Same agent, same model, same question. 71% fewer tokens.
Connecting an agent to enterprise data works in the demo. In production it spends most of its budget on discovery: what the schemas are, what the fields mean, how entities relate across sources. The usual fix is adjusting
Introducing the Elastic nightshift AI SRE – your always-on SRE coworker.
•Investigates like an SRE, ruling out dead ends and showing you how it got there
• Uses complete context from all your telemetry, not just what you could afford to keep
• Finds unknown issues your alert
Using Dev Tools is one of the best ways to prototype every query before it goes into your code.
Within Dev Tools, autocomplete will help you know your index names, your field names, and the full API needed, and it’s been the go-to testing place for developers using Elastic.
This is how our new Columnar Mode works.
It changes how Elasticsearch stores data from document-oriented, to be more suitable for analytics, security & operational data.
The key changes are:
- Non-text fields stored as doc values and not in inverted indexes by default
- Doc