Four Generations of the Rapidflare Agent Harness - Spark, Flame, Blaze and Forge
How the Rapidflare agent harness has evolved across four generations — from a simple RAG pipeline in 2023 to a long-running, broader, deeper harness in 2026.
How the Rapidflare agent harness has evolved across four generations — from a simple RAG pipeline in 2023 to a long-running, broader, deeper harness in 2026.

Heartbeats, cancellation, approval gates, scheduling, observability, and the operational patterns that made our Temporal ingestion pipeline easier to run.

How we built a document ingestion system that handles massive sources using Temporal's workflow orchestration, and the design decisions that made it scale.

Agents have a search problem across the whole stack: web search, RAG, tool discovery, skills/workflow loading, and even context compaction.

Rapidflare Agents now support inline citations, enabling traceable, verifiable AI answers grounded in datasheets, manuals, and standards documents. Built for technical industries where accuracy and compliance matter.

Step-by-step guide to optimizing RAG retrieval - improve recall, precision, and ranking for LLMs.