Shipping
Aug 2A11yReadyFixed a batch of issues in the human review screen — the surface a reviewer uses to check…Jul 30A11yReadyThe self-improvement (learning) system is back on. It had been paused while the core…Jul 30VantageThe self-healing grounding engine — diagnosed the pass-rate floor, then built the machine…Jul 29A11yReadyRe-ran the 15 general reports & presentations through the newly hardened pipeline and did…Jul 28A11yReadyA full source-versus-output review of 15 general reports and presentations — the broadest…Jul 26A11yReadyTwo reviewer-driven hardening pushes since the last update. On fillable forms, the…Jul 26QuillPhase-1 review flow shipped. Primary Data table shows ⚑ needs-attention when any…Jul 26QuillDrawer polish: Advanced-view toggle hides dormant Queue Info and Phase-4 enrichment.…Jul 26QuillAggregator dedup: prod Firestore was silently ingesting duplicate invoices (same PDF,…Jul 26QuillUI aligned to Multco BRANDING.md palette (#316094 steel blue). New Pill primitive with 6…Aug 2A11yReadyFixed a batch of issues in the human review screen — the surface a reviewer uses to check…Jul 30A11yReadyThe self-improvement (learning) system is back on. It had been paused while the core…Jul 30VantageThe self-healing grounding engine — diagnosed the pass-rate floor, then built the machine…Jul 29A11yReadyRe-ran the 15 general reports & presentations through the newly hardened pipeline and did…Jul 28A11yReadyA full source-versus-output review of 15 general reports and presentations — the broadest…Jul 26A11yReadyTwo reviewer-driven hardening pushes since the last update. On fillable forms, the…Jul 26QuillPhase-1 review flow shipped. Primary Data table shows ⚑ needs-attention when any…Jul 26QuillDrawer polish: Advanced-view toggle hides dormant Queue Info and Phase-4 enrichment.…Jul 26QuillAggregator dedup: prod Firestore was silently ingesting duplicate invoices (same PDF,…Jul 26QuillUI aligned to Multco BRANDING.md palette (#316094 steel blue). New Pill primitive with 6…
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