Building and operating bot defense at scale

F5 / Shape Security · Web application bot detection

At F5, I owned the web application bot detection product end to end, leading architecture, development, testing, and deployment across AWS and GCP. Earlier, as a Staff Software Engineer at Shape Security, I designed and implemented backend features for the Anti-Bot Mitigation Engine and built internal engineering tools.

As the scope grew, I led a global organization of 15+ people, including three managers. I worked directly with customers to simplify configuration and led improvements to deployment, testing, monitoring, and infrastructure cost.

24 hours → 1.5 hours Reduced elapsed deployment time through CI/CD improvements.
15+ people, including three managers Built and led a global engineering organization.
Lower infrastructure spend Brought spend down across AWS and GCP, within a $20M infrastructure budget.
Simpler customer configuration Removed redundant options and focused on settings customers used most.

About F5 Bot Defense (opens in new tab)

Career

  1. F5 · Senior Manager, Engineering · Apr 2021–Sep 2026

    Product ownership, architecture, delivery, and engineering organization leadership.

  2. Shape Security · Manager, Engineering · Apr 2020–Apr 2021; Staff Software Engineer · Nov 2018–Apr 2020

    Backend bot mitigation, cloud operations, APIs, and engineering tooling.

  3. Apple · Lead Software Development Engineer · May 2013–Nov 2018

    Development, automation, CI/CD, and reliability improvements.

  4. Infosys · Software Engineer · Dec 2007–May 2013

    Enterprise applications, business logic, and API testing.

Featured

More projects

Playbooks I wrote for my own coding agents and kept using. Each is a plain SKILL.md file, so it works in Claude Code, Codex, Cursor, and most other agents.

Claude Code
/plugin marketplace add adityaarakeri/skills

Adds the whole catalog to /plugin. Other agents: each skill has an npx skills line in the catalog.

7 plugins · 16 skills Browse the catalog

I'm an engineer based in the San Francisco Bay Area, with 18+ years across backend systems, cloud infrastructure, security, and engineering leadership.

My work has ranged from implementing bot-mitigation services and internal tools to owning a production product and leading engineers and managers. I care about understanding failure modes, making sound technical decisions, and following through after a system ships.

These days, I'm applying that experience to coding-agent guardrails, developer tools, and local AI. I build and use the tools myself, then work through the limitations I find.

I build explicit controls around what coding agents can execute, access, and change. My focus is enforceable permissions, checks before execution, and audit trails that make agent behavior easier to inspect.

More on LinkedIn and GitHub.

Technical scope

  • Systems: backend services, APIs, bot mitigation, production operations
  • Infrastructure: AWS, GCP, Kubernetes, Docker, Terraform, CI/CD
  • Languages: Python, Go, JavaScript/Node.js
  • AI tooling: coding-agent guardrails, MCP, codebase analysis, local model compatibility

Let's work on a hard problem.

I'm interested in hard engineering problems in AI, security, and infrastructure, and teams that value technical depth, ownership, and thoughtful execution.

:// Resume available on request