Ingestion
Every file format, every silo, chunked with structure and metadata intact.
Your AI needs the right briefing.
Before a model acts, it reads a briefing: the context. Context engineering decides what earns a place in it. Try it yourself: build the briefing below and watch the answer change.
TOGGLE SOURCES
CONTEXT BUDGET
22% of budget usedCurated and lean: the key facts stand out.
Answer qualityPartial
“Net-45, per the 2024 MSA amendment §7.2 (MSA_VendorX_2024.pdf). An early-payment discount of 1.5% applies before day 20.”
The governing document alone answers correctly, with a citation.
THE DISCIPLINE
What context engineering actually involves
It is an operating pipeline with four stages that we build and run.
Structuring
Vector DB for meaning, knowledge graph for facts: hybrid RAG.
Freshness
Sync pipelines to reduce stale knowledge through change detection and staleness monitoring.
Routing
Per-task retrieval that decides which facts earn a place in the briefing.
WHAT BREAKS WITHOUT IT
The right answer, from the wrong year.
A model can retrieve the 2021 specification, a superseded rate card, or a policy that is two revisions old. It cannot identify missing context unless the retrieval system supplies dates, authority, and exclusions. Context engineering gives each answer a traceable source and records which material was left out.