Skip to content
Data
Skill

/ingest_triage

Classify and resolve conflicts detected during bundle ingest (structural duplicates, definitional contradictions, near-duplicate clusters, re-ingest changes, evictions).

From plugin
ktx
1.6k17 skills

Claude Code

$ npx -y skills add Kaelio/ktx --skill ingest_triage --agent claude-code

SKILL.md

ingest_triage.SKILL.md
name: ingest_triage
description: Classify and resolve conflicts detected during bundle ingest (structural duplicates, definitional contradictions, near-duplicate clusters, re-ingest changes, evictions).
callers: [memory_agent]

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

1. **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.

2. **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 via `sl_edit_source`. No flag.

3. **If the difference is structural - grain, columns, filter, join shape - is the current bundle the re-ingest of a previously-ingested bundle (i.e. `priorProvenance` has a row for this raw file and artifact)?** Re-ingest change (semantic break): replace + flag. Record in the IngestReport's `conflicts_resolved` list with `flagged_for_human: true`.

4. **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.md` wiki 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.** |

5. **Eviction (Stage 4 only)**: for each entry in `eviction_list()`:

  • Remove the artifact (`sl_write_source` or `sl_edit_source` with `delete: true` for SL sources, `wiki_remove` for wiki pages).
  • Record the removal with `emit_eviction_decision` and `action: "removed"`.

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 `canonicalArtifactKey` is 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_resolution` with `flaggedForHuman: true` and 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.
Read more
@kaelio
Ships withktx

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

Stars on GitHub

Momentum

stars in total
1.6k
Star history of Kaelio/ktx on GitHub, a chart by star-history.com

Other skills on ktx.

analytics

analytics

Use when answering a question that needs data from a ktx-connected database - investigating, analyzing, "how many", "show me",…

@kaelio@kaelioInstall Skill
dbt_ingest

dbt_ingest

Map dbt `schema.yml` / `properties.yml` models and sources into ktx semantic-layer overlays and column notes. Covers `sources:`…

@kaelio@kaelioInstall Skill
gdrive_synthesize

gdrive_synthesize

Synthesize durable KTX wiki pages from staged Google Drive document pulls. Load when a WorkUnit contains Google Doc raw files…

@kaelio@kaelioInstall Skill
historic_sql_patterns

historic_sql_patterns

Identify recurring cross-table historic-SQL analytical intents from a bounded pattern shard and emit typed pattern evidence for…

@kaelio@kaelioInstall Skill
historic_sql_table_digest

historic_sql_table_dig…

Convert one changed historic-SQL table usage bucket into typed table usage evidence for deterministic _schema projection.

@kaelio@kaelioInstall Skill

More skills from other plugins.

context-loader
Auto-invoked

context-loader

Search memories from earlier Pi sessions in this repository. Use it when earlier work may already explain the code, error,…

mem05d69k
@mem0ai@mem0aiInstall Skill
analyzing-ai-citations

analyzing-ai-citations

Answer AI citation and answer engine optimization (AEO) questions in PostHog: whether AI answer engines (ChatGPT, Claude, and an…

posthog11d41k
@posthog@posthogInstall Skill

Questions about ingest_triage.

Which coding agents can use ingest_triage?
ingest_triage installs in Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI, using each agent's flag shown on this page. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.