The pipeline collects listings from multiple marketplaces, normalizes noisy specs, and trains a regression stack tuned for outlier resistance. It exposes predictions through a Streamlit interface for instant valuation checks.
The Lab
Quantifying chaos, one experiment at a time. Select any project to expand its full technical profile.
Pixel Ladder executes inference client-side so image files never leave the browser. The app streams tiles through ONNX Runtime Web to keep memory usage predictable while preserving print-grade detail.
This assistant orchestrates pharmacy workflows through retrieval-augmented prompts and guarded tool calls. It answers stock questions, creates order drafts, and escalates edge cases to human staff.
The system detects players and ball trajectories frame by frame, reconstructs match phases, and outputs tactical heatmaps for coaching review. The objective is reliable analytics under occlusion-heavy conditions.
Players draft a constitution and issue decrees from a throne room, which are debated by AI-simulated historical figures — Aristotle, Machiavelli, Marx, Turing, Curie, Nietzsche, and more — who vote For, Against, or Blank based on their documented philosophies, each persona powered by an LLM that can run locally or in the cloud. What began as a menu-driven simulator grew into a full JRPG-style experience: a walkable overworld, sprite-based NPCs with branching dialogue, battle-styled debate mechanics with approval bars, procedurally generated chiptune audio, and persistent local saves powered by a client-side SQLite database.
Teachers upload textbooks or define chapters, and the platform generates three-tier homework sheets — struggling, average, advanced — tailored to each student. Assignments are completed on paper, scanned, OCR'd, and corrected by a teacher-controlled LLM pipeline, with every job queued, health-checked, and logged for auditability before flowing into dashboards with per-student progress and class-wide difficulty heatmaps. The stack is a Python-first monorepo: a Next.js UI with zero business logic talking to a FastAPI backend that owns all persistence, job orchestration, and pluggable LLM calls (Ollama, LM Studio, or OpenRouter), built GDPR-first for EU secondary schools.