About
IturncomplexAIintoproductspeopleuse.
I'm a full-stack AI engineer based in Chennai, India. I specialize in building production-grade AI systems — from fine-tuned LLMs and RAG pipelines to multi-agent architectures and real-time ML infrastructure.
My approach is engineering-first: every AI feature I ship comes with evaluation harnesses, observability, and a clear path from prototype to production. No demos that break in the real world.
Selected Work
AIProducts&Systems
Realtime Voice AI Agent
Low-latency voice assistant with interrupt, tool calls, and call-quality UX
- Barge-in + partial response streaming
- Latency budget + adaptive buffering
- Tool calling for real actions (CRM/tickets/payments)
- PII redaction + transcript storage policy
- Human handoff when confidence drops
Multimodal Document Intelligence
Tables, forms, stamps, signatures—structured extraction with confidence scoring
- Layout-aware extraction (tables/forms)
- Field-level confidence + audit trails
- Human review workflow + corrections learning
- Schema validation + versioned extraction
- PII masking + secure storage
LLM Observability & Evals Platform
Trace prompts, tools, retrieval, cost, and quality—ship safe AI with confidence
- Traces across tools + RAG steps
- Regression eval suite + gold datasets
- Safety checks + PII detection
- Cost dashboards + token budgets
- SLOs + alerting for quality drops
Secure Enterprise RAG with Permissions
RAG that respects RBAC/ABAC and never leaks restricted documents
- RBAC/ABAC-aware chunk retrieval
- Tenant isolation + encrypted storage
- Policy tests for leakage prevention
- Audit logs for every access
- Hybrid retrieval (dense + keyword)
Real-time Recommendation Engine
Personalized ranking with online + offline learning loops
- Candidate generation + ranking pipeline
- Feature store + realtime updates
- A/B testing + metrics attribution
- Cold-start strategy (content-based)
- Explainability signals for trust
Fraud & Anomaly Detection System
Streaming anomaly detection with explainable risk scoring
- Streaming pipeline with near-real-time scoring
- Hybrid approach: rules + ML anomalies
- Explainable risk factors for investigators
- Model drift monitoring + retraining triggers
- Case management workflow integration
LLM Inference Optimization (vLLM + Quantization)
Lower latency and cost with batching, caching, and quantized serving
- vLLM serving with continuous batching
- Quantization + performance benchmarks
- Autoscaling + load tests
- Cost per request tracking
- Fallback routing to cheaper models
Demand Forecasting & Inventory Optimizer
Forecast demand and optimize reorder points with constraints
- Forecasting with seasonality + events
- Constraint-based optimization (lead times)
- Scenario planning dashboard
- Backtesting + error analysis
- API deployment with monitoring
Domain Copilot for Teams
A secure internal copilot that knows your docs, tickets, and codebase
- Grounded answers with citations
- Jira/Slack/Gmail integrations
- Role-based access controls
- Admin analytics + prompt templates
- Incident summary + action items
Computer-Use Automation Agent
Agent that operates web apps safely with guardrails and approvals
- UI automation with approvals + rollback
- Action logs + screenshot evidence
- Guardrails to prevent dangerous actions
- Retry logic + state recovery
- Workflow templates for repeat tasks
Knowledge Graph + RAG Hybrid
Graph reasoning + retrieval for better accuracy on complex queries
- Entity extraction + graph construction
- Multi-hop reasoning with traversal
- Graph + text fusion answers
- Eval suite focused on multi-hop queries
- Explainable citations + relation paths
Privacy-Preserving AI Pipeline
PII detection, redaction, encryption, and compliance-ready audit trails
- PII detection + redaction pipeline
- Encryption at rest + in transit
- Retention policies + access auditing
- Prompt/data boundary enforcement
- Compliance-friendly reporting
Services
HowICanHelp
AI Product Engineering
Ship end-to-end AI features—RAG, agents, evaluation harnesses, and production MLOps with clear timelines.
Full-Stack MVPs
Design, build, and deploy fast MVPs with modern stacks, clean UX, and scalable architecture.
Automation & Data Systems
Build reliable pipelines, scrapers, and workflows that reduce cost and increase speed to insight.
Architecture & Scalability
Design robust system architecture—monorepos, microservices, caching, queues, and scaling plans that prevent rewrites.
API & Backend Engineering
Build secure APIs (REST/GraphQL), auth, RBAC, payments, and integrations with clean contracts and observability.
Cloud & DevOps Delivery
Productionize on AWS with CI/CD, Docker, monitoring, cost controls, and reliable release workflows.
AI Cost & Performance Optimization
Reduce token spend and latency with smart routing, caching, prompt refactors, batch jobs, and eval-driven tuning.
Product UX Engineering
Turn complex flows into simple UX—design systems, responsive UI, and interaction polish that boosts adoption.
Security & Compliance Basics
Harden apps with least-privilege access, secrets management, audit logs, and compliance-ready defaults.
Data & Analytics Foundations
Set up event tracking, dashboards, and metrics so you can measure activation, retention, and ROI from day one.
Codebase Rescue & Refactoring
Fix broken builds, reduce tech debt, and refactor safely with tests, linting, and step-by-step rollout plans.
Desktop & Mobile Apps
Ship cross-platform apps (Electron/Flutter) with offline support, sync, and production-grade packaging.
AI Integrations & Tooling
Integrate LLMs into your product—function calling, toolchains, vector DBs, and secure prompt/data boundaries.
RAG Quality & Evaluation
Build eval suites for retrieval and answers—gold datasets, scoring, regression tests, and continuous quality tracking.
Search & Recommendation Systems
Improve discovery with ranking, semantic search, personalization, and measurable relevance experiments.
Workflow Products for Teams
Build internal tools—admin panels, ops dashboards, approvals, and role-based flows that save hours every week.
Payments & Billing Systems
Implement subscriptions, invoicing, webhooks, retries, and dunning with clean ledgers and auditability.
Observability & Reliability
Add logs, metrics, tracing, SLOs, and incident-ready monitoring so production issues are found fast.
Performance Engineering
Speed up apps with profiling, caching strategies, DB tuning, and frontend performance optimization.
Data Modeling & Warehousing
Design schemas, ETL/ELT, and warehouses so your analytics stay accurate as your product scales.
Testing & QA Automation
Set up unit/integration/e2e tests, test data, and CI gates that keep releases stable.
Documentation & Developer Experience
Create clean docs, SDKs, and onboarding that make teams faster and reduce support load.
Migration & Modernization
Move legacy systems to modern stacks with minimal downtime—data migration, phased rollout, and risk control.
AI Safety & Guardrails
Add moderation, PII redaction, policy checks, and jailbreak-resistant patterns for safer AI features.
Why Work With Me
TheDifference
no fluff
Clear scope, fast delivery
You get honest estimates, reliable timelines, and steady progress updates—no surprises.
engineering-first
Systems that actually ship
I optimize for production reality: reliability, observability, and performance from day one.
quality bar
Evaluation baked-in
Every AI feature ships with measurable evals for accuracy, safety, and cost.
product thinking
Built for users, not demos
I focus on workflows, UX clarity, and adoption—so the feature is used daily, not just showcased.
cost control
Lower cloud + AI spend
I reduce waste with caching, batching, smart routing, and lean infra choices that keep margins healthy.
security baseline
Safe by default
RBAC, audit logs, secrets management, and sensible guardrails—so you can sell to serious customers.
ownership
Zero hand-holding required
I can run discovery → build → deploy end-to-end, and I document so your team can maintain it confidently.
speed + stability
Move fast without breaking
CI/CD, tests, and release gates make shipping frequent while keeping production calm.
integration-ready
Plays well with your stack
Payments, CRMs, emails, WhatsApp/SMS, analytics, and third-party APIs—integrated cleanly with retries and webhooks.
debugging muscle
I fix what others can’t
Build failures, flaky deployments, slow queries, messy codebases—I diagnose fast and stabilize the system.
future-proof
Architecture that won’t trap you
Modular design, clean contracts, and migration paths—so you can scale features and teams without rewrites.
founder-friendly
Startup pace, enterprise discipline
You get founder-speed execution with production-grade engineering standards and clear decision tradeoffs.