Ashley Mathias — Co-Founder
I like working on AI systems that actually survive outside demos. I’m a GenAI Developer / AI Engineer focused on building production-ready applications using RAG, agentic workflows, and LLM-driven automation. Most of my work sits at the intersection of NLP, system design, and practical engineering, where clean architecture and reliable outputs matter more than flashy prompts. I’ve designed end-to-end RAG pipelines and agent workflows using LangChain and LangGraph, with modular prompts, embeddings, guardrails, and structured outputs. I’ve also fine-tuned Gemma-2B and Phi-3 Mini using LoRA (PEFT) on CPU, proving that useful GenAI systems don’t always need heavy GPU infrastructure. Some of the problems I’ve worked on: - Automating test case generation using GenAI, cutting manual QA effort by ~70% and improving coverage significantly - Building NLP-to-SQL assistants for manufacturing analytics with schema-aware, safe execution - Developing invoice and financial document parsing pipelines using OCR, regex, and fuzzy logic, improving extraction accuracy from ~50% to ~80% My engineering style is simple: modular systems, predictable behavior, reproducible results, and designs that can scale beyond a single use case. Right now, I’m focused on going deeper into LLM systems, agent frameworks, and enterprise GenAI architecture, and collaborating with teams that care about shipping real AI products, not just talking about them. Open to conversations around GenAI engineering, applied LLM systems, and building AI that works in production.
Stackforce AI infers this person is a Generative AI Developer with a focus on production-ready applications and mentoring.
Location: Pune, Maharashtra, India
Experience: 1 yr 10 mos
Skills
- Mentoring
- Generative Ai
- Natural Language Processing (nlp)
- Community Outreach
- Marketing
- Open Source Development
- Software Development
Career Highlights
- Expert in building production-ready AI applications.
- Proven success in automating QA processes with GenAI.
- Strong mentor guiding future AI professionals.
Work Experience
topmate.io
Mentor (1 mo)
TRUGlobal
AI Engineer (6 mos)
AI Intern (2 mos)
GDSC IPS Academy
EventScape Core Team Member (6 mos)
GirlScript Summer of Code
Contributor (1 mo)
Unstop
Campus Ambassador (8 mos)
E-CELL IPS ACADEMY
Marketing Team Lead (8 mos)
BAD TALKS
Head of Marketing (1 mo)
Strivepool Webtech
Python Developer Intern (1 mo)
TEDxIPSA Indore
Marketing Team (1 yr 1 mo)
Education
Bachelor of Technology - BTech at IPS Academy Indore
PCM at St Joseph's convent school khandwa
