Protobuf code generation — keep types in sync with proto definitions without hand-writing.
Derive skill matrices, agent profiles, and job definitions from standard data — the engineering standard made queryable.
Explore roles, generate agent profiles, and surface career expectations so progression and team configuration are visible, not guessed.
Validate, store, and publish agent-aligned engineering standards so expectations are operational, not tribal.
Conversational agent that grounds career guidance and quality review in your organization's engineering standard.
JSONL-backed indexes with filtering and buffered writes — fast context lookup without an external search engine.
Surface engineering progress from activity evidence — outcomes visible without singling out individuals.
Shared protobuf schemas — one editable source for the service contracts every product imports.
Cross-cutting utilities: retry, hashing, token counting, and project discovery.
Agent-friendly CLIs — self-documenting entry points that humans and agents reach through the same interface.
Structured logging and trace spans — observable operations so problems surface before they escalate.
LLM-generated prose and YAML — realistic evaluation content so agent improvements are tested against lifelike data.
Model team capability as a system — staffing decisions backed by evidence, not intuition.
DSL parser and deterministic entity graph generator — repeatable eval fixtures so results are reproducible.
Generated protobuf types and namespaces — one source of truth for service contracts.
Agent-friendly web surfaces — share handler logic across web and terminal so capabilities ship once, not twice.
gRPC server and client framework — ship service endpoints without reimplementing transport.
Mustache template loader with project-level overrides — consistent rendered output across surfaces.
Config-driven gRPC-to-MCP tool registration — expose protobuf services as agent tools without glue code.
Static documentation sites from markdown — publish docs without a framework.
Multi-format rendering of synthetic evaluation data — validate fixtures before they enter the eval pipeline.
Render markdown to ANSI or HTML — formatted output in any surface without losing structure.
Personal operations center — context from email, calendar, and knowledge assembled so preparation is continuous, not a morning scramble.
Secret generation, JWT signing, and .env file management for services and CLIs.