Aws

A batch pipeline on AWS that puts a multimodal model at the centre, reading Korean and English marketing content for the offensive meaning that hides between the words.

Eight retrieval architectures, from Simple RAG to agentic swarms. The trick is not choosing the cleverest one, but the one that fixes your actual failure.

Autonomous AI agents no longer just answer; they plan, act and fail in inventive ways. How to build them on AWS, from supervisors to event-driven swarms.

One leaked key, one runaway bill, one botched bucket—and a single AWS account takes the whole business down. The remedy is to stop hoarding accounts.

Amazon Kinesis promises data in motion, not at rest. Yet the architecture, the pricing modes and the operational fine print are where the real choices lie.