Reasons at device-cohort and fleet level to spot anomalous behavior rather than per-device thresholds, detects SLA and lifecycle risk across heterogeneous fleets, and runs Local-First for private-5G and campus IoT where telemetry stays on premises.
Accepts (Input)
Generates (Output)
Expert Domains
This agent uses specialized SQL macros to perform deterministic calculations. It does not hallucinate math.
SELECT * FROM defects a
JOIN defects b
ON ABS(a.pos - b.pos) < (0.25 * a.length)
This agent keeps short-term conversation context and draws on a domain knowledge base of General Industry Standards, plus a persistent memory that recalls relevant past findings by semantic similarity.