New13 min read
MCP Client Features: Sampling, Elicitation and Roots Explained
MCP sampling, elicitation and roots explained against the 2026-07-28 spec, with JSON-RPC examples and which of 24 clients support each one.
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AI AGENTS
424 articles
LATEST
Who Bought Your LLM Observability Tool? The 2025-2026 Consolidation, and How to Stay Portable
Langfuse is part of ClickHouse, Promptfoo is part of OpenAI, Galileo is part of Cisco, Traceloop is joining ServiceNow, Helicone joined Mintlify and Humanloop shut down. Who owns what in October 2026, the dates the vendors state, and a portability checklist built on OTLP ingest, licenses and self-hosting.
•11 min read
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New8 min read
GPT-Live Decisions: Native Delegation and Transcript Triggers
GPT-Live can now call the Decisions API itself, mid-sentence. How native delegation and transcript triggers work, the session config, and the events to handle.
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New12 min read
Agent Memory Architectures Explained: 5 Layers and How Each Framework Builds Them
Agent memory is five layers: history, compaction, semantic recall, working memory and files. How Mastra, LangGraph, OpenAI and Claude implement each.
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New12 min read
ChatGPT MCP Events: Start Work Tasks From Gmail, Slack, GitHub
How to start ChatGPT Work tasks from Gmail, Slack, GitHub and your own MCP server events: setup steps, the 30-runs-per-hour cap and signed webhook code.
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New14 min read
Choosing an Agent Framework in Late 2026: 10 Frameworks Compared by Use Case
Ten agent frameworks, one decision guide: a capability matrix built from official docs and a flowchart that picks by language, durability and team.
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New15 min read
Claude Agent SDK in Late 2026: What Is New and How to Use It
What changed in the Claude Agent SDK by October 2026: nested subagents with caps, SessionStore, skills, plugins, structured outputs and permission defaults.
New9 min read
Claude Code Now Reads AGENTS.md: Setup, Modes and Gotchas
Claude Code v2.1.277+ reads AGENTS.md when a repo has no CLAUDE.md. How the four Project instructions modes work, the settings key, and the gotchas.
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New13 min read
Claude Code Auto Mode Is Now the Default: Keep It, Tune It or Turn It Off
Claude Code starts in auto mode by default, with its safety classifier moving server-side. How to keep, tune or turn it off, and the v2.1.302 headless catch.
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New14 min read
Claude Computer Use Toolset: GA API and SDK Driver Guide
Claude computer use is GA as computer_toolset_20260801: no beta header, batched actions, zoom on. How to call it, migrate, and write an SDK driver.
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New11 min read
Claude Files API and Skills API Are GA: How to Migrate Off the Beta Headers
Claude Files API and Skills API are GA: drop two beta headers, add file expiry up to 90 days, and switch to page cursors. Type-checked TS and Python steps.
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New13 min read
Claude Managed Agents Dynamic Workflows: How to Use Workflow Runs
Claude Managed Agents can now write workflows that fan out up to 1,000 agents server-side. How to enable workflow runs, follow events and cap spend.
New13 min read
How to Use Codex Cloud Reusable Environments (2026 Guide)
Codex Cloud reusable environments: publish once, then start isolated tasks from web, desktop or mobile. Setup, secrets, CLI, limits and 8-16 GiB VMs.
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