Bootstrapped AI & market systems

HG Stack

An independently developed project building AI-agent infrastructure, reproducible evaluation workflows, automated research pipelines and systematic market tools.

Agent systems

Provider-agnostic workflows with explicit cost controls, deterministic fallbacks and fail-safe execution.

Benchmarks

Reproducible evaluation pipelines for agent benchmarks, including CHI-Bench experiments and official judge workflows.

Market research

Read-only market-data pipelines, ranking models, opportunity discovery and forward-testing infrastructure.

Automation

Event-driven and scheduled routines across cloud infrastructure, GitHub Actions and durable state.

How Claude is used

Claude is used in evaluation workflows where Anthropic models are required, including benchmark judge execution, and is being evaluated for broader agent reasoning and benchmark workloads. The architecture remains multi-provider by design.

Stage

HG Stack is bootstrapped, has no external funding, and is currently in active technical development and experimentation.