1. PromptArmor Threat IntelligenceAI score65

    Malicious Zoom AI Skill Can Keep Attacker Connected and Exfiltrate Data

    AIPromptArmor reports that a malicious Skill or indirect prompt injection can make Zoom's ZoomMate agent connect to an attacker's server and run commands. The connection can persist after the user clicks stop or closes Zoom, and the final chat output appears normal.

    Why it matters: The report shows how a malicious skill or prompt injection can keep a Zoom agent connected after the user stops it, a risk to weigh before enabling agentic assistants.

Aug 5

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Aug 4

Aug 4Tue
  1. PromptArmor Threat IntelligenceAI score67

    Atlassian Rovo can be manipulated to exfiltrate Jira and Confluence data

    AIPromptArmor reports that a hidden prompt injection in an uploaded file can make Atlassian Rovo send Jira tickets and Confluence documents to an attacker's URL without human approval. The attack works even when organization-wide web search is disabled, because the setting does not remove the URL retrieval tool. PromptArmor says it disclosed the issue to Atlassian on May 23, 2026, and that Rovo remained vulnerable at publication on August 5, 2026.

    Why it matters: The report traces a full indirect prompt injection chain in Rovo, showing how a disabled web search setting still leaves a data exfiltration path open.

Aug 3

Aug 3Mon
  1. Manus BlogAI score38

    Manus Adds ElevenLabs Connector for Chat-Based Audio Generation, Transcription, and Voice Apps

    AIManus has launched an ElevenLabs connector that lets users generate speech, transcribe recordings, clone voices, and build audio apps through a single chat. Users connect their authorized ElevenLabs account via Integrations, and audio is processed within their own ElevenLabs environment according to its policies. Availability depends on users having an active ElevenLabs account, with capabilities tied to their ElevenLabs plan and credit balance.

Jul 23

Jul 23Thu
  1. Andrew NgAI score65

    Andrew Ng announces OpenWorker, an open-source agent that delivers finished work

    AIAndrew Ng and Rohit Prasad announced OpenWorker, an open-source agent that produces deliverables such as documents, Slack messages, and calendar updates across files and everyday tools. It checks in before consequential actions, runs on Mac with Windows support coming soon, and works with user-supplied API keys for models including GPT 5.6 Sol, Claude Fable, Gemini 3.6, open-weight models, or local Ollama models. Source code is available on GitHub, and the tool requires the user's own API key.

Jul 21

Jul 21Tue
  1. JetBrains AI BlogAI score62

    JetBrains Context adds repository indexing to coding agents in early access

    AIJetBrains has launched JetBrains Context in early access, a repository intelligence layer that builds a semantic index so coding agents can retrieve relevant code without repeated searching. In tests on 205 SWE-bench tasks, 175 production-monorepo tasks, and 1,953 code-localization tasks, it reduced agent turns by up to 68%, latency by up to 59%, and execution cost by up to 48%. It works with Claude Code, Codex CLI, and Junie CLI at no additional cost for JetBrains AI subscribers, and it does not store source code on JetBrains Context servers.

    Why it matters: The source gives benchmark figures for turns, latency, and cost, showing how repository indexing might change agent workflows on large codebases.

Jul 6

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Jun 23

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Jun 3

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Jun 1

Jun 1Mon
  1. Cognition Blog (Devin, Windsurf)AI score50

    Cognition launches Devin Desktop, the next generation of Windsurf

    AICognition has announced Devin Desktop, the next generation of Windsurf, which makes the Agent Command Center the default IDE surface for managing local and cloud agents, PRs, and context. Spaces let related agents share context, and Agent Client Protocol (ACP) support lets any ACP-compatible agent run alongside Devin. The IDE remains fully backwards-compatible with Windsurf, including editor extensions, keybindings, LSPs, and terminal workflows.

May 28

May 28Thu
  1. Cognition Blog (Devin, Windsurf)AI score62

    Devin Tests Its Own Code Changes in the Cloud and Returns Proof

    AICognition describes autonomous testing in Devin, where the agent writes a source-grounded test plan, operates the app through computer use, and returns labeled screenshots and an annotated video. Login steps are handled by a deterministic testing skill, and the company says test runs approved per day more than doubled in recent months. Known limits include timing errors with transient UI elements and models sometimes triggering states through JavaScript instead of clicking the interface.

    Why it matters: The post explains how computer use, test plans, deterministic login scripts, and annotated recordings let Devin verify its own code changes end to end.

Apr 28

Apr 28Tue

Apr 13

Apr 13Mon
  1. BAAIAI score40

    ClawKeeper v1.0 released as open-source security framework for AI agents

    AIBAAI has released ClawKeeper v1.0, an open-source security framework for AI agents built around OpenClaw. It combines Skill-based command-level policies, Plugin-based runtime monitoring, and an independent Watcher that intervenes against high-risk operations such as prompt injections, key leaks, rogue commands, and remote code execution, even if the agent is compromised.

Apr 7

Apr 7Tue
  1. Anthropic EngineeringAI score67

    Anthropic decouples agent brain, hands, and session in Managed Agents

    AIAnthropic's Managed Agents separates the harness, sandbox, and session into independently replaceable interfaces. The source says this design let failed containers be replaced, kept tokens out of the sandbox, and reduced p50 time-to-first-token by roughly 60% and p95 by over 90%.

    Why it matters: The post explains how decoupling the harness, sandbox, and session changed failure recovery, credential security, and latency, offering a reusable architecture pattern for long-running agents.