Ashwin Sam George
Engineer. Tinkerer.
Full-Stack & AI Engineer · TypeScript, Angular, React, Java, Python
I solve problems at the intersection of product and engineering—figuring out what's actually worth building, then building it well. I care about impact, simplicity, and shipping things that work.
About
I'm a software engineer who enjoys going deep—not just making things work, but understanding why they should exist and how they should feel to use.
When I pick up a feature, I think about impact first. Is this crucial? What's the simplest path that actually solves the user's problem? Then I figure out how to build it fast without cutting corners—whether that means rethinking a database query, simplifying a UI flow, or pushing back on scope that doesn't make sense.
I've worked across internal platforms, SaaS products, and now at a legal AI startup, where I get to shape both the product and the technology from the ground up.
Skills
Technologies I work with
Experience
Founding Engineer
Founding engineer at an early-stage legal-tech startup, building LLM features for email intelligence and AI-generated case reports used by lawyers.
- Defined the core system architecture (auditability-first pipeline design, cross-document contradiction detection) and presented it to the engineering team
- Engineered the email intelligence pipeline: RFC 822-based threading, cross-provider normalization (Gmail, Outlook, EML) and clustering of related emails into sub-threads
- Shipped a generate-and-verify LLM pipeline for case summaries: one model drafts from RAG-retrieved emails, a second checks each claim against the sources and flags hallucinations, cutting manual review time by ~40%
- Lowered LLM input-token cost by ~60% and time to first token by ~2x on long reports by restructuring prompts into a stable, cacheable prefix for provider prompt caching
- Made end-to-end report generation ~3x faster with concurrent async LLM requests and rate-limit-aware queuing across multi-document jobs
Software Engineer
ParkiFly – Airport Parking & Shuttle SaaS (client: MatchedIn, Sweden)
Jan 2025 – Dec 2025- Refactored the Angular 19 codebase and fixed critical modules, reducing frontend bugs by 90%
- Mapped undocumented booking and billing flows with clients and resolved data inconsistencies
- Developed shuttle, hotel transfer and car maintenance dashboards with server-side pagination, debounced search, lazy-loaded modules and lightweight centralized state management
- Delivered architecture and UI/UX improvements in daily syncs with the Sweden-based CTO and product team
Kronos – Internal Employee Platform
Feb 2024 – Feb 2025- Cut report latency from 6s to 200ms with MySQL indexing and Redis caching (self-initiated), reducing DB load by 80%
- Reduced Angular bundle size by 40% via lazy loading and code splitting; improved frontend performance with server-side pagination and memoization
- Replaced Logstash with a direct MySQL-to-Elasticsearch sync, stabilizing live data indexing
- Built a real-time tax calculator with RxJS debouncing and standardized form validation with a reusable utility
- Automated CI/CD with Jenkins and Docker; wrote ADRs and mentored junior engineers on scalable design
Game Development
A passion project playground
Outside of work, I love building games. It's where I get to play around with ideas and just have fun coding.
Brick Breaker EX
Advanced Physics Engine Game
A retro-modern interpretation of the classic Breakout game featuring advanced collision detection using Separating Axis Theorem (SAT) for precise physics simulation.
Get In Touch
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Contact Information
Last updated October 2026