Forward Impact Engineering

Consolidated retrieval CLIs — build the knowledge indexes, then query them by meaning or relationship.

OpenTelemetry-based tracing library for Guide microservices

Run fit-rag from the npm registry — launcher for @forwardimpact/librag

The engineering standard made queryable — derive skill matrices, job definitions, agent profiles, career paths, and interview plans from standard data.

Full synthetic data pipeline — generate, render, and validate evaluation datasets end to end.

JSONL-backed indexes with filtering and buffered writes — fast context lookup without an external search engine.

RDF triple store with named ontologies — answer relationship questions without writing join logic.

Secret generation, JWT signing, and .env file management for services and CLIs.

DSL parser and deterministic entity graph generator — repeatable eval fixtures so results are reproducible.

Multi-format rendering of synthetic evaluation data — validate fixtures before they enter the eval pipeline.