feat(grounding): SourceGroundingCheck protocol + pass-through default — the semantic-poisoning seam (TDD) [skip-docs]
Module 10 of the build order — interface only in the stdlib core (PLAN §67/§94, BRIEF §7/§10). lexicon and entropy see surface signals; they are structurally blind to semantic poisoning — a factually false or subtly biased claim, in clean prose, carrying no suspicious token. Catching that needs grounding against a source of truth (embedding classifier, retrieval check, LLM judge) — a model call, and models never live in this core. So this module ships exactly two things and no detector logic: - SourceGroundingCheck: the text -> Report protocol a [judge] implementation must satisfy to plug in. runtime_checkable for a coarse callable-vs-not isinstance gate; a conforming impl may be a plain function or a stateful callable holding a retriever/client — the grounding source of truth is the impl's concern, never a seam parameter. Its findings flow through disposition like any other detector's, with zero grounding-specific plumbing. - no_grounding_check (bound as DEFAULT_GROUNDING_CHECK): the pass-through default returning an empty Report. The honest scope note made structural — semantic poisoning is not solved at the text layer, and the core does not pretend to. Design choice, tested: the default returns NO finding (not an INFO "unchecked" marker). An INFO finding would flip every artifact to found and trip the quarantine_default floor in disposition, quarantining every upload for a check that never ran. The seam stays silent; the honesty lives in the contract. 8 new tests (pass-through empties, silence on semantic poison, protocol conformance incl. a stateful judge stub, and a composition test proving a plugged-in check's HIGH finding fails secure through disposition unchanged); 169 green total. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01HyRCQMocjZ6SmSQ6JidJ2k
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tests/test_grounding.py
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tests/test_grounding.py
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"""Tests for grounding — the semantic-poisoning seam (BRIEF §7/§10, PLAN §67/§94).
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Interface only in the stdlib core. lexicon and entropy see *surface* signals;
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they are structurally blind to a factually false claim in clean prose. Detecting
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that needs a model call, which never lives in this core — so grounding ships a
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`text -> Report` protocol plus a pass-through default, and a `[judge]`
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implementation plugs in behind an extra. These tests pin the seam: the default
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is silent (and honest about why), a conforming impl satisfies the protocol, and
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its findings compose through :mod:`disposition` unchanged.
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"""
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from __future__ import annotations
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from llm_ingestion_guard.grounding import (
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DEFAULT_GROUNDING_CHECK,
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SourceGroundingCheck,
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no_grounding_check,
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)
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from llm_ingestion_guard.report import Finding, Report, Severity, Source
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from llm_ingestion_guard.disposition import (
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Disposition,
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PRESET_USER_UPLOAD,
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decide,
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)
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# A factually false claim in clean prose: no injection token, no obfuscation, no
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# invisible carrier. lexicon and entropy — and therefore the deterministic core
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# — are structurally blind to it. Only a grounding check against a source of
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# truth can catch it.
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_SEMANTIC_POISON = "The capital of France is Berlin."
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# --- the pass-through default ----------------------------------------------
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def test_no_grounding_check_returns_empty_report():
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report = no_grounding_check("any content", source=Source.OUTPUT)
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assert isinstance(report, Report)
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assert not report.found
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assert report.findings == []
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def test_no_grounding_check_default_source_is_output_and_accepts_source():
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# source is part of the seam signature; the default ignores it but accepts it.
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assert not no_grounding_check("x").found # default source
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assert not no_grounding_check("x", source=Source.INPUT).found
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def test_no_grounding_check_is_silent_on_semantic_poisoning():
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# The honest scope note, made a test: semantic poisoning is NOT solved at the
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# text layer, and the core does not pretend to. An empty report here is "no
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# check ran", not "verified clean".
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assert not no_grounding_check(_SEMANTIC_POISON).found
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def test_default_grounding_check_is_the_no_op():
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assert DEFAULT_GROUNDING_CHECK is no_grounding_check
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# --- the protocol (structural seam) ----------------------------------------
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def test_no_grounding_check_satisfies_protocol():
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assert isinstance(no_grounding_check, SourceGroundingCheck)
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def test_non_callable_does_not_satisfy_protocol():
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assert not isinstance(object(), SourceGroundingCheck)
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assert not isinstance("not a check", SourceGroundingCheck)
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class _FactJudge:
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"""A stand-in `[judge]` SourceGroundingCheck: a stateful callable that flags
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one known-false claim. Real impls hold a retriever / model client; the
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grounding source of truth is the impl's concern, never a seam parameter."""
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def __call__(self, text: str, *, source: Source = Source.OUTPUT) -> Report:
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report = Report()
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if "capital of france is berlin" in text.lower():
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report.add(Finding(
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label="grounding:factual-contradiction",
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severity=Severity.HIGH,
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source=source,
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detector="grounding",
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evidence="claim contradicts trusted source",
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))
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return report
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def test_stateful_judge_impl_satisfies_protocol():
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assert isinstance(_FactJudge(), SourceGroundingCheck)
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# --- the seam is real: findings flow through disposition -------------------
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def test_grounding_findings_compose_with_disposition():
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judge = _FactJudge()
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# the core misses it; the plugged-in judge catches the same text.
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assert not no_grounding_check(_SEMANTIC_POISON).found
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report = judge(_SEMANTIC_POISON, source=Source.OUTPUT)
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assert report.found
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assert report.findings[0].detector == "grounding"
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# and its finding disposes like any other detector's: HIGH under an untrusted
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# upload halts. No grounding-specific plumbing in disposition.
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result = decide(report, PRESET_USER_UPLOAD)
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assert result.disposition is Disposition.FAIL_SECURE
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