AI · Agents · Production LLM Systems
I build production LLM systems — agents, RAG, and evaluation pipelines that hold up at scale.
AI Engineer focused on agentic workflows, agent memory architectures, and RAG systems processing 1B+ tokens/month in production.
Analyst — AI & Agent Systems at Future Standard, designing agentic memory architectures and operations-intelligence agent systems.
- 1B+
- tokens/month in production
- 1,500+
- hours/year saved
- $800K+
- ARR growth contributed
PythonJavaScriptC++TypeScriptReactNext.jsFastAPILangchainLangGraphLiteLLMPydanticPyTorchQdrantMongoDBPostgreSQLMySQLDockerKubernetesAWSGitLinearJiraJWTOAuthEmbedded CAssemblyPythonJavaScriptC++TypeScriptReactNext.jsFastAPILangchainLangGraphLiteLLMPydanticPyTorchQdrantMongoDBPostgreSQLMySQLDockerKubernetesAWSGitLinearJiraJWTOAuthEmbedded CAssembly
Experience
Where I've shipped
Selected work
Projects that show how I think
Why work with me
What I bring to a team
AI-first
Production LLM systems — agents, agentic memory, RAG, and evals built for real operational workloads.
LLM tooling
LangGraph + LiteLLM orchestration, retrieval pipelines, and evaluation at 1B+ tokens/month scale.
End-to-end ownership
From schema design to k8s deployment. I ship things that stay up.
Latest writing
Notes from the blog
2026-08-29CVE remediation at monorepo scale: a practical playbookA playbook for clearing CRITICAL and HIGH CVEs across a monorepo: severity-plus-reachability triage, per-service fix batching, transitive dependency overrides, a trivy CI gate, and an accepted-risk register with expiry dates.infra→2026-08-29Shipping a three-environment CI/CD pipeline from zeroBuilding dev, staging, and prod from an empty repo: per-env Terraform state, separate cloud accounts, deployable PR previews, trunk-based promotion, and expand-migrate-contract for database changes.infra→2026-08-29Backtesting you can trust: determinism, costs and common errorsWhy most backtests lie — lookahead bias, fantasy fills, ignored Indian charges — and how deterministic Parquet outputs make results diffable, re-auditable, and reproducible.ml→2026-08-29Complexity ratchets: pay down tech debt without a rewriteA complexity ratchet is a CI check that fails only when code gets worse, not when it is merely bad. How we wired per-file complexity baselines into a monorepo and actually started paying the debt down.notes→2026-08-29Designing a downloader CLI that is also a libraryHow I restructured an image downloader around an importable async core, typed errors, and a JSONL manifest that doubles as an image-text dataset — and deprecated the old format without breaking anyone.notes→
Contact
Let's build something reliable.
Available for full-time roles and select freelance projects. Based in Bangalore — open to remote.