
Work / AI Product
HighChat.ai — AI product
AI-powered chat product direction focused on production architecture beyond a single model API call.
AI · LLM · Product architecture
01
Problem
Design AI chat experiences that remain operable: context, tools, validation, cost, and observability included.
02
Approach
- Application architecture around LLM boundaries
- Guardrails, context, and tool-using agent patterns
- Production concerns: latency, cost, and monitoring
03
Outcome
Product positioning and architecture for AI chat beyond demo-quality integrations.