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Corpus Ingest Protocol · Preserve only the evidence the question and rights allow

Corpus ingestion converts a verified discovery candidate into provenance-bound metadata, permitted source material, observations, and derived evidence. It is intentionally narrower than “download the source.”

Corpus ingestion converts a verified discovery candidate into provenance-bound metadata, permitted source material, observations, and derived evidence. It is intentionally narrower than “download the source.”

Core invariant ✦ Ingestion is a storage/evidence operation. It never grants Canon authority, character knowledge, durable user preference, or Framework behavior authority.


Do not begin content ingestion from a search result alone.

A candidate should already identify:

  • discovery request / Corpus gap ID;
  • research question;
  • proposed source identity;
  • source channel / tool capability;
  • expected contrast or evidence value;
  • relevant language/genre/platform metadata when applicable.

Then verify as much source identity as the authorized host can establish:

  • canonical work/source identity;
  • creator/publisher/source owner where relevant;
  • canonical URL/ref or local file identity;
  • edition/version when material;
  • access timestamp;
  • source type;
  • fingerprint for user/local content when available.

Search snippets are discovery evidence, not reliable full-source quotations or rights evidence.


02 · Establish rights class before content storage

Section titled “02 · Establish rights class before content storage”

Every durable Corpus candidate uses exactly one declared rights class:

redistributable | analysis_only | unknown

And one requested storage intent:

metadata_only | derived_only | short_excerpt | full_text

Run the deterministic rights_gate.py before persisting source content.

Reference policy:

unknown → metadata_only only
analysis_only → never full_text
short_excerpt → excerpt_purpose required
redistributable → non-empty rights_basis required

The deterministic gate validates policy consistency. It does not perform legal analysis or infer rights from a title/URL.


03 · Fail closed when rights or provenance are unresolved

Section titled “03 · Fail closed when rights or provenance are unresolved”

If rights are unknown, keep safe source metadata and stop content storage.

If source identity/provenance is materially uncertain, do not “complete” the pipeline by guessing:

verified enough for metadata → store metadata + unresolved status
not verified enough → keep discovery candidate / blocked state

A private repo, local browser session, authenticated connector, or successful download proves access—not redistribution permission.


Even when analysis is permitted, select only the range needed for the declared question.

Useful range metadata can include:

range_type: chapter | scene | passage | work_metadata | user_selection
range_ref: ...
research_question: ...
why_this_range: ...
source_fingerprint: ...

Do not read or persist an entire work merely because the host can reach it.

Question-bounded ranges reduce copyright exposure, context cost, source leakage and imitation pressure.


05 · Separate source material from observation

Section titled “05 · Separate source material from observation”

An observation artifact records what can be supported by the permitted evidence range without pretending the observation is already a universal craft rule.

Example shape:

observation_id: ...
corpus_id: ...
range_ref: ...
question: ...
observable_features: []
evidence_refs: []
metrics: {}
confidence: ...

Keep evidence references concise and source-bound. Do not store private chain-of-thought.

For analysis_only sources, prefer metadata + derived observation over persistent raw text.


06 · Semantic mechanism analysis is a separate step

Section titled “06 · Semantic mechanism analysis is a separate step”

Observation and interpretation are different artifacts.

Where literary/craft understanding is required, package bounded rights-safe evidence into the learning semantic contract pack. learning.mechanism_analyze is designed to identify:

  • mechanism candidates;
  • counterexamples;
  • applicability boundaries;
  • evidence refs;
  • uncertainty / confidence.

Its contract explicitly forbids supplying unrestricted full_text, raw_text, or source_text fields.

Deterministic ingestion code should not replace this with heuristic literary scoring.


07 · One work does not establish General Craft

Section titled “07 · One work does not establish General Craft”

A per-work analysis may produce a hypothesis or observation such as:

analysis_id: ...
corpus_id: ...
research_question: ...
mechanism_candidates: []
tradeoffs: []
profile_context: ...
uncertainties: []
counterexample_needed: true

That result can trigger contrast research. It cannot become a universal rule.

Before generalization, seek:

  • same outcome with a different surface form;
  • same surface form with a worse outcome;
  • profile/genre/platform exceptions;
  • evidence that directly contradicts the proposed mechanism.

Preserve negative evidence rather than discarding it.


Only after multiple source-bound observations and counterexamples should the system build a cross-work mechanism benchmark.

A useful benchmark may contain:

  • mechanism statement;
  • supporting observation refs;
  • counterexample refs;
  • applicability/profile boundary;
  • failure modes;
  • writer-safe guidance;
  • capability/regression eval ideas;
  • source/provenance refs.

Do not blend source signatures into a synthetic author-imitation fingerprint.

See Corpus Benchmarks.


Corpus-derived evidence may create or update:

  • project-specific craft evidence;
  • user-taste evidence/hypothesis tests;
  • General Craft candidates;
  • capability eval cases;
  • regression eval cases;
  • additional Corpus gaps.

Each downstream artifact keeps upstream evidence/provenance refs.

Promotion remains governed by Adaptive Learning / Self-Improvement. Ingestion does not activate the result.


10 · Writer exposure is a later, narrower decision

Section titled “10 · Writer exposure is a later, narrower decision”

The raw Writer should normally receive:

minimal task-relevant mechanism
+ relevant profile boundary
+ project authority/context needed for the scene

—not bulk source text.

Modern copyrighted source text, hidden expected labels and regression bad examples do not enter first-pass Writer context by default.

A Corpus item being stored does not imply writer_pre_draft visibility.


May allow full_text when the declared rights basis actually supports redistribution/storage. Preserve provenance and fingerprint.

Use metadata_only, derived_only, or a justified short_excerpt. Do not persist full text.

Use metadata_only only. Keep content ingestion blocked until rights evidence changes.

When a short excerpt is stored, record why that excerpt is needed. “Useful for style” is not sufficient by itself.


Every derived artifact must preserve enough lineage for correction.

If a source later becomes invalid because of rights/provenance/error:

invalidate source/content record
→ remove no-longer-permitted stored material
→ locate dependent observations
→ invalidate/rebuild analyses
→ invalidate/rebuild benchmarks and evals
→ contest/narrow dependent learning candidates
→ rollback promoted behavior when required

Do not leave an apparently valid benchmark after its only valid evidence source was removed.


The ingestion pipeline may automate deterministic validation and bookkeeping. It may not fabricate external retrieval, rights evidence or quotations.

If an external capability is unavailable:

prepare request
→ record missing capability / awaiting external work
→ stop truthfully

If semantic interpretation is required:

prepare bounded contract job
→ execute through eligible model/human runtime
→ validate fingerprint-bound result

A queue is not retrieval. A schema is not analysis. A model result is not promotion authority.


Ingest only what the declared question needs and the established rights permit; derive the rest as traceable evidence.