8 min read
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…
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.
184 entries · latest 2026-09-11
9 min read
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…
8 min read
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
8 min read
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
8 min read
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
8 min read
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…
8 min read
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
8 min read
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…
10 min read
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…
9 min read
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
10 min read
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…
13 min read
Claude Managed Agents Now Have Filesystem Memory
Claude Managed Agents got filesystem memory in public beta on April 23, 2026, agents read and write actual…