Avi Surit°

Houston, TX U.S. Permanent Resident Authorized to work in the U.S.

Selected Work

Applied AI / LLMs

1,445TOPIC SIGNALS
01

NLP / PUBLIC-SECTOR ANALYTICS

Nature Sites Intelligence

Explore how real visitor feedback becomes operational topics, sentiment patterns and site-level insights.

  • PydanticAI
  • OpenAI Tool Calling
  • Evidence-Grounded Agent
  • Transformer Sentiment
  • Topic Segmentation
  • SQLite / Parquet
Open live project↗
AI
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02

LLMS / AGENTIC WORKFLOWS

Product Value Agent

Ask for a product in natural language and inspect an evidence-grounded recommendation and comparison.

  • Semantic Search
  • Sentence Transformers
  • Vector Search (FAISS)
  • Structured Outputs
  • Pydantic
  • Constraint Validation
Open live project↗
68.4mAP@50
03

COMPUTER VISION / SPORTS

PitchLens

Replay held-out football footage alongside detection results, tactical reconstruction and match analytics.

  • YOLO
  • Ultralytics
  • Object Detection
  • Model Fine-Tuning
  • Held-Out Evaluation
  • Multi-Model Inference
Open live project↗