Shipping
Jul 19VantageA six-week blind spot in the knowledge base — found, closed, and guarded. Fifteen…Jul 17VantageAuth-drift root-caused as the mirage behind a 93-test 'code regression'. Every test using…Jul 16A11yReadyFive reliability fixes closed the gaps a large hands-on review exposed — each shipped…Jul 16VantageFirst end-to-end MEDIC pipeline validation on live baseline data — cluster → LLM…Jul 15A11yReadyA hands-on review of a 41-document batch — spanning new document types the pipeline…Jul 13A11yReadyMeasurement you can trust, plus a reviewer loop that actually learns. A new…Jul 11VantageURL/tab root-cause fix — every editreferral test 404-ed since inception. +298 net…Jul 9Civic SentinelRenamed to Civic Sentinel; the presentation now carries a live nightly metrics strip…Jul 6A11yReadyThe self-improving loop now closes on formatting — the pipeline's single biggest…Jul 6VantageVision extractor + sweep-CLI + Tier 1 production hardening — three shippable wins in one…Jul 19VantageA six-week blind spot in the knowledge base — found, closed, and guarded. Fifteen…Jul 17VantageAuth-drift root-caused as the mirage behind a 93-test 'code regression'. Every test using…Jul 16A11yReadyFive reliability fixes closed the gaps a large hands-on review exposed — each shipped…Jul 16VantageFirst end-to-end MEDIC pipeline validation on live baseline data — cluster → LLM…Jul 15A11yReadyA hands-on review of a 41-document batch — spanning new document types the pipeline…Jul 13A11yReadyMeasurement you can trust, plus a reviewer loop that actually learns. A new…Jul 11VantageURL/tab root-cause fix — every editreferral test 404-ed since inception. +298 net…Jul 9Civic SentinelRenamed to Civic Sentinel; the presentation now carries a live nightly metrics strip…Jul 6A11yReadyThe self-improving loop now closes on formatting — the pipeline's single biggest…Jul 6VantageVision extractor + sweep-CLI + Tier 1 production hardening — three shippable wins in one…
All Projects

AIRS

Academic Reading Intelligence System

ReactAzure OpenAIFastAPIPyTorchscikit-learnREST API
500+
Students Served
Full
Stack
Fine-tuned
LLM
AIRS — Dashboard View
AIRS — Architecture

Overview

Production LLM-powered academic reading coach serving 500+ students. Fine-tuning pipeline with synthetic training datasets using PyTorch and scikit-learn for model evaluation. React frontend with real-time chat and Azure OpenAI integration.

AIRS — Screenshot

Key Features

Fine-tuning pipeline with synthetic training datasets
PyTorch and scikit-learn for model evaluation
React frontend with real-time chat interface
Azure OpenAI integration for LLM backbone
Serving 500+ university students in production
Custom training pipeline for domain-specific comprehension

Next Project

A11yReady