Work
Systems, not
screenshots.
Each project is documented the way an engineer would review it: the problem, the architecture, the decision that mattered, how it was evaluated, and the result.
LexAI
A citation-first research system that reads long legal documents, reasons across them, and answers with traceable evidence.
- Problem
Keyword search returns documents; practitioners need defensible answers.
- Architecture
Hybrid retrieval over Qdrant feeding a LangGraph agent with explicit tools.
- Decision
Every claim must carry its source span, or the answer is refused.
- Evaluation
Golden question–answer–citation triples run on every change.
- Result
Answers that can be audited line by line instead of trusted blindly.
Self-healing AI SRE
A constrained multi-agent operator that detects production anomalies, reasons about root cause, and applies reversible fixes.
- Problem
Routine incidents consume on-call time and arrive as alert storms, not causes.
- Architecture
Telemetry → anomaly grouping → diagnosing agent → guarded actuator.
- Decision
Agents may only take allow-listed, reversible actions, never arbitrary commands.
- Evaluation
Every action is verified against health checks and rolled back if they fail.
- Result
Routine failures resolve and document themselves; people handle the novel ones.
Next step