Shyam Achuthan
I architect AI systems, build agentic pipelines, and lead teams through AI transformation - from strategy to production code. Founder & CTO at Tunerlabs, Bangalore.

About
Engineer first. Everything else follows.
I'm Shyam Achuthan - AI engineer, product architect, and Founder & CTO of Tunerlabs, Bangalore. I've spent over a decade building software products, and the last several years focused entirely on AI systems - from agentic pipelines and LLM integration to full-scale AI transformation for organizations.
What makes me different: I operate at both the strategy and implementation level. For executives and founders, that means you get someone who understands your business goals and can translate them into working AI systems. For engineering teams, it means a technical leader who writes production code alongside you - not someone who disappears after the slide deck.
Agentic AI Engineering
Building LLM-powered agents, RAG pipelines, and autonomous AI systems - from proof-of-concept to production at scale.
175+ Products Shipped
175+ production deployments and 12 SaaS products built end-to-end. I understand what it takes to go from idea to live product.
Deep Technical Execution
Node.js, React, PostgreSQL, Docker, cloud infra - I operate across the full stack so there are no gaps between strategy and delivery.
AI Transformation Leadership
I help organizations adopt AI by embedding with their teams - aligning business goals, architecting solutions, and building alongside engineers.
Services
From AI strategy to production code
Whether you need an AI roadmap for your board or an engineer to build the pipeline, I cover both ends - and everything in between.
AI Transformation Consulting
End-to-end AI transformation for your organization. I work with leadership to identify high-impact AI opportunities, define the roadmap, architect the solution, and then build it hands-on with your engineering team. From board-level strategy to production-grade AI pipelines - one person who owns the full journey.
AI Readiness Audit
Assess your stack and identify where AI delivers real ROI
Architecture & Build
Design the system, write the code, deploy to production
Team Enablement
Upskill your engineers to own and extend the AI systems
Agentic AI Systems
End-to-end development of autonomous AI agents - LLM orchestration, tool use, RAG pipelines, and production deployment that scales.
AI-Native Product Engineering
Architecture and development of SaaS products with AI capabilities at the core. 12+ products shipped from concept to production.
System Architecture & Design
Scalable backends, microservices, and data pipelines designed for growth - with implementation that matches the blueprint.
Growth & Optimization
Technical SEO, conversion optimization, and data-driven growth strategies that translate directly into measurable business outcomes.
Security & Compliance
20+ white-hat security filings. Security architecture, vulnerability assessment, and building compliant systems from the ground up.
Team AI Enablement
Embedding with your engineering team to integrate AI tools, build internal capabilities, and establish best practices that last.
Track Record
Numbers that speak for themselves
Production websites and web applications deployed and running
End-to-end SaaS products designed, built, and shipped
White-hat security vulnerabilities responsibly disclosed
In the Press
Featured in leading publications
Perspectives on technology, entrepreneurship, and building wealth through building - featured in India's leading business and tech publications.
Economic Times
Had capability but no job for a surprise reason - Bengaluru techie recalls struggles after his first startup shut down
India Today
Look rich or be rich? Startup founder on middle-class dilemma
Business Today
Home, car, iPhone - mistake or milestone? CTO explains why some financial 'mistakes' are worth making
News18
You'll either be rich or poor in 10 years - Startup founder's stark message to India's middle class
Economic Times
Bengaluru founder explains how some middle-class people are silently building big wealth without you even noticing
Economic Times
Bengaluru founder says EMIs and home loans aren't mistakes but emotional wealth if you follow these 3 money rules
Economic Times
Not bank balance or luxury flats - Bengaluru startup founder says young professionals are missing the only real asset that matters
Expertise
Technical depth across the full stack
AI & Agentic Systems
- Agentic AI Architecture
- LLM Integration & Fine-tuning
- RAG Pipelines
- Prompt Engineering
- AI Strategy & Roadmapping
- AI Transformation Leadership
Architecture & Product
- System Design & Architecture
- SaaS Product Development
- Microservices & APIs
- Cloud Infrastructure
- Scalability Planning
- Technical Due Diligence
Engineering Stack
- Node.js / TypeScript
- React / Next.js
- PostgreSQL / Redis
- Docker / CI-CD
- Python
- PHP / Laravel
Business & Growth
- Technical SEO
- Conversion Optimization
- Product-Led Growth
- Agile / Lean Delivery
- Team Building & Mentoring
- Startup Advisory
Open Source
Open source contributions
Building tools that solve real problems and sharing them with the developer community. Code you can read, use, and learn from.
BingoSQL
Lightweight activerecord pattern with basic ORM for PHP/MySQL. Simplifies database interactions with an elegant, minimal API.
Bootstrap 3 Form Builder for Laravel
A Laravel package that streamlines creating Bootstrap 3 forms with clean, expressive syntax and built-in validation support.
Bootstrap Progressbar Plugin
A jQuery plugin for animated, customizable progress bars using Bootstrap styling. Lightweight and easy to integrate.
Blog
Writing & insights
Technical deep-dives for engineers, strategic thinking for leaders, and lessons from building products and companies.
Claude Code Guide 2025: Master Skills, Agents, Memory & Tools
The complete guide to structuring Claude Code's extension stack - from the seven-level memory hierarchy and teachable skills to custom agents, permissions, MCP servers, and the full tools reference.
Claude Code Memory Guide 2025: The Four-Layer Memory Stack
A complete beginner's guide to making Claude Code remember everything across sessions using CLAUDE.md, primer.md, memory.sh, and git hooks - four simple layers that solve the context persistence problem.
The Great Indian Engagement Hack: How Fake Love for India Became a Shortcut to Global Fame
Examining how international content creators exploit India-focused content as an engagement strategy, using algorithmic amplification to build massive followings.
Understanding Option Trading in India: A Deep Dive into NSE, Nifty, and More
A comprehensive guide to option trading in India covering NSE, Nifty, call and put options, trading platforms, and practical strategies for retail investors.
Why Backtesting Results Are More Accurate on Stocks - But Not on Options and Derivatives When Using Index-Based Metrics
Exploring why backtesting produces reliable results for stock strategies but fails for options when using index-level metrics, and how to do it properly.
OpenCart Setup in Docker with Postgres
A step-by-step guide to deploying OpenCart using Docker and Docker Compose with PostgreSQL database support.
NodeJs & Redis - Using as Pub/Sub and Queue
A practical guide on integrating Redis with Node.js for publish-subscribe messaging and task queue implementation patterns.
Next.js Using Layouts to Wrap Sub-Routes (or Nested Routes) Is an Effective Way
How to use Next.js layouts to wrap sub-routes for consistent structure and style across your application components.
NodeJs, Postgres, ExpressJs, ReactJs - Fullstack Training Plan
A comprehensive 12-week curriculum for fresh programmers learning full-stack JavaScript development from fundamentals through deployment.
Apple iPhone 15: Price Hike and Exciting Upgrades Await
An analysis of the Apple iPhone 15 pricing predictions, expected features, and market impact of the new lineup.
The Gig Revolution: How IT Companies are Embracing Flexibility and Talent Diversity
How the IT industry is experiencing a fundamental shift with gig workers surging 40% in 2023, and what it means for the future of work.
Key Performance Indicators (KPIs) for Startups: Metrics for Success
A comprehensive guide to the 24 essential KPIs every startup should track across financial, revenue, customer, and operational categories.
Get in Touch
Let's talk about what AI can do for you
Whether you're a founder exploring AI for your product, a CTO planning your AI roadmap, or an engineer looking to collaborate on agentic systems - I'm happy to have the conversation.
Start with a conversation
No pitch, no pressure. We'll discuss where you are, where AI fits, and whether working together makes sense. I bring both the strategic lens and the technical depth.
- AI opportunity assessment for your business
- Technical architecture and system design
- Team augmentation and AI enablement
- End-to-end build and delivery