Ingest triage
ktx is an executable context layer for data and analytics agents 🐙 Allow Claude Code, Codex, or other AI agents to query analytical databases accurately and with full context of your company
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Classify and resolve conflicts detected during bundle ingest (structural duplicates, definitional contradictions, near-duplicate clusters, re-ingest changes, evictions).
SKILL.md
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Ingest Triage - conflict classification and resolution
This skill is loaded in two contexts:
- By a Stage 3 WorkUnit agent when
sl_discover, deterministic projection output, existing project memory, or prior provenance overlaps with what the current WorkUnit is about to write. - By the Stage 4 reconciliation agent for cross-WorkUnit sweeps, accepted patch overlap, and eviction decisions.
Apply the rules below before every write that could collide with an existing artifact.
Decision tree
-
Is this the same artifact I'm producing now, or a different one with the same name? Read both. If names match and content matches (modulo whitespace): no conflict - skip the write, the prior one stands.
-
If content differs, is it an expression-only change (e.g. a different
sql:body for the same measure name, same grain, same columns)? Re-ingest change (expression-only): silently replace viasl_edit_source. No flag. -
If the difference is structural - grain, columns, filter, join shape - is the current bundle the re-ingest of a previously-ingested bundle (i.e.
priorProvenancehas a row for this raw file and artifact)? Re-ingest change (semantic break): replace + flag. Record in the IngestReport'sconflicts_resolvedlist withflagged_for_human: true. -
If reconciliation sees accepted patches from this same job with no prior-sync row, check for same-ingest contradictions:
Kind Detection Resolution Structural duplicate Same name, near-identical expression Elect canonical by: (a) highest inbound-ref count from other sources; tiebreak: (b) lexicographically first unit key; (c) lexicographically first source name. Subsume losers into <canonical>-variants.mdwiki page. Do NOT flag unless ambiguous.Near-duplicate cluster Different names, overlapping shape (same table, similar formulas) Same as structural; one canonical, others subsumed. Flag only if no canonical emerges. Definitional contradiction Same name, substantively different formulas (different aggregation, different filters, different columns) Rename + capture: disambiguate ALL variants with suffix derived from the domain ( churn_risk_engagement_based,churn_risk_billing_based) and write a unified wiki page listing every variant with provenance. The contested name does NOT land in the SL. Always flag. -
Eviction (Stage 4 only): for each entry in
eviction_list():- Remove the artifact (
sl_write_sourceorsl_edit_sourcewithdelete: truefor SL sources,wiki_removefor wiki pages). - Record the removal with
emit_eviction_decisionandaction: "removed".
- Remove the artifact (
Why same-ingest vs re-ingest differs
Within ONE bundle there's no user signal telling us which duplicate wins - we capture all variants and flag. Across bundles, re-uploading IS the signal that the new state is intended - we replace silently for expression changes and flag for semantic breaks.
Naming disambiguation hints
When you rename to disambiguate, prefer domain suffixes that match the containing view/table/collection name: customers.churn_risk_score → customers.churn_risk_engagement_based (if the customer_churn view computes it from engagement); billing.churn_risk_score → billing.churn_risk_billing_based. Avoid numeric suffixes (churn_risk_1, churn_risk_2) - they disclose nothing.
Applying canonical pins
When the Stage 4 system prompt includes a <canonical_pins> block, treat each pin as a prior user decision for that contestedKey.
- If the pinned
canonicalArtifactKeyis present in the Stage Index or already exists in SL, keep it as the canonical artifact for that contested key. - Disambiguate competing artifacts instead of using the contested name for them.
- Do not flag the pinned contested key solely because the variants disagree; the user has already chosen the canonical artifact.
- If the pinned artifact cannot be found and no current WU can recreate it, emit
emit_conflict_resolutionwithflaggedForHuman: trueand explain that the pin references a missing canonical artifact.
When a pin applies cleanly, call emit_conflict_resolution with kind: "definitional_contradiction", artifactKey set to the pinned canonicalArtifactKey, detail describing the pinned election, and flaggedForHuman: false.
What to write in the unified wiki page
When you perform rename + capture, also write one page named <canonical-concept>-definitions.md under the wiki GLOBAL scope. Structure:
- One heading per variant, referencing the disambiguated SL name.
- One paragraph per variant: what it computes, where it came from (raw file + line range), when to use it.
- A closing "Choosing between these" paragraph if the variants are legitimately domain-specific.
Do not attempt to rank variants or pick a "best" - that's user-override territory.
Silence rules
Flag for human review when:
- You did rename + capture for a definitional contradiction (kind 3 above).
- You performed an eviction retention (kind 5, second row).
- An override constraint (from a Stage 4 re-run) conflicts with current inbound refs.
Do NOT flag:
- Same-content duplicate skip (trivial).
- Structural duplicate with clear canonical election.
- Expression-only re-ingest replace.