Infrastructure · Agent-Native Runtimes
Cloud providers and startups are racing to build agent-native infrastructure that remembers, recovers, and replays, making this year's architecture decisions critical for which AI agents earn production trust.
Data Infrastructure · Consolidation
Two years after dedicated vector databases soared, general-purpose systems like PostgreSQL and MongoDB now offer built-in vector search on platforms enterprises already use, even as agent-native memory architectures question the need for a database.
Data Infrastructure · Consolidation
Hybrid retrieval intent tripled in Q1 2026 as enterprise RAG hit the scale wall, pushing the dedicated vector database category to be absorbed by incumbents and questioned by agent architects.
As Pinecone pivots from vector store to knowledge engine, MongoDB, Oracle, and PostgreSQL absorb vector search into general-purpose databases, squeezing the standalone vector database category from both sides.
Three years after the vector database gold rush, incumbents have absorbed the technology into the platforms teams already run, and the consolidation cycle is normalizing vector search as a feature.
Databases · Data Infrastructure
Postgres extensions like pgvector, pg_search, and Citus are not just features but proof that Postgres's extension API is now the most valuable piece of the database stack, spawning a new generation of database companies.
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Data Infrastructure · Analysis
With lakehouse architectures converging, DuckDB's embeddable OLAP engine is proving that a data warehouse is not a product category but a behavior, reshaping how the industry thinks about metadata, storage, and compute.
Data Infrastructure · Consolidation
Hybrid retrieval intent tripled in a single quarter as RAG architectures buckled under agentic workloads, and now incumbents and insurgents are racing to define what comes after the embedding index — and whether a standalone vector database still makes sense.
Software · Data infra
DuckDB-WASM 1.4 (released April 22) ships with a memory architecture that survives a billion rows in a Chrome tab. The benchmarks need their assumptions read carefully.
Software · Postgres
Postgres 19 (released April 25) ships the long-awaited asynchronous IO API. The pgvector and pg_search teams are the first to land integrations. One is good. The other is what the next year is for.