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AI agent systems Software architect 5 years full stack Bangalore, India Open to consulting & remote roles

Amrik Singh Khalsa

AI Agent Systems & Software Architect
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Amrik Singh Khalsa is an AI engineer and software architect in Bangalore, India, building AI agent systems and the security gates around them at Okta (Auth0).

Answers come from Amrik's site and resume, matched on this page. This is not a live AI model.From this site's content. Not a live AI model.

Building AI agents and the frameworks, protocols and security gates that make them safe to run in production.

Work with me Let's talk

Manifesto: how I work with evidence

Measure before you claim.

Read the source, not the summary.

Retract in public.

Most of the systems I've built exist because a number was being quoted that nobody had verified.

Shipped / Merged / Published

Receipts, not adjectives.

170+

Executable agent skills behind my CI gates

8

Upstream PRs merged at NVIDIA, Microsoft & Warp

30+

PRs merged on AI platform & security at Okta

80+

Architecture & research docs published

Case 01 / Multi-agent systems

A fleet that cites its evidence.

  1. Escalation in. One ticket used to cost an engineer a full day of manual correlation.
  2. Fan out. Four specialist subagents run in parallel, each on its own evidence source.
  3. Grade it. Each returns a confidence-rated JSON artifact. Only the orchestrator touches network or disk.
  4. Degrade honestly. Chat is unreachable, so the output says so instead of filling the gap.
  5. Synthesize. A rate-limiter defect whose own test asserted the bug. That's why CI never flagged it.
Illustrative escalation. Scores and IDs are examples.
Case 02 / AI agent security

Three gates between a skill and production.

  1. Anyone could publish. 170+ executable agent skills shipped to every team, and nothing scanned them.
  2. LLM-backed scanner. Short-lived model credentials via OIDC-federated IAM. No long-lived secrets in CI.
  3. Static-analysis hook. Cheap, deterministic checks before anything reaches review.
  4. Duplicate gate. Also caught a silent fail-open that was dropping skills from the gate.
  5. Whole catalog scanned. Per-plugin reports, and the circulated risk headline corrected in public.

Experience / 2021 to now

OCT 2025 → PRESENT

Okta (Auth0)

Senior Software Engineer

AI agent infrastructure and the security, identity and governance layers around it.

  • Own the CI security gates for a marketplace of 170+ executable agent skills
  • Multi-agent fleet with 4 parallel subagents; 11+ escalations root-caused, now an org-wide plugin
  • 6 agent-platform PoCs, incl. an A2A runtime with 1,200+ tests green
  • RAG knowledge agent on pgvector over 2,000+ articles: 40% faster query resolution
Agent SDKs MCP A2A AgentCore pgvector Terraform
APR 2024 → JUN 2025

Incentiv

Founding Engineer & Tech Lead

Led the team behind the core platform of India's first equity secondary market.

  • $5M+ in ESOP liquidity; 30+ startups and 200+ investors in 6 months
  • Atlas AI: an autonomous research and automation agent, team efficiency up 50%
  • 10K+ equity transactions a month on low-latency services
  • NestJS + Prisma service layer 25% faster; investor updates 80% quicker to ship
NestJS Prisma Next.js LangChain OAuth2
JUN 2021 → APR 2024

Augmento Labs

Engineer → Frontend Lead

Led teams through growth while building shared infrastructure across product lines.

  • Component library and service layer shared by 6+ micro-frontends
  • 34% faster apps, 40% less time to stand up a new microservice
  • Logging moved to Azure Table Storage: 44% faster, 24% cheaper
  • 3× Employee of the Month
React TypeScript Azure .NET
2017 → 2021 · WHERE IT STARTED

PRAYATNA

President, non-profit

Mentored underprivileged students while studying for a B.Tech in Computer Science at Shri Vaishnav Vidyapeeth Vishwavidyalaya (SVVV), Indore, Madhya Pradesh.

  • Founder & president, CodeChef SVVV chapter
  • 5★ HackerRank · Best Project, college hackathon
  • Member, ACM
Mentorship Community B.Tech CS
Case 03 / Open source

Merged upstream at NVIDIA, Microsoft and Warp.

upstream · zsh
$ upstream --author amriksingh0786 --merged
NVIDIA NeMo Agent Toolkit #2323 #2329 #2330
✓ tool results link to the call they answer again
✓ ART + DPO backends keep tool roles and ids
Microsoft Agent Governance Toolkit #4280 #4164 #4175 #3783
✓ configurable secret redaction, 7 → 14 formats
✓ decision evidence in a hash-chained audit log
✓ log rollover no longer breaks at 10,000 entries
✓ kill-switch callbacks bounded by a timeout
Warp #9503
✓ executable file:// scripts run, not open in the editor
104 unit tests · +3,267 / −103 · 8 of 8 merged
8 PRs merged 3 projects 104 unit tests +3,267 −103
Toolkit

Agents at the nucleus. Full stack in orbit.

AI & agents Claude Agent SDK, MCP, A2A, LangGraph, LangChain, RAG with pgvector, Bedrock AgentCore, eval harnesses, prompt-injection defense 08
Platform TypeScript, Python, Go, Rust, NestJS, .NET, Prisma, PostgreSQL, Redis, Terraform, GitHub OIDC, AWS, Azure, GCP, system design 08
Frontend React, Next.js, Angular, Redux, Tailwind, shadcn/ui, Framer Motion, micro-frontends 06
How I work

Six things I won't trade away.

  • Evidence over assertion

    Measure it before you claim it, and read the source rather than the summary.

  • Honest degradation

    A system that says what it couldn't reach beats one that confidently invents.

  • Adventure-driven innovation

    The best ideas come from fresh perspectives and new experiences.

  • Resilience

    Like biking uphill, persistence leads to amazing views.

  • Meaningful impact

    Building solutions that empower people and create real change.

  • Continuous learning

    Every sunset, every trip, every challenge teaches something new.

FAQ / Quick answers

Questions about Amrik Singh Khalsa

  • Who is Amrik Singh Khalsa?

    Amrik Singh Khalsa is an AI agent systems and software architect based in Bangalore, India. He is a Senior Software Engineer at Okta (Auth0), where he builds multi-agent systems, MCP servers, an A2A protocol runtime and the CI security gates for executable AI agent skills. He has five years of full-stack engineering experience.

  • Is Amrik Singh Khalsa an AI engineer?

    Yes. Amrik Singh Khalsa is an AI engineer who specializes in AI agents. At Okta (Auth0) he architected a multi-agent fleet that root-causes production escalations with cited evidence, delivered six agent-platform proofs of concept, and built a RAG support agent on pgvector that cut internal query resolution time by 40%.

  • Which Amrik Singh is the AI agent engineer in Bangalore?

    That is Amrik Singh Khalsa, who publishes code on GitHub as amriksingh0786 and is on LinkedIn as amriksinghkhalsa. He works on AI agent infrastructure at Okta (Auth0) in Bangalore. Before that he was Founding Engineer and Tech Lead at Incentiv and Frontend Lead at Augmento Labs, both also in Bangalore.

  • Where did Amrik Singh Khalsa study?

    Amrik Singh Khalsa studied Computer Science at Shri Vaishnav Vidyapeeth Vishwavidyalaya (SVVV), Indore, Madhya Pradesh, earning a Bachelor of Technology between 2017 and 2021. While studying he was President of the non-profit PRAYATNA and founded the CodeChef SVVV chapter. He has worked as a software engineer in Bangalore since 2021.

  • What does Amrik Singh Khalsa do in AI agent security?

    Amrik Singh Khalsa owns the CI security gates for an org-wide marketplace that distributes 170+ executable AI agent skills at Okta (Auth0). He shipped three merged gates: an LLM-backed security scanner, a static-analysis pre-commit hook and a duplicate-skill gate. GitHub OIDC-federated IAM roles supply short-lived model credentials, so no long-lived secrets are needed.

  • Does Amrik Singh Khalsa build MCP servers and A2A agents?

    Yes. Amrik Singh Khalsa has delivered six agent-platform proofs of concept end to end at Okta (Auth0). They include an A2A protocol runtime with more than 1,200 tests passing, MCP servers, agent memory with retrieval grounding on AWS Bedrock AgentCore, and observability for agent context and cost.

  • What open source has Amrik Singh Khalsa contributed to?

    Amrik Singh Khalsa has eight merged pull requests across three projects: the NVIDIA NeMo Agent Toolkit, the Microsoft Agent Governance Toolkit and the Warp terminal. They fix tool-call linkage in fine-tuning data, add configurable secret redaction and tamper-evident audit evidence for agents, and make executable scripts opened from file:// links run in the terminal. Together they added 104 unit tests.

  • Where did Amrik Singh Khalsa work before Okta?

    Before Okta (Auth0), Amrik Singh Khalsa was Founding Engineer and Tech Lead at Incentiv from April 2024 to June 2025. The core platform his team delivered drove $5M+ in ESOP liquidity and onboarded 30+ startups and 200+ investors in six months. From 2021 to 2024 he grew from Software Engineer to Frontend Lead at Augmento Labs.

  • What technologies does Amrik Singh Khalsa use?

    For agentic AI systems, Amrik Singh Khalsa works with the Claude Agent SDK, MCP, A2A, LangChain, LangGraph, RAG with pgvector and AWS Bedrock AgentCore. His platform stack covers TypeScript, Python, Go and Rust, with Next.js, NestJS, PostgreSQL, Terraform and GitHub OIDC across AWS, Azure and GCP.

  • Is Amrik Singh Khalsa available for consulting or freelance work?

    Yes. Amrik Singh Khalsa takes on consulting, advisory and freelance engagements on AI agent architecture, multi-agent systems, MCP servers, RAG and AI agent security. Every engagement is scoped in writing first. To start, send a short brief through the Work with me page at amriksinghkhalsa.com/work-with-me, or email singhamrikkhalsa@gmail.com.

  • Is Amrik Singh Khalsa open to remote roles?

    Yes. Amrik Singh Khalsa is open to remote and full-time roles as a senior engineer, software architect or tech lead on AI agent systems. He is based in Bangalore, India. His resume, covering five years of building and leading full-stack platforms and eight merged upstream pull requests, is at amriksinghkhalsa.com/resume.

  • How can I contact Amrik Singh Khalsa?

    Email Amrik Singh Khalsa at singhamrikkhalsa@gmail.com, or reach him on LinkedIn at linkedin.com/in/amriksinghkhalsa and on GitHub as amriksingh0786. He is based in Bangalore, India, and is open to conversations about AI agent systems, multi-agent architecture, MCP servers and AI agent security. For consulting or freelance projects, send a brief through the Work with me page.

Bangalore (Bengaluru), Karnataka, India / open to conversations

Let's build agents that are safe to run.

Amrik Singh Khalsa, AI engineer in Bangalore