Semantic cache lab
Define policy keys, TTL, and similarity contracts
Types and env contracts make **tenant-scoped semantic cache for repeated FAQ paraphrases** fail closed before any provider or cluster call.
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Define trusted borders
Implement types or schemas around POST /v1/answer so illegal states are unrepresentable at the boundary. For tenant-scoped semantic cache for repeated FAQ paraphrases, trusted inputs come from sessions, signatures, pinned digests, or workload identity — not from free-form model text. cost owner cutting duplicate GPT calls for Acme Corp FAQs should be able to read the contract and know which fields are optional, which are enumerated, and which abort the request. Constructors and boot paths must not perform provider side effects; injection points keep tests honest.
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Environment and secrets contract
Document required env vars in .env.example with placeholders only. Rotation story belongs later, but the contract already forbids printing secrets and forbids defaulting to fail-open when a dependency is missing. Invariant to encode in types/tests: cache key includes tenant_id + policy_version; similarity ≥ 0.92 and risk≠high. If a config number lacks units, fix the name (timeout_ms, rpm_hard) before writing logic.
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Implementation artifact
def cache_key(tenant: str, policy: str, emb: list[float]) -> str:
return f"{tenant}:{policy}:{quantize(emb)}"
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Fixture kit
Create fixtures for the golden path and for CACHE-XTENANT-2. Name files after the behavior (429-retry-after.json, cross-tenant.json, empty-citation.json) rather than test1. Each fixture carries expected status/code. This kit is the shared language for validation and failure pages.
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Stage depth
Compatibility promise: additive fields may appear only if readers ignore unknowns safely; breaking changes bump a version visible on the wire. For AI payloads, size limits arrive before JSON parse when hostile blobs are a risk. Document how clock skew, idempotency keys, and tracing headers travel through tenant-scoped semantic cache for repeated FAQ paraphrases. If you use feature flags later, the contract already states that flags are not authorization. Link each config knob to a unit and a failure mode (“0 means disabled” vs “0 means divide-by-zero”). A peer reviewing the PR should find CACHE-XTENANT-2 named in a comment on the adversarial fixture.
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Field notes for `semantic-cache-lab` / `setup-and-contract`
Generate OpenAPI or a typed client only after the hand schema is stable for one fixture round-trip. Record how errors look on the wire — problem+json, envelope, or bare status — and stick to one. Clock sources must be injectable for skew tests. If webhooks appear later, document signature header names now even as TODOs. Keep sample payloads UTF-8 and free of real emails. Add a makefile or npm script that validates schemas without network. In this chapter the product is tenant-scoped semantic cache for repeated FAQ paraphrases, the human stakeholder is cost owner cutting duplicate GPT calls for Acme Corp FAQs, and the incident id you design against is CACHE-XTENANT-2. Re-state the oracle in your notes — paraphrase hit returns cached answer with cache=HIT; different tenant never hits — and keep the invariant visible: cache key includes tenant_id + policy_version; similarity ≥ 0.92 and risk≠high. Track hit_rate ∈ [0.25,0.55] and cross_tenant_hits == 0 as the scoreboard. Surface under change control: POST /v1/answer. If you only have forty minutes, finish the fixture for cross-tenant near-duplicate question returns Acme's private pricing blurb before polishing UI. Promotion language stays ternary: promote, hold, or roll back based on evidence, not hope.
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Why this matters
For Semantic cache lab, sketch the request and response shapes that cross POST /v1/answer without naming a framework. Mark which fields are trusted (session, signatures, digests) versus untrusted (user text, model JSON, webhook bodies). If a field can change authorization, it does not belong in model output. Predict one 422/401 you will assert before coding adapters for tenant-scoped semantic cache for repeated FAQ paraphrases.
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