- Own the harness architecture end to end including agent loop, safe execution, context management, knowledge base, memory, permissions, orchestration, outputs, interfaces, and observability.
- Build custom components for session semantics, enforced permissions, human-editable memory files, orchestrators, and outputs.
- Keep pace with evolving model requirements such as adapters, prompt formats, tool-call schemas, and benchmarking.
- Ensure reliable tool use across models by implementing validation, repair, retries, and fallbacks.
- Develop agents, tools, and MCP servers for internal and customer use cases with security reviews.
- Build evaluation harnesses including task suites, regression testing, and metrics for cost, latency, and quality.
- Define interfaces for session API, CLI, GUI, and endpoint integrations.
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