Archive / Topic

#ai

7 posts, newest first

Running reproducible bioinformatics pipelines from your AI assistant

AI can already look up biological data and plan an analysis. What it could not do was run a pipeline and prove the result. FlowProof is an open MCP server that closes that gap with verifiable provenance.

mcpbioinformaticsnextflow

Why AI agents fail in production: state drift, not prompt drift

A practical state-convergence playbook for project-scoped agent systems

aiarchitecturesystems-design

MCP tools need API-grade contracts

Why MCP servers should be thin, reliable protocol adapters - not application logic hosts

aimcparchitecture

Run pgvector like production database infrastructure

What it actually takes to run Postgres with pgvector reliably in production

databasepostgresai

Retrieval output still needs a context contract

Search output is not prompt-ready context. Assembly is a first-class subsystem.

aillmarchitecture

Retrieval works when vector search has backup

Why reliable retrieval needs layered fallback chains, not vector-only optimism

airetrievalarchitecture

Schema discipline decides retrieval reliability

Schema quality determines long-term correctness more than any algorithm choice

databasearchitecturebackend