Self-Hosting Mem0 on Postgres + pgvector: A Production Recipe
Mem0 on a single Postgres + pgvector instance, end to end. Schema, indexes, and the queries that keep latency under 200ms even with millions of memory records.
Agentic AI, LLM engineering, and the models behind modern automation — multi-agent systems, LLM evaluation and comparisons, RAG, fine-tuning, AI infrastructure, security, and production AI engineering.
From the blog
Mem0 on a single Postgres + pgvector instance, end to end. Schema, indexes, and the queries that keep latency under 200ms even with millions of memory records.
Weaviate's spring release adds multimodal search and native reranking inside the database. The architecture and the gains on real-world recall in production RAG stacks.
How to use ChatGPT Operator 2.0's scheduled runs to build production cron agents — patterns, pitfalls, and observability for 24/7 workloads.
April 2026 brought defensive AI agent updates from CrowdStrike (Charlotte AI), SentinelOne (Purple AI), Microsoft (Security Copilot), and Google (Sec-Gemini).
By April 2026, C2PA Content Credentials shipped on iPhone 17 cameras and SynthID is now Google's default for Gemini and Imagen — but watermark removal services scaled too.
CrowdStrike's April 2026 Falcon release lets Charlotte AI take autonomous triage actions on low-confidence alerts, with a customer-tunable kill-switch and full audit trail.
April 2026 deepfake detection benchmarks showed Reality Defender, Truepic, and Hive holding 92%+ accuracy on stills but dropping to 64% on real-time video against the latest.
OpenAI shipped four safety updates in April 2026, including a new agent runtime sandbox for ChatGPT, MCP signing requirements, and updated usage policies for autonomous agents.
Sub-100 ms is the magic number for surgical teleoperation; 200 ms works for drones and warehouse bots. Here is the WebRTC stack that hits both in 2026.