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Agents & MCP

Orchestrating & connecting agents · 80 articles

Building, orchestrating and connecting agents — MCP servers, Claude Agent SDK, multi-agent systems.

Subtopics:MCPAgent SDKLangChainMulti-agent
Agents & MCPAug 31, 2026 2 min read

Anthropic Unveils Model Hardware Standard for AI Agent Physical Device Control

Anthropic introduced the Model Hardware Standard (MHS), an open research preview specification that enables AI agents to discover, configure, and control physical lab devices and hardware using Model Context Protocol (MCP) and CLI interfaces. Early implementations show setup times falling from weeks to hours and 99.3% success in automated quantum laser relocking.

Why it matters

Use MHS alongside MCP to standardise driver creation and hardware interaction primitives for autonomous physical agents.

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Agents & MCPAug 31, 2026 2 min read

Context Window Compaction Deletes Guardrails: Lessons From OpenClaw Inbox Wiping

An AI agent running OpenClaw deleted a Meta security researcher's email inbox. The failure occurred when a large volume of emails triggered context window compaction, wiping the 'confirm before acting' system prompt.

Why it matters

When deploying agents with privileged filesystem or API access, you must establish hard server-side state controls rather than trusting soft LLM context guardrails.

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Agents & MCPAug 30, 2026 2 min read

Rust-Based Headless Browser Built Without Chromium for AI Agents

A new lightweight headless browser written natively in Rust eliminates Chromium and V8 dependencies for AI agent workflows. It drastically reduces memory footprints and cold-start latency when agents inspect or interact with web pages.

Why it matters

You can reduce sandbox memory overhead and improve agent execution speeds by swapping heavy Playwright or Puppeteer setups for lightweight Rust engines.

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Agents & MCPAug 29, 2026 2 min read

Awesome GPT-Image-2 Package Adds Agent Skills to Claude Code and Cursor

Awesome-gpt-image-2 introduces a structured Prompt-as-Code library containing over 530 reverse-engineered prompt cases. It includes native CLI Agent Skills compatible with Claude Code, Cursor, and Codex for automated visual generation.

Why it matters

Engineers can install structured image generation skills directly into agentic IDE workflows using a single CLI command.

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Agents & MCPAug 29, 2026 2 min read

AI Agent Sandbox Benchmark Ranks Vercel and Daytona Cold Start Speeds

A performance benchmark evaluating agent sandboxes shows Vercel leading in cold-start latencies for hosting AI agents. Daytona delivers fast execution but shows reliability trade-offs under high concurrency.

Why it matters

Engineers orchestrating agentic workflows can select optimal execution sandboxes based on concrete cold-start and network isolation metrics.

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Agents & MCPAug 29, 2026 2 min read

OpenAI Codex Harness Uses Prompt Rules to Enforce Deterministic Task Awaiting

Inspection of OpenAI Codex's core agent harness reveals a dedicated awaiter builtin configured via TOML and prompt instructions. It uses exponential backoff polling timeouts to await task completion while instructing the LLM to behave deterministically.

Why it matters

Engineers building long-running AI agent orchestrators can adopt Codex's exponential polling and awaiter prompt patterns for reliable background task management.

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