RESEARCH & ENGINEERING BLOG

Insights on AI Agent Memory, Postgres & Benchmarks.

Technical deep dives, architecture patterns, and open reproducible evaluations on building production memory layers for AI agents.

FEATURED POST6 min read

Why Do AI Agents Forget?

A language model keeps nothing between calls. What feels like memory in a chatbot is the app resending the transcript, and that trick stops working as agents run longer.

Chitresh Parihar

Sep 11, 2026

FUNDAMENTALS · AI AGENT MEMORY

AI agents forget between sessions because language models are stateless. Here is why resending the chat transcript only works for a while, and what real memory takes.

Read Full Article

Fundamentals•Sep 11, 2026•6 min read

Why Do AI Agents Forget?

AI agents forget between sessions because language models are stateless. Here is why resending the chat transcript only works for a while, and what real memory takes.

#AI Agents#Memory#LLM Context#Fundamentals

PRODUCTION AI MEMORY ENGINE

Ready to give your agents persistent memory?

Bi-temporal facts, Postgres-native pgvector storage, and sub-50ms hybrid recall for enterprise agent workloads.

Request Early Access Read Documentation

Suprflo is a product of ATIIAD Technologies Pvt. Ltd. (trading as Baaz). Questions: hq@suprflo.com.