Sentinel: an autonomous multi-agent AI system
Intent-routed specialist agents, with federated fine-tuning so the data never leaves
Personal project
4Specialist agents
AI Systems Engineer · Mumbai, IN
Owais Barkati is an engineer in Mumbai, India, working across two things that rarely show up together: multi-agent AI and retrieval systems, and the high-throughput data infrastructure — Apache Kafka, Debezium change data capture, ClickHouse — that production AI actually runs on.
Selected numbers2023 – 2026
Intent-routed specialist agents, with federated fine-tuning so the data never leaves
Personal project
4Specialist agents
A Kafka fan-out system that got the database out of the notification path
FyreGig · Backend Developer Intern
10M+Concurrent users supported
A Debezium CDC pipeline feeding loan-risk dashboards without touching the source database
FyreGig · Backend Developer Intern
Sub-secondReplication latency
Why a recursive org-tree endpoint was slow, and what breadth-first traversal fixed
FyreGig · Backend Developer Intern
−85%Response latency
Why retrieval was the wrong answer for an 8,000-token corpus, and what replaced it
This website
~$0.0012Cost per cached turn
Answers come only from this site's case studies and publications, with links to the source.
Two peer-reviewed papers in computer vision and natural language processing, published as Owais Ansari.
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