Shipping
Jun 30A11yReadyThe system now diagnoses and fixes its own recurring problems. The Pipeline Advisor was…Jun 29Testing PlatformSelf-serve admin-perms diagnostic landed: 4 role codes unblock 32 specs, verified…Jun 29Testing PlatformThe platform automatically surfaced 5 real legacy bugs in UCR QAT — including 3 that…Jun 29Testing PlatformHonest Monday baseline: 66.2% pass excl. skips on the cleaned 210-spec / 324-test suite…Jun 29Testing PlatformThe strict PageObject allowlist now actually constrains the live generator. The v3.2…Jun 28A11yReadyTwo reliability improvements. (1) Image sizing: images inside converted documents —…Jun 28File IntelligenceRetired the Xingwu PHP-audit cross-check — it was the initial one-time orphan-detection…Jun 28Testing PlatformEight of nine holistic test categories now populated on prod (was six Friday). Sunday…Jun 27A11yReadyLibrary redesigned as a compact, sortable list (was large cards) — far more documents…Jun 27File IntelligenceEditor-experience + audit-depth sweep: shareable deep-links + Copy-link across…Jun 30A11yReadyThe system now diagnoses and fixes its own recurring problems. The Pipeline Advisor was…Jun 29Testing PlatformSelf-serve admin-perms diagnostic landed: 4 role codes unblock 32 specs, verified…Jun 29Testing PlatformThe platform automatically surfaced 5 real legacy bugs in UCR QAT — including 3 that…Jun 29Testing PlatformHonest Monday baseline: 66.2% pass excl. skips on the cleaned 210-spec / 324-test suite…Jun 29Testing PlatformThe strict PageObject allowlist now actually constrains the live generator. The v3.2…Jun 28A11yReadyTwo reliability improvements. (1) Image sizing: images inside converted documents —…Jun 28File IntelligenceRetired the Xingwu PHP-audit cross-check — it was the initial one-time orphan-detection…Jun 28Testing PlatformEight of nine holistic test categories now populated on prod (was six Friday). Sunday…Jun 27A11yReadyLibrary redesigned as a compact, sortable list (was large cards) — far more documents…Jun 27File IntelligenceEditor-experience + audit-depth sweep: shareable deep-links + Copy-link across…
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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