The operating constraint
A public agent portfolio creates a difficult operating boundary. Visitors need a working path when free providers are unavailable, live model calls cannot create an open-ended owner bill, API keys must not enter logs or storage, and a passing test suite must not be presented as evidence that a client accepted a production integration.
The system Aixcel designed
Aixcel built a strict FastAPI and Pydantic control plane with a nine-system registry, nine evidence-qualified evaluation records, fixed NVIDIA NIM and OpenRouter provider adapters, deterministic evidence replay, request quotas, prompt-injection checks, HMAC-signed receipts, an optional redacted SQL ledger, generated OpenAPI, and a persistent light and dark workspace. LangGraph is intentionally excluded because this component is a deterministic policy boundary rather than an agent reasoning workflow. The browser sends a visitor key in one request header and clears the field after use. It cannot supply a model name, endpoint, tool, or external action. SQLAlchemy, Alembic, PostgreSQL, OpenTelemetry, Prometheus, Structlog, Docker, GitHub Actions, Postman, Playwright, and a pinned Linux Vercel builder complete the release path.
The documented result
The public deployment exposes nine systems and their tested release boundaries. Replay works without a model account and changes when evidence changes. Live NVIDIA NIM and OpenRouter paths require a visitor-owned key. Shared NVIDIA access exists as a disabled code path and cannot create spend until a durable cross-instance quota store, approved key, monitoring, and an explicit cost decision are supplied. The verified release passed 85 tests at 84.95 percent measured coverage, 18 of 18 evaluation measures, 12 production requests with 40 Postman assertions, four durable redacted receipts across a PostgreSQL API restart, desktop and 390-pixel browser journeys, seven rendered Swagger operations, persistent themes, zero browser errors, and zero production 5xx responses.
System components
Python 3.12, uv, FastAPI, Pydantic v2, httpx, SQLAlchemy, PostgreSQL 17, Alembic, REST, OpenAPI, Postman, HMAC receipts, OpenTelemetry, Prometheus, Structlog, Docker, GitHub Actions, Playwright, Vercel