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- Postgres + DuckDB = 🔥 This POSETTE talk shows how pg_duckdb brings columnar, vectorized analytics inside Postgres — faster TPC‑H queries, direct Parquet reads from Blob, and hybrid joins across live + lake data. Same SQL, new superpowers. 👉 buff.ly/Eq3zhwi
- MCP Community Connect is here to unite the agent world. 🎉 A full day of deep‑dive MCP engineering — servers, security, frameworks, enterprise lessons. Two dates: SF Sept 14 + BLR Sept 26. If you build agents, MCP is the layer you can’t skip. 👉 buff.ly/rjAIyi4
- CU’s GPT‑5 series guide is 🔥 More models (GPT‑5 → 5.5, incl. mini/nano) Smarter grounding = 20–30% fewer input tokens + 11–25% lower LLM bill Confidence scoring jumps 14% on GPT‑5.2 👉 Read: ift.tt/1al8XVc
- Postgres on burstable instances = cheap… until CPU credits hit zero. 😬 This POSETTE talk shows how discrete event simulation predicts throttling, queue saturation & p99 explosions before you deploy. Shift‑left infra testing with math = 💯 👉 buff.ly/uxkWVQg
- In today's Data Exposed episode, we learn about how we've improved vectoring indexing since we first released it, with Bob Ward and Anna Hoffman. 🎥 buff.ly/TJAJCS8

