
Fractional CTO & AI Platform Architect turning ideas into measurable outcomes.
16+ years shipping production-grade AI platforms, scalable cloud systems, and high-velocity engineering teams across HRTech, HealthTech, IoT, and public sector — in India and South Korea.
I build at the intersection of Logic, Empathy, and Curiosity. Not just AI features — decision architecture that changes how organisations operate.
I believe great technology is human-centred by design — built with Logic to solve real problems, Empathy to serve real people, and Curiosity to keep asking better questions.
Currently: CTO at Noble House Consulting & OEAT (One Eighty Aamoksh Technologies)
Featured Work
Outcomes over algorithms. Here's how I've helped teams ship measurable results.

AI-powered ATS: 50% reduction in time-to-hire
Built a modular ATS with resume parsing, ranking, and analytics. Added eval harness and hiring funnels to halve time-to-hire.

AI-Driven Gig HR Platform: 25k+ workers at scale

Zero-downtime cloud migration: 60% scalability boost
Skills & Expertise
Building outcomes, not artifacts. I focus on small, end-to-end loops—ingest → infer → evaluate → iterate—with guardrails and observability from day one.
Fractional CTO
Align tech with KPIs; ship decisions, not decks.
Key Outcomes:
- •Define a 90-day roadmap tied to revenue, cost, or reliability KPIs
- •Stand up the right rituals (PRDs, ADRs, design reviews) to raise velocity
Tools:
AI Product Strategy
From prompt to production with evals & guardrails.
Key Outcomes:
- •Use-case scoring and cost/latency budgets
- •Evaluation harness (accuracy, bias, hallucination, drift)
Tools:
Platform Architecture
Design modular services with clear SLAs and cost/perf budgets.
Key Outcomes:
- •Domain boundaries that map to teams and roadmaps
- •Observability-first services with golden signals and SLOs
Tools:
Cloud & DevOps
Zero-downtime moves, IaC, and pragmatic reliability.
Key Outcomes:
- •Blue/green or canary releases with automated rollbacks
- •Terraform/IaC baselines; cost guardrails and alerts
Tools:
Compliance & VAPT
Close gaps fast—prove it with evidence packs.
Key Outcomes:
- •Map controls (ISO/GDPR) → implement → collect evidence
- •Threat modeling and VAPT remediation backlogs
Tools:
Team Coaching
Rituals, standards, and feedback loops that raise velocity.
Key Outcomes:
- •Pair reviews and design clinics; fewer reworks
- •Definition of Ready/Done that sticks
Tools:
Web & Mobile App Development
Cross-platform apps that scale from MVP to enterprise.
Key Outcomes:
- •Responsive web apps with modern frameworks (React, Vue, Angular)
- •Native and cross-platform mobile apps (React Native, Flutter)
Tools:
Supporting Skills
A I/ L L M Ops
Languages Frameworks
Web Technologies
Mobile Technologies
Hybrid Technologies
A I Technologies
Cloud Infra
Data Observability
Security Compliance
Communication
Services That Drive Measurable Outcomes
From fractional CTO leadership to AI product strategy, I help companies turn technical challenges into competitive advantages.
Fractional CTO
Align tech with KPIs; ship decisions, not decks.
Process:
Deliverables:
AI Product Strategy
From prompt to production with evals & guardrails.
Process:
Deliverables:
Platform & Cloud Architecture
Scale reliably with observability & IaC.
Process:
Deliverables:
Most engagements start with a free 30-minute call — fractional (ongoing), project-based, or light advisory. How engagements work →
Published Works & Thought Leadership
Sharing insights on AI, platform architecture, and technical leadership through books and articles.
Colors of Pride
Stories of love, struggle, and acceptance in India
Personal and observed accounts of LGBTQ+ lives in India — navigating identity, family, and belonging in a society mid-transition.
Kimchi Capers
Tales inspired by seven years in South Korea
Vignettes from the intersection of two cultures — an Indian technologist finding his footing, friendships, and fascination in Korea.
Downtime Disasters
Real engineering outages and what they teach
Postmortems told honestly — the cascading failures, human errors, and systemic gaps that no monitoring dashboard caught in time.
Want to discuss any of these topics or need guidance on similar challenges?
Research & Speaking Engagements
Contributing to the tech community through research, conference talks, and thought leadership.
Publication (Zenodo) · 2025
From Talent Pools to Talent Graphs: Rethinking Discoverability in Closed Consultant Networks
Explores how traditional talent discovery breaks down in closed consultant ecosystems and presents a graph-based model for discoverability, contextuality, and matching — comparing linear queries with graph-enabled search, plus privacy and integration considerations for staffing and HR tech platforms.
AI Agent Failure Modes in Production Systems
A practitioner's framework for building resilient AI agent systems — covering 6 documented failure modes and a 3-layer resilience model for production deployments. Based on real-world observations across HRTech and HealthTech platforms.
Open “AI Agent Failure Modes in Production Systems” on ZenodoMitigating Bias in AI-Powered Recruitment
Techniques and evaluation frameworks to reduce algorithmic bias in candidate ranking and screening systems.
Open “Mitigating Bias in AI-Powered Recruitment” on ZenodoAgentic Workflows in Senior-Living Tech
Voice and AI agents in resident services — design patterns, failure modes, and trust considerations for vulnerable populations.
Full paper link will be added when published.
Interested in having me speak at your event or collaborate on research?
Newsletter on LinkedIn
Thoughts on tech leadership, AI, and building products—every Friday. Read the latest below or follow on LinkedIn.
From Idea to Platform: What Founders Underestimate
Open on LinkedIn for the full edition.
Read on LinkedInAgentic AI: The Shift From Intelligence to Execution
Open on LinkedIn for the full edition.
Read on LinkedInThe New Inequality: AI Leverage Gap
Open on LinkedIn for the full edition.
Read on LinkedInThe Problem With Move Fast and Break Things
Open on LinkedIn for the full edition.
Read on LinkedInNew editions every Friday on LinkedIn.
View All NewslettersWhat Clients Say
Real feedback from leaders and teams I have partnered with — aligned to outcomes documented in case studies.
“Diwesh turned our vague AI idea into a shipped product with measurable business impact — in weeks, not months. He brought architecture rigour we didn't know we needed.”
Series B, 200+ clients
“The best thing about working with Diwesh is that he speaks both languages — deep technical architecture and clear business outcomes. Rare combination at the CTO level.”
Digital health platform, South Korea
“He built our ATS from scratch and it is now the operational backbone of our entire hiring operation. The evaluation harness he designed keeps the AI honest at scale.”
Noble House Consulting
“Diwesh restructured our engineering team rituals and within a quarter our velocity doubled and rework dropped significantly. He coaches engineers, not just code.”
150-person engineering org
“We brought him in for a cloud migration that three other vendors said would take 18 months. He delivered zero-downtime in 6. The IaC he built still runs our infra today.”
Mid-market, 5M+ users
Ready to explore fit for your roadmap? Let's discuss your project.
Ready to Transform Your Technology Strategy?
Let's discuss how I can help you achieve measurable outcomes with your technology initiatives. From AI strategy to platform architecture, I'm here to turn your challenges into competitive advantages.
Free Discovery Call
30-minute consultation to understand your challenges and explore solutions
No Obligation
Honest assessment of your needs with clear recommendations and next steps
Quick Start
Begin with a focused 90-day roadmap to address your most critical challenges
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