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Anthropic says fold subagents back into one agent loop unless evals show they earn their place

In an Oct 22 guide, Anthropic's Applied AI team says a single agent loop with on demand skills and MCP tools often beat router plus specialist designs on quality, cost and latency across enterprise deployments, so keep a subagent only for measured context bloat, parallel throwaway work, tool choice trouble or direct user contact. The Apache 2.0 single agent loop kit walks you through it: build a 10 example eval, fold one subagent at a time, and keep any whose replacement scores worse…

Claude Blog

Photoshop MCP lets Claude Code, Cursor or Codex drive the Photoshop on your Mac, no plugin needed

Shown on HN Oct 23, the MIT licensed, macOS only server controls a running Photoshop over AppleScript with about 20 tools for layers, adjustment layer grading, Select Subject, masks, text and export, and every edit is one undo step that rolls back automatically if it fails. Install from source for now ( ./scripts/install.sh client claude code ), since the 1.2.0 DMGs are unnotarized (build notes)…

Google ADK Python 2.13 promotes 12 features to stable and switches telemetry to OpenTelemetry GenAI v2

Released Oct 22, it adds TypesafeClassifier and ClassifierNode for routing workflows without an LLM call, live audio with barge in, and experimental MongoDB session and keyword match memory services that need no vector index. Heads up: telemetry now defaults to OTel GenAI v2 and drops the call llm span, so set ADK TELEMETRY SCHEMA VERSION OPT IN=otel semconv 1 36 if your dashboards depend on the old schema…

MCP TypeScript SDK 2.4 adds the Skills extension, so servers can serve SKILL.md folders to agents

Released Oct 23, @modelcontextprotocol/server/ext/skills lets a server load a skills folder with loadSkills(folder) and serve it via skills/list , skills/get and skill:// resources, while the matching SkillsClient verifies each file's size, digest and frontmatter. Heads up: x mcp header on number typed tool params is now rejected per the 2026 07 28 spec, so switch those to integers…

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