Engineering Leader • AI Strategist • Mentor • Coach

Hi, I'm Soumya Lakshmi

I help engineering leaders and teams unlock the next level of productivity through AI-augmented workflows, operational excellence, and hands-on coaching.

20+
Years in Engineering
200+
Engineers Impacted
10x
Productivity Gains Delivered
Startup to Fortune 100
Full Spectrum Experience

About Me

I help engineers and technology leaders at every level — from individual contributors and first-time managers to Directors, Senior Directors, and VPs — grow into their next role and lead with greater scope and influence. Drawing on 20+ years building and leading global engineering organizations, from early-stage startups like Crunchyroll to industry giants like Yahoo and Adobe, I coach people through the real challenges of stepping up: developing executive presence, leading through ambiguity, influencing stakeholders, building strong teams, and translating technology strategy into measurable business outcomes.

As a woman who has built and led engineering organizations at scale, I'm especially passionate about helping women in tech step into leadership at every level — building the visibility and sponsorship that don't always come automatically, and claiming a seat at the table rather than waiting to be invited to it.

My coaching draws on direct experience across AI transformation, engineering strategy, platform modernization, operational excellence, organizational change, and talent development — practical, direct coaching for engineers and leaders at every stage of their career, from your first engineering role to the executive suite.

What I Bring

AI-Augmented Engineering

Designing autonomous agent systems, AI-powered workflows, and strategies that actually ship results

Developer Productivity

Build systems, CI/CD, developer experience, tooling strategy, and metrics-driven improvement

Chaos & Resilience Engineering

Building systems that fail gracefully — fault injection, resilience testing, and production hardening

Technical Leadership

Team building, architecture, cross-org alignment, turning ambiguous problems into shipping products

Coaching & Mentoring

Helping engineers and leaders grow into their next role with practical, experience-backed guidance

Experience

Engineering Leader, AI & Developer Productivity

Adobe

Current
  • Leading AI-augmented engineering initiatives for large-scale C++ products
  • Designing autonomous agent infrastructure and safety frameworks for production codebases
  • Building systems that recover 200+ developer hours per week through automation
  • Pioneering the AI Pod model — small teams delivering at 2-3x their size

Engineering Productivity & Operational Excellence

Adobe

Previous
  • Built and scaled developer experience programs across engineering teams
  • Established CI/CD best practices and build infrastructure for large-scale projects
  • Created metrics-driven productivity frameworks adopted org-wide
  • Mentored and grew engineering talent across multiple teams

Chaos & Resilience Engineering

Adobe

Previous
  • Designed and led chaos engineering programs to harden production systems
  • Built fault injection frameworks and resilience testing pipelines
  • Reduced production incidents through proactive failure testing
  • Established resilience best practices adopted across the organization

Startup to Enterprise

Yahoo, Crunchyroll & Startups

Earlier Career
  • Scaled systems at Yahoo serving hundreds of millions of users
  • Early team member at Crunchyroll — the leading anime streaming platform
  • 20+ years building, shipping, and leading across startups and Fortune 500 companies

Featured Work

200+ hours saved/week

AI Agent Infrastructure

Autonomous Workflows at Enterprise Scale

Designed and deployed autonomous AI agent systems on minimal container infrastructure — eliminating hundreds of hours of developer toil per week across large engineering teams.

AI AgentsAutonomous WorkflowsCI/CDSafety Gates
Adopted org-wide

Developer Productivity Platform

Engineering Excellence at Scale

Built comprehensive developer experience infrastructure including CI/CD optimization, build caching, metrics dashboards, and tooling that reduced cycle times across the org.

DevExCI/CDMetricsBuild Systems
Reduced production incidents

Chaos & Resilience Engineering

Breaking Things to Make Them Stronger

Built chaos engineering programs and fault injection frameworks that proactively uncovered weaknesses in production systems — reducing incidents and hardening reliability at scale.

Chaos EngineeringFault InjectionResilienceSRE
Reusable across orgs

AI Pod Operating Model

Strategy & Framework

Developed the strategic framework for AI Pods — small teams using AI tools to deliver at 2-3x their size. Includes governance, safety, ROI models, and adoption playbooks.

StrategyAI PodsGovernanceROI
Non-negotiable quality gates

Legacy Codebase Modernization

Safety & Quality at Scale

Designed memory safety gates, visual regression pipelines, and performance benchmark systems for large-scale C++ codebases — making AI-assisted development viable for legacy systems.

C++Memory SafetyVisual RegressionPerformance

How I Can Help

Whether you need a mentor, a coach, or a hands-on consultant — I bring 20+ years of real-world engineering leadership experience to help you and your team reach the next level.

🎯

1:1 Mentoring

Personalized guidance for engineers and engineering managers looking to level up — whether you're aiming for staff engineer, your first management role, or navigating a career transition.

  • Career strategy & growth planning
  • Technical skill development
  • Interview prep & resume review
  • Ongoing 1:1 sessions (bi-weekly or monthly)
🚀

Leadership Coaching

For engineering leaders who want to build high-performing teams, drive organizational change, and multiply their impact through others.

  • Leadership style assessment
  • Team building & culture design
  • Stakeholder alignment strategies
  • Handling difficult conversations & decisions
🤖

AI Engineering Consulting

Help your team adopt AI coding tools, design autonomous agent workflows, and build the governance frameworks that make AI-augmented engineering safe and effective.

  • AI readiness assessment
  • Agent architecture & workflow design
  • Governance & safety frameworks
  • ROI modeling & executive buy-in strategy

Developer Productivity Consulting

Audit and optimize your CI/CD pipelines, build systems, developer experience, and engineering metrics to eliminate toil and accelerate your team.

  • Developer experience audit
  • Build system & CI/CD optimization
  • Metrics & dashboard design
  • Tooling strategy & roadmap

How to Work With Me

📞

Free Discovery Call

We start with a no-cost 30-minute call. I'll take the time to understand where you are, where you want to go, and what's been getting in the way — whether that's stepping into your first leadership role, navigating a transition to Director or VP, or building the visibility to get there. I'll offer initial guidance on the spot, and we'll figure out together if a deeper coaching engagement makes sense.

🎯

Coaching Package

For those ready to commit to real, lasting change — not just another quick fix. Based on what comes out of your discovery call, I'll build a coaching program tailored to where you are and where you're headed. It's an investment that saves you the months or years of trial and error it takes to figure this out alone.

Latest Writing

AI Engineering8 min read

Why Minimal Harness Beats Custom Orchestration for AI Agents

The less custom orchestration you build, the more you benefit as models improve. Here's the architectural philosophy that's changing how teams build AI systems.

March 2026Read →
Leadership6 min read

The AI Pod Model: 5 Engineers Delivering Like 10

How small teams using AI tools can outperform teams twice their size — and the organizational changes required to make it work.

February 2026Read →
Career Growth7 min read

From Engineer to Engineering Leader: Lessons from 15 Years

The hardest part of becoming a leader isn't the technical skills — it's learning to multiply your impact through others. Here's what I wish I knew earlier.

January 2026Read →

Let's Connect

Whether you're looking for a mentor, a leadership coach, or a consultant to help your team adopt AI — I'd love to hear from you.