What We Build
Production AI systems you can try right now. Not mockups, not slide decks — deployed systems handling real queries with real users.
USGA Rules Expert
We turned 200+ pages of the Rules of Golf into an AI assistant that answers questions with real-time citations from the official 2023 Rules of Golf. Every answer includes specific rule numbers and verbatim quotes — no hallucination, no guessing.
The Challenge
The Rules of Golf is a 260-page document with 54 rules, 147 definitions, and complex cross-references. Players and officials need quick, accurate answers with the exact rule text — not AI-generated guesses.
The Solution
A production RAG system with structure-aware chunking, hybrid retrieval (vector + BM25), re-ranking, query rewriting for conversational context, and citation enforcement. Every response streams in real-time and cites the specific rule passages it draws from.
Key Metrics
Built With
Production Features
- Citation enforcement — every claim backed by source text
- Streaming responses via server-sent events
- Rate limiting (per-IP and global) via Upstash Redis
- Interaction logging with quality feedback tracking
- Confidence scoring for retrieval quality
- Query rewriting for conversational context
- Hybrid retrieval with re-ranking
Agent Arena
An open-source framework we built and use with clients to teach AI agent development. Engineers learn by building agents that reason and act in a real-time game simulation — writing real Python, not drag-and-drop workflows.
We open-sourced it because we believe the best training tools should be accessible. When we help your team build AI capabilities, Agent Arena is one of the tools they keep using long after our engagement ends.
Skills Your Team Learns
Observation Parsing
Turn raw game state into structured context
Tool Use
Select and execute the right action for the situation
Memory Management
Track past decisions and learn from outcomes
Planning
Multi-step reasoning toward a goal
Debugging
Full decision transparency and replay
Cost Awareness
Manage LLM token costs and latency tradeoffs
Built for Any Domain
The systems we build work with any document-heavy domain. If your team spends time searching through manuals, regulations, or knowledge bases — we can help.
Legal & Regulatory
Turn regulations, statutes, and compliance documents into searchable, cited AI assistants.
Medical Guidelines
Make clinical protocols and treatment guidelines instantly accessible with verified citations.
Financial Compliance
Navigate complex financial regulations with AI that cites the exact section and paragraph.
Product Documentation
Turn technical manuals and API docs into intelligent support systems for your customers.
Technical Standards
Make engineering standards and specifications searchable and citable for your team.
Internal Knowledge
Turn your internal wikis, runbooks, and SOPs into an AI assistant that actually cites its sources.
Want the Technical Deep Dive?
Read our blog series on building the USGA Rules Expert — covering everything from PDF parsing and structure-aware chunking to hybrid retrieval, re-ranking, and evaluation pipelines.
Read the Blog SeriesWant Something Like This for Your Organization?
We build custom AI systems that turn your documents into intelligent assistants with real-time citations. Let's discuss your use case.
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