Architecture style#

The service is built as a hexagonal application (ports & adapters), with four packages enforced by import-linter contracts in pyproject.toml.

Why hexagonal here#

Four things tipped the decision:

  1. Multiple distinct external worlds. The core talks to an LLM provider (via LiteLLM), a PII detection engine (Presidio), and a usage-tracking database (Postgres). Each is independent and changes at a different cadence — exactly the shape hexagonal was designed for.

  2. Parallel work along port boundaries. Once a port is named, dev A can build the use case against a typed fake while dev B implements the real adapter — the port type is the contract that lets the two streams converge cleanly at the end. The same shape unblocks investigation work: try a second LLM provider behind the existing port without touching the orchestrator.

  3. Type-checked fakes beat monkey-patches. Tests inject FakeLLMPort (and analogous fakes for AnonymizationPort, UsageRepositoryPort) through create_app(llm_factory=…). Because every fake inherits explicitly from its port, the type-checker catches drift the moment the contract shifts — there’s no stale unittest.mock.patch chain silently passing a test against a long-changed interface.

  4. Well-known and battle-tested. Hexagonal is recognisable enough that experienced developers and AI coding agents both navigate the layout without the architecture being explained first — a real onboarding-cost saving when both kinds of contributor are in the loop.

See ADR-001 through ADR-011 for individual decisions; ADR-002 and ADR-011 are the load-bearing ones.

Layer diagram#

        block-beta
    columns 2
    api["api/<br/>FastAPI routes, middleware,<br/>schemas, composition root"]
    adapters["adapters/<br/>LiteLLM client, Presidio,<br/>SQLAlchemy repo,<br/>tracking decorator"]
    services["services/<br/>Orchestrator, CallContext"]:2
    domain["domain/<br/>models, ports, errors"]:2

Each row may import from any row below it, never from a row above. api/ and adapters/ are siblings on the top row: neither imports from the other; both are wired together by the composition root in api/app.py.

Allowed import directions (enforced by import-linter):

  • qfa.domain — imports nothing from the project, and none of openai, litellm, presidio_*, fastapi, starlette, tenacity.

  • qfa.services — imports qfa.domain only; same third-party prohibitions minus tenacity.

  • qfa.adapters — sibling of api; may import from services and domain. Each adapter class explicitly inherits from its port (see the project guidelines).

  • qfa.api — sibling of adapters; the composition root in app.py is the only place that wires concrete adapters into ports.

What’s not hexagonal here#

Hexagonal tells us “services depend only on ports” — it doesn’t say “one orchestrator class with N methods” versus “N orchestrator classes.” The current Orchestrator is one class with four operations (analyze, summarize, summarize_aggregate, assign_codes), per ADR-011. Extracting individual use cases into their own services is anticipated when any one grows enough to warrant it.

Further reading#