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Deterministic answers from documented portfolio evidence

Evidence report4 sources · grounded response

Show me evidence of FastAPI

Here’s the evidence.

AI Sales CRM Assistant: 41 automated unit/API tests passed with 0 failures. 41 Automated tests passed · automated local. 41 automated tests with synthetic lead inputs. Python / FastAPI, Pydantic, pytest and pytest-asyncio. Synthetic dealership leads; portfolio POC, not a production dealership platform. No customer usage, conversion, revenue, ROI or time-savings claim is supported. Local mocked orchestration latency excludes external-service performance; it must not be presented as production latency. 6.163 seconds is application-reported latency for one live cross-service run, not a percentile, SLA or production performance estimate. AutoCare Agent: LangGraph connects request validation, planning, retrieval, tools, safety checks and response generation. 40 Diagnostic scenarios tested · unspecified. 40 vehicle-diagnostic scenarios; 1,000 PostgreSQL service-history records. Four tools: service-manual search, diagnostic-code lookup, maintenance-schedule retrieval and vehicle service-history lookup. FastAPI, PostgreSQL, Redis/Celery, Ollama and Docker Compose. 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. Intelligent Patient Admission Triage Assistant: LangGraph orchestrates validation, scoring, LightGBM/XGBoost risk modeling, retrieval and explanation. ESI/MEWS deterministic scoring, LightGBM/XGBoost, FastAPI/Pydantic, Ollama, Redis/Celery, Docker Compose and GitHub Actions. In-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. Poultry Disease Classification: DVC, FastAPI, Docker, GitHub Actions and AWS ECR / EC2 deployment workflow. Versioned data/experiments, inference service, containerization and automated build/test/deployment. Validation accuracy across four classes; dataset size, split details, class names and external validation are not supplied. Sub-500 ms inference statement has no supplied hardware, percentile, sample size or production SLA definition.

direct evidenceAutomated testing

AI Sales CRM Assistant

41 automated unit/API tests passed with 0 failures.

Documented result41 automated testsAutomated unit/API tests (automated local; completed): Automated unit/API validation. 41 automated tests with synthetic lead inputs. Automated tests passed: 41. 41 automated unit/API tests passed with 0 failures; not live service checks. Automated test failures: 0. Zero failures in the 41 automated unit/API tests; not a production failure rate. Synthetic dealership leads; portfolio POC, not a production dealership platform. No customer usage, conversion, revenue, ROI or time-savings claim is supported. Local mocked orchestration latency excludes external-service performance; it must not be presented as production latency. 6.163 seconds is application-reported latency for one live cross-service run, not a percentile, SLA or production performance estimate.
supporting evidenceSystem architecture

AutoCare Agent

LangGraph connects request validation, planning, retrieval, tools, safety checks and response generation.

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.
supporting evidenceAgent orchestration

Intelligent Patient Admission Triage Assistant

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.
supporting evidenceMLOps & deployment

Poultry Disease Classification

DVC, FastAPI, Docker, GitHub Actions and AWS ECR / EC2 deployment workflow.

Documented resultVersioned model → container → AWSValidation accuracy across four classes; dataset size, split details, class names and external validation are not supplied. Sub-500 ms inference statement has no supplied hardware, percentile, sample size or production SLA definition.