Products

Things I've shipped.

A collection of SaaS products, developer tools, and open-source projects built over the last five years.

Featured ResearchResearch · In Progress

Resume TLM

A modular PyTorch NLP pipeline for structured resume extraction. DistilRoBERTa-Base + GLU spatial fusion + CRF head. 66M parameters, ~78ms CPU inference — no GPT API call at inference time.

Built from scratch: custom HITL labeling workbench, auto-labeling pipeline (Gemma 4 + Ollama), and a 4-stage modular training engine. 203 resumes labeled, 5 model types.

Architecture
DistilRoBERTa + CRF
Parameters
66M
CPU Inference
~78ms
Deployment
ONNX · INT8
Featured ResearchResearch · 75% Complete

Hybrid99

Hybrid Classical CV + ML pipeline for rice quality grading. MicroUNet segmenter (94.92% IoU) + TinyMobileClassifier (9 classes, 82.45% val acc) targeting ~1.56MB combined INT8. Built with a custom masking tool for pixel-level COCO annotations.

Classical CV handles 80–90% of grains for free. ML only fires for clusters. Built a custom masking annotation tool, synthetic data pipeline, and two production-grade models.

Segmenter IoU
94.92%
Classifier Acc
82.45%
Combined (INT8)
~1.56 MB
Classes
9 grain types
Supermate
Educational Institution Management
Beta

Comprehensive platform for schools, colleges, and libraries. Integrates management tools for administrators, staff, students, and families. Multi-tenant, edge-deployed.

Restro
Modern Hotel Management System
Beta 2.0

Hotel & restaurant management with modern design and smart reporting. Manage billing, orders, and reports for Restaurant, Bar & Rooms in one place.

Product Details
hireach-d1
Type-Safe ORM for Cloudflare D1
v1.0.0

Fluent query builder with relationships, migrations, and lifecycle hooks — built specifically for Cloudflare D1 and the edge runtime.

HiReach
AI-Powered Outreach Platform
Beta

Generate personalized emails and research 6,000+ companies with retrieval-grounded context. AI writes compelling outreach that gets responses.