ML/AIPrototype★ Featured

NeuroMemory: 1,000-Turn Conversational Persistence

Long-term memory architecture for conversational AI agents surviving 1,000+ turns with low-latency inference injection (Smallest.ai × IIT Guwahati).

Problem

Most conversational AI agents lose contextual continuity or experience severe latency degradation after 20+ turns.

Architected a hierarchical memory tier that extracts, summarizes, and selectively injects relevant historical facts into prompt context dynamically.

PythonSmallest.ai APIFastAPIVector DBPyTorchLLMs

1,000+ Turns

Memory Turns

Sub-50ms

Latency

#AI Agents#Long-Term Memory#Smallest.ai#IIT Guwahati#LLM Infrastructure

Initialising_Aura_v2.0

Decrypting Experience Ledger...