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Adaptive agentic intelligence framework using Strands Agents

TL;DR

The Adaptive Agentic Intelligence Framework (AAIF), built with Strands Agents, handles routine tasks locally with small language models and routes complex requests to cloud models through Amazon Bedrock. This post walks through building AAIF with local SLMs through Ollama and Amazon Bedrock, using an Internet of Things monitoring scenario.

Nauti's Take

Small teams should start by reproducing one narrow workflow with Ollama and measuring which tasks local models handle reliably. Track error rates, latency, data movement, and the actual Bedrock cost when requests fall back to cloud models.

The AWS post explains the architecture, but it does not yet provide independent evidence from production-scale workloads.

Sources