Documented resultSix-node agentic workflowDiagnostic scenario validation (unspecified; completed): Scenario testing; detailed outcomes not supplied. 40 vehicle-diagnostic scenarios; 1,000 PostgreSQL service-history records. Diagnostic scenarios tested: 40. Count of tested scenarios, not a scenario success rate. Service-history records: 1,000. PostgreSQL service-history dataset size; not number of successful diagnoses. Decision-support POC, not a substitute for a certified technician. Recall describes the 100-query retrieval evaluation, not field diagnostic accuracy. Separate lexical/dense scores and scenario pass rates are not supplied.
LangGraph orchestrates validation, scoring, LightGBM/XGBoost risk modeling, retrieval and explanation.
Documented resultScoring → prediction → explanationIn-progress research/portfolio system; synthetic Synthea / FHIR-compatible records, no hospital production deployment or clinical-validation result. RAGAS/Langfuse evaluation and Prometheus/Grafana/Loki observability are designed/planned. No completed benchmark values are supplied.
PDF ingestion, chunking, embedding, ANN benchmarking and answer generation in a Streamlit application.
Documented resultLocal research Q&A workflowLocal research application and retrieval benchmark, not a production service benchmark. QPS and index build time are not application request latency. Benchmark hardware, query distribution, recall cutoff and full per-backend outputs are not supplied.
A LangGraph workflow evaluates resume–job fit through typed extraction, gap analysis, deterministic score calibration and recommendation generation, with LangSmith tracing.
Documented resultLangGraph resume–job fit evaluation workflowTyped outputs and deterministic calibration support qualitative consistency claims; no benchmark dataset size, accuracy, precision, recall, F1 or agreement score is supplied. No validated hiring accuracy, bias reduction, recruiter productivity gain, ATS equivalence or production hiring outcome is established. The baseline workflow is completed; deployment remains in progress and must not be presented as a production service.