01 · Brightaira · 2025–now
Root-cause AI agent
An agentic AIOps platform that reads tickets, logs and alerts, finds what broke and recommends the fix.
- Tickets
- Logs
- Correlate
- Causal graph
- LLM
- Fix
Example trace
- › ingest INC-2041 · 3 alerts
- › retrieve 418 log lines · 6 services
- › correlate 14 events → 1 incident
- › graph db-pool → api → checkout
- › cause connection pool exhausted
- › fix raise pool limit, recycle api pods
- LangGraph
- RAG
- LangSmith
- Faster Whisper
03 · Results · accuracy on each project’s own test data
Models shipped
Intrusion detectionSecurity98%
Education-loan take-upPhD research97%
Malware familiesSecurity96%
Phishing detectionSecurity95%
Policy lapsationInsurance92%
90%95%100%
Also built: natural-language-to-SQL assistant, income prediction, claim-risk scoring, threat-intelligence pipeline.
05 · Research
8.
Peer-reviewed publications in quantitative economics
PhD Economics, Univ. of Calicut · ICSSR Fellow · UGC NET