Provider-neutral idea extraction, concept graph, generation, and search contracts.
Project description
Keble Idea
keble-idea owns the provider-neutral contracts and application behavior for
public content snapshots, standout ideas, semantic concepts, relationships,
immutable generations, durable work ledgers, and concept-first hybrid search.
It deliberately does not import FastAPI, Celery, MongoDB, Redis, Qdrant,
Neo4j, raw providers, or keble-data-infra. The host application implements
the protocols under keble_idea.application.ports and converts raw source
responses into idea-owned schemas at its outer boundary.
Version 0.5.0 changes immutable model execution from one physical deployment
to one Infisical-catalog logical model. Every model-backed envelope, receipt,
and accepted relationship freezes its purpose, ProcessingTier, selection
rule, logical model/provider keys, model revision, catalog fingerprint, and
generation. Every real provider request separately records a secret-free
ProviderAttemptBinding with endpoint-pool revision, endpoint, deployment,
region, and billing mode.
Version 0.6.0 aligns durable failure evidence with the universal raw contract:
a physical HTTP rejection may truthfully have complete zero billable usage
(for example reviewed authentication, permission, payment, invalid-request, or
rate-limit rejection). A zero-attempt local gate still cannot carry usage, and
USAGE_ONLY evidence remains financially incomplete.
Version 0.6.1 makes physical-attempt budgeting explicit on the immutable
failure snapshot. A zero-attempt PLATFORM_RUNTIME observation—such as waiting
for an already-paid completion projection—does not consume another provider
attempt. Provider/adapter failures and missing evidence remain conservative and
consume the budget. The wall-clock deadline still terminates local polling.
Version 0.6.2 completes the REVIEW2 replay boundary. Publication repositories
return one canonical hydrated result for both first publication and receipt
replay, so a redelivered paid extraction retains every idea, concept, and
posting identity needed for downstream projections. Durable upstream failure
evidence also keeps the authoritative classification origin and provider
mapping revision, while separately metered identity correction remains owned by
ExtractionService and is included exactly once in terminal receipt usage.
INGEST and ENRICH envelopes carry the tier before model selection;
model-backed envelopes carry it only inside ModelExecutionSnapshot. Platform
must resolve the logical snapshot before admission, select a physical endpoint
per attempt, and never substitute another logical model or tier during retry.
The removed physical snapshot fields and prior model_id, error_code, and
retry_classification contracts have no compatibility aliases.
Architecture
raw provider HTTP responses
-> platform-owned adapters
-> keble-idea schemas and services
-> platform-owned persistence/projection adapters
MongoDB is canonical in the host application. Qdrant stores canonical concept vectors only, Neo4j stores the concept graph only, Redis stores TTL search frontiers, and RabbitMQ delivers identifiers for Mongo-backed queue envelopes. Ideas are retrieved through scalar idea-to-concept postings rather than idea vectors or multikey story-array scans.
Cost-bearing extraction and relationship protocols receive an
EnvelopeExecutionIdentity copied from the atomically leased Mongo envelope.
The envelope key identifies logical work; attempt_number identifies the
physical broker/worker retry. Optional queued_at and leased_at preserve the
exact durable queue interval without introducing provider or pricing ownership.
Financial adapters include the identity in provider attempt keys so redelivery
cannot overwrite or hide a second possible spend.
ExtractionService is the single batch-identity correction owner. The first
typed extraction response may contain missing, unknown, or duplicate content
keys; the service issues at most one separately metered corrective request,
merges both calls' ProcessingUsage by submitted content key, and rejects a
second mismatch with BatchIdentityError. Platform adapters may retain in-run
facet validation, but must not add a second identity ModelRetry loop or the
application correction and its billing identity become unreachable.
Publication replay has one canonical repository contract:
aget_publication_result returns the stored receipt plus the complete idea,
concept, and posting-key result for both the initial publish and every receipt
replay. ExtractionService never reconstructs a reduced replay result from the
receipt alone. Hosts must hydrate this contract from canonical persistence so a
paid retry cannot falsely close downstream projection work with empty concept
keys.
Side effects if changes:
- initial and replayed extraction return values must remain structurally equal;
- Platform Stage-A work derives its expected projection parts from these keys;
- host reconciliation repairs historical projections separately from replay prevention and must not mutate immutable receipts.
Model identity is a separate immutable value. ModelExecutionSnapshot stores
purpose, processing tier, selection rule, logical model/provider identity,
catalog fingerprint, and generation without endpoints, credentials, quotas,
or prices. EXTRACT, INFER_RELATIONSHIP, PROJECT_CONCEPT, and REINDEX
envelopes require their matching purpose; non-model jobs reject the snapshot.
INGEST and ENRICH retain an explicit tier until that snapshot exists.
Monetary pricing remains owned by the Platform ledger and resolves after one
physical endpoint is selected into ProviderAttemptBinding.
If no active purpose binding exists, Platform must raise
ModelRouteUnavailableError before broker publication. Configuration absence
is distinct from a generation-verification or provider-execution failure.
Every new search resolves and freezes one SearchEmbeddingBinding containing
the embedding execution snapshot and vector resource. That same binding enters
concept retrieval and the cursor session identity, so a host cannot read a
model route and Qdrant alias independently.
Development
Python 3.13 and uv are required.
uv sync
uv run pytest -q -m "not live and not slow and not eval and not local_stack and not db_stack and not container"
npx --yes pyright .
uv build
The portable test lane uses only reusable in-memory adapters from
keble_idea.testing. Stateful integration adapters belong to the platform and
must isolate and clean MongoDB, Redis, Qdrant, Neo4j, RabbitMQ, and artifact
state after each test.
Contract rules
- Persist only HIGH and MEDIUM ideas. LOW candidate details are discarded.
- Write exactly one minimal receipt for every content/generation terminal state.
- Hydrate the complete canonical publication result on receipt replay; never return an empty derived-key set for already-published work.
- Keep receipts provider-neutral: physical token/image/duration usage remains in
ProcessingUsage, while monetary pricing and per-content allocation belong exclusively to the platform-owned financial ledger. Receipt schema version 3 rejects the removedcost_microsand loosemodel_idfields. - Keep batch-identity correction in
ExtractionService: one corrective call, one ordinal owned by the host, and one merged receipt usage total. - Use the eight finite semantic facets; provider/source metadata is not a concept.
- Use
standalone_concept_errorat model boundaries so invalid facet labels receive a typed correction before publication applies the same strict policy. - Merge only HIGH-confidence PURPOSE concepts automatically and keep it reversible.
- Vectorize concepts only unless a separately approved retrieval eval changes the design.
- Use immutable generations and active pointers; never mutate active indexes in place.
- Persist named, collection-owned integer-version migration checkpoints so outer workers resume by stable record key and never migrate a corpus at startup.
- Preserve original ASR and OCR independently from English-normalized fields;
unknown-language OCR belongs in
ocr_text_original, never guessed intoocr_text_enfrom the transcript language. - Cutover only verified generations through compare-and-swap pointers and preserve the immediately previous verified generation for exact rollback.
- Stamp relationship coverage with the exact embedding, neighborhood, and relationship generations plus bounded neighbor similarities; a valid null/no-relation result still completes coverage. Persisted current/previous neighbor sets let outer adapters apply entry/exit hysteresis without all-pairs comparison.
- Keep
relationship_priority_scoreandrelationship_priority_atas bounded, provider-neutral scheduling hints. The platform derives them idempotently from posting quality/time so Stage-B graph budget reaches high-value/recent concepts first; they never change semantic concept identity or Stage-A search readiness. - Compact alias postings asynchronously in bounded resumable pages; merge and
unmerge correctness must never depend on compaction finishing first. Derived
rows retain
origin_concept_key, so unmerge removes them without deleting the original posting identities. - Search is bounded, concept-first, count-free, and cursor-session based.
- Cursor signatures bind expiry, frontier revision, and the complete generation/profile identity.
- Operator lifecycle is canonical and typed (schema version 2): content moves
ACTIVE -> ARCHIVED -> ACTIVEand entersPURGINGterminally; ideas moveACTIVE -> RETIRED -> ACTIVEand enterPURGINGterminally.archived_at/retired_atmust match the state, transitions go throughassert_lifecycle_transition, and public reads exclude non-ACTIVE rows. - Operator job commands use the canonical status sets: retry targets
TERMINAL_JOB_STATUSES, cancel targetsCANCELLABLE_JOB_STATUSES(never LEASED work), and purge work routes throughIdeaJobType.PURGE. - Processing tiers are exactly
ECONOMY,BALANCED, andQUALITY. They express requested cost/quality position, not provider identity. A retry keeps the frozen tier; changing it requires explicit reprocessing.
Durable provider recovery
Each queue envelope snapshots the complete active
ProviderRecoveryProfileSnapshot, its matching attempt_limit, and an absolute
deadline. Automatic retry retains that snapshot. A manual retry also preserves
it unless the operator explicitly requests the active profile. Profile records
are append-only and activation uses a revision-guarded pointer; changing the
pointer affects future admissions only.
The initial profile is fixed at eight attempts, a 72-hour deadline, 30-second fallback doubled to a one-hour cap, a 24-hour maximum provider hint, deterministic 0-10% jitter, five unavailable failures in 60 seconds, a five- minute open circuit, one half-open probe, and blocked release batches of 100. Those are defaults for the first persisted profile, not module constants that silently mutate existing jobs.
retry_at_for_failure anchors delay and jitter to the failure's immutable
observation time. Re-evaluating the same envelope attempt therefore returns the
same not-before timestamp. A provider hint above the submitted 24-hour policy
becomes BLOCKED; attempt/deadline exhaustion or permanent failure becomes
DEAD_LETTERED; operator action becomes BLOCKED. Only a retryable failure
within both budgets becomes RETRY_SCHEDULED.
JobFailureSnapshot.consumes_attempt_budget is the sole classification for
whether a leased retry counts as external work. Queue decision and persistence
must use it together: a zero-attempt Platform observation is evaluated against
the prior physical-attempt count and its lease increment is refunded atomically.
This preserves earlier paid attempts while allowing local projection polling
until the immutable deadline.
UpstreamFailureEvidence retains bounded status/code/request identity, opaque
quota scope, exact capacity, physical-attempt count, usage, and a completeness
bit. Empty usage is known zero only when the producer explicitly marks it
complete; incomplete empty usage and every USAGE_ONLY event remain billing
unknown.
Data Infra evidence also retains a provider-neutral classification origin plus
the upstream adapter's mapping revision separately from the Platform mapping
revision. This lets operators distinguish provider, contract, and Data Infra
runtime classification without making Idea depend on a provider package.
Payment requires a reviewed billing-code/account-status source; HTTP 402,
negative capacity, quota, and rate limiting are never sufficient by themselves.
Side effects if changes:
- Platform Mongo queue/profile/incident adapters and central indexes implement these exact field paths and compare-and-swap semantics;
- Data Platform job and commerce-operation APIs expose the same failure/policy facts through generated clients and translated frontend labels;
- finance records failed physical usage exactly once while pre-provider gate rejection remains zero spend;
- queue decision and persistence must never duplicate or disagree with
consumes_attempt_budget; EnvelopeProcessResultmust continue to contain exactly one result reference or failure snapshot.
Images are a critical asset
Content payloads treat visuals as first-class evidence:
ProductContentPayload.image_artifacts carries model-ready product photos,
CommerceProfileContentPayload.image_artifacts carries acquired creator or
seller portraits, ShortVideoContentPayload.thumbnail_artifacts carries safe
ranked-video thumbnails without transient playback URLs, and
VideoContentPayload preserves uploaded video bytes plus key frames.
IdeaSearchMedia.from_payload projects the representative image/video (with
IdeaSearchSourceSummary for type-specific display facts) onto every search
item so consuming platforms can render media-rich cards. Artifact references
stay checksum-addressed (ArtifactRef) — delivery URLs are always resolved by
the serving platform at read time.
Commerce discovery content
Trending commerce ingestion stays provider-neutral after the platform boundary:
profile = CommerceProfileContentPayload(
profile_type=CommerceProfileType.CREATOR,
display_name="Rocket Lab Notes",
image_artifacts=[acquired_profile_image],
)
video = ShortVideoContentPayload(
title="A compact model-rocket launch guide",
thumbnail_artifacts=[acquired_thumbnail],
)
Products keep ProductContentPayload; creators and sellers share the typed
profile payload with a stable profile_type; channel-wide ranked videos use a
separate short-video payload. Provider names, provider response bags, volatile
playback URLs, and raw enum labels do not enter these durable contracts.
Language and standout evidence
ContentBody.original_language remains the backward-compatible ISO code.
Optional ContentLanguageProvenance explains whether it was source-declared,
text/media detected, or unresolved; a missing provenance on und identifies a
legacy row. Provider-neutral ContentStandoutEvidence records why a source
surfaced content without claiming profitability. Performance observations are
identified by metric kind, unit, observed time, and window: equal duplicates
collapse to the standout-linked evidence, while conflicting values are rejected.
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