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Engineering services built on
production systems thinking

AI/ML Engineer · Backend Engineer · RAG / LLM Systems · AWS. Every service is backed by real production work · not demos, not templates.

~99% token reduction shipped ? 15,000+ candidates indexed 90% manual effort automated 10+ production deployments

What problem are you trying to solve?

Start with the problem. I'll suggest the simplest useful solution.

Need an AI feature that actually works in production?

AI/ML Development · RAG, LLM Apps, ML Deployment

Production RAG pipelines, agentic AI orchestration, and ML model deployment on AWS. Built with real token efficiency · not expensive LLM-in-every-loop approaches.

  • RAG pipelines with OpenSearch / Qdrant vector stores
  • LLM orchestration and prompt engineering
  • Agentic AI systems with supervisor-worker patterns
  • AWS ECS / Bedrock / Lambda deployment
  • ML model training, evaluation, and REST API wrapping
Real outcome: Reduced LLM token usage from 0.2M → 5K per iteration (~99%) and cut pipeline runtime from 6 min → 90 sec on a live agentic AI system at Idyllic Services.
Best for: Startups, founders, and companies needing AI features that scale without breaking token budgets.
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Need a backend app with auth, database, and admin tools?

Full-Stack Development · Flask, APIs, Databases

End-to-end web applications with robust Flask backends, REST APIs, relational databases, and production deployment. From data model to deployed app.

  • Flask REST APIs with auth and rate limiting
  • MySQL / PostgreSQL database design and optimization
  • Admin dashboards and management interfaces
  • Real-time features with WebSockets
  • Docker + Nginx deployment on Linux VPS or AWS
Real outcome: Built a booking system that eliminated 2·3 hour queues · now takes 5 minutes online. 90% of manual staff effort automated.
Best for: Small businesses, internal tools, startups needing a scalable backend without agency overhead.
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Need to automate repetitive workflows and save real hours?

Workflow Automation · n8n, Python, Integrations

Automate manual processes that eat your team's time. From data pipelines to system integrations to scheduled workflows · I build automation that runs reliably 24/7.

  • n8n workflow automation and orchestration
  • Python scripts for data processing pipelines
  • API integrations between business tools
  • Scheduled tasks and background processing
  • Monitoring, logging, and failure recovery
Real outcome: Automated 90% of manual effort on a live recruitment pipeline · sourcing, parsing, and ranking 15,000+ candidates without manual intervention.
Best for: Operations-heavy businesses, founders with repetitive data tasks, companies wanting to scale without more headcount.
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Need a fast website that converts visitors?

Web Development · React, Next.js, Fast Landing Pages

Responsive, performant websites and landing pages built with modern tech. Optimized for speed, SEO, and real conversions · not just visual appeal.

  • Responsive design for all screen sizes
  • SEO-optimized structure and metadata
  • Performance optimization and Core Web Vitals
  • Accessibility standards (WCAG)
  • Fast deployment on Vercel, Netlify, or your host
Real outcome: Built and deployed multiple production sites with 90+ Lighthouse scores, real users, and 24/7 uptime.
Best for: Businesses needing a professional online presence, startups validating ideas, service providers wanting more inbound.
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Need a booking or scheduling system with admin control?

Booking & Admin Systems · Scheduling, Dashboards, Payments

Custom booking platforms with real-time availability, admin dashboards, and payment integrations. ACID-safe transactions to prevent double bookings.

  • Appointment scheduling with conflict prevention
  • Payment integration (Razorpay, Stripe)
  • Admin dashboards with analytics
  • Email and SMS notifications
  • MySQL with ACID transactions for data integrity
Real outcome: Eliminated 2·3 hour queues at a religious institution · reduced booking time to 5 minutes with zero double-bookings in production.
Best for: Service businesses, religious institutions, clinics, event organizers, and anyone managing appointments manually.
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Have a unique engineering problem that doesn't fit a template?

Custom Engineering Solutions

Some problems need a custom solution. Bring me the constraint, the goal, and the system you're trying to build · I'll design an architecture that fits.

  • Architecture design and technical consultation
  • Proof-of-concept to production pipeline
  • Performance optimization and refactoring
  • Code review and engineering mentorship
  • Technical documentation and handover
My approach: I clarify the problem before writing code. I choose tools based on constraints, not familiarity. I optimize for reliability, then performance.
Best for: Academic research, internal tooling, MVP builds, or any project that needs clear thinking before fast execution.
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What I don't do

Clarity builds trust. Here's what to expect before we talk.

I don't build vague, over-scoped projects without clear requirements.
I don't promise fake timelines. Scope drives delivery date, not your preference.
I don't ship template-only work disguised as custom engineering.
I don't ghost after delivery. Bugs get fixed. Questions get answered.

A straight path from problem to production

No surprises. Clear steps. You approve before I build.

1

Clarify the Problem

We start with the problem · not the tech. I ask direct questions until I understand exactly what you need and what success looks like.

2

Scope and Architecture

Detailed breakdown of features, tech choices, timeline, and deliverables. You approve before a line of code is written.

3

Build and Ship Fast

Clean, production-ready code. Regular updates, transparent communication. A working V1 beats a perfect V0 every time.

4

Deploy and Verify

Production deployment with monitoring and testing. Your project goes live with confidence · not hope.

5

Document and Hand Over

Full documentation and code walkthrough. You own everything · no locked-in vendor, no mystery code.

6

Support and Improve

Post-launch support for bugs and questions. Future improvements are scoped and transparent · no surprise charges.

Tell me the problem you're trying to solve.

I'll suggest the simplest useful solution. Fast response, honest scoping, no noise.

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