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The Lab · Written in the open · Tagged AI Tools
Lab.
Working notes from the studio. The tools I build, the workflows I keep, the mistakes I paid for.
209 entries · latest 2026-11-04
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What Claude's Dreaming Actually Does: Memory Consolidation Explained
Anthropic's new Dreaming feature reads session logs offline, finds repeat patterns, and merges duplicate memories into a tighter…
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Anthropic's 2026-2027 Compute Map: 5 Deals, 10+ Gigawatts, One Solo-Dev Take
Anthropic stacked five compute deals through May 2026: SpaceX Colossus 1, Amazon, Google plus Broadcom, Microsoft Azure, and…
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Claude Just Shipped Finance Agent Templates: Pitches, Valuations, and Month-End Close
Anthropic shipped ready-to-run Claude agent templates for finance teams covering pitch decks, valuation reviews, and month-end close
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Anthropic + SpaceX Colossus 1: 300MW, 220K GPUs, and Doubled Claude Limits
Anthropic doubled Claude Code five-hour rate limits for Pro, Max, Team, and Enterprise on May 6, 2026
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Claude Managed Agents Just Got Dreams, 20-Way Parallelism, and Self-Checking Loops
Claude Managed Agents now ship Dreaming, a memory consolidator that learns from session logs without overwriting your data
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Server-Sent Events Beat WebSockets for 80% of My AI Streaming UIs: 5 Patterns
Server-Sent Events handle 80% of AI streaming UIs with one HTTP connection and zero WebSocket overhead. 5 production…
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Claude Security Goes Public Beta: Repo Scanning, Vuln Explainer, Patch Guidance
Claude Security entered public beta on May 2026, scanning repos and explaining vulnerabilities for Claude Enterprise customers only
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Claude Connectors Now Reach Into Adobe, Blender, Ableton, Affinity, And Fusion
Claude Connectors now hook into Adobe, Blender, Ableton Live, Affinity, and Autodesk Fusion via MCP. Real workflow tests…
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Microsoft Agent 365 Launches With Claude Inside: What It Means
Microsoft Agent 365 launches today, May 1, 2026, as the enterprise control plane for autonomous agents inside Microsoft…
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Magnific vs Topaz vs Krea: Which AI Upscaler Actually Works
Topaz wins on photo fidelity for portraits, product shots, and any source where the original detail must survive
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Freepik Just Rebranded as Magnific: What Changes for Solo Creators
Freepik renamed itself to Magnific on April 28, 2026, unifying its asset library, upscaler, and 40+ AI models…