ClassroomFeed
2025 — PresentFounder & Lead Developer
- Founded and independently engineered a production EdTech platform with TypeScript/React, Node/Express, Python/Flask, FastMCP, MySQL, Stripe, and Google APIs.
- Built a proprietary LLM harness for an “always-on” AI agent that acts as an academic advisor and assistant to students.
- Implemented a variation of Anthropic’s 2024 Contextual Retrieval system to index and vectorize student-uploaded notes, syllabi, and learning resources. Passage-level provenance ties AI-generated claims to source material; deletion and reprocessing revoke outdated evidence.
- Built a controlled runtime for interactive AI lessons, allowing models to inject learning widgets into a live chat stream. Vector search over hundreds of components, reranking, and a fast approval model select widgets in real time.
- Engineered Google Classroom synchronization resilient to revoked credentials, concurrent workers, and late notifications using per-user locking and scheduled fallback synchronization.