Your personal app suite.
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From chat to structured storage, available as a live app.
Notion is static. Lovable is locked.
AppTable lets your agent build the exact apps you need.
Each app has a database, a frontend, and skills Claude can update. The examples below are real conversations and the working apps they produced.
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7 picks · filed 07:15Claude Opus 4.7 released — 1M context, native MCP
First model with MCP tool use baked into the trainer; agent benchmarks jump 11pts.
OpenAI ships Agents SDK 3 with parallel tool calls
Mostly catches up to Anthropic's MCP — but the parallel tool dispatcher is genuinely faster.
DeepMind: AlphaProof at IMO 2026 takes silver
Solved 4 of 6 problems unaided — informal-to-formal translation step is the new bottleneck.
Compositional reasoning via tool-use chains
Chains of 5+ tool calls degrade fast — they propose a re-planning checkpoint that keeps accuracy stable to 12.
On the limits of MCP server scaling
Empirical: tool-routing latency dominates past ~40 connected servers. Caching helps; tool-name hashing helps more.
the fastest way to debug an agent is to literally print every tool call it makes — most …
Worth reading — overlaps with what you wrote about MCP debugging two weeks ago.
thread: 6 patterns I've seen for shipping LLM eval suites that don't rot in a month
Pattern 4 (golden-set drift) is exactly what you flagged at the offsite.