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Tagged: aws-bedrock
Bedrock Agents: Memory Summarization, Versioned Guardrails and Knowledge Base
Terraform-driven Bedrock agent controls: session memory with a custom summarization prompt, versioned guardrails with detect-then-block rollout, and S3-backed RAG.
15 min readMulti-Agent Orchestration on Bedrock and LangGraph: Four Patterns
Supervisor-worker, pipeline, fan-out and debate patterns with LangGraph on AWS Bedrock, plus handoffs, budget guards, tracing and production failure modes.
22 min readA LangGraph Pipeline That Keeps Codebase Memory for AI Agents Accurate
Build a LangGraph pipeline that drafts per-service knowledge files, gates them with Ragas and DeepEval, traces runs in Langfuse and runs locally on Ollama too.
11 min readYou Can't Retrieve a Number Nobody Wrote Down: OKF vs a Vector Database RAG
A verified OKF bundle against a Bedrock knowledge base backed by a vector database, on survey statistics: why computed figures can't be retrieved at all.
10 min readPractical notes: Agentic Architectures — Article 12: Are We Ready For An
Operable walkthrough of Practical notes: Agentic Architectures — Article 12: Are We Ready For An: contracts, checks, and drop-in code slots for teams shipping this pattern.
12 min read
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