ingest

Ingest — Knowledge Archival

You are archiving confirmed investigation findings into a structured knowledge base.

This skill instructs. You — the host session — execute. You read investigation files, write vault notes, update registries, and maintain the knowledge graph. The user sees the result; you do the work.

Two input modes:

• Pipeline mode — invoked by Spotlight after Gate 1 approval. Project path and vault config are already known.
• Standalone mode — invoked directly with /ingest. You gather inputs interactively.

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Input Mode Detection

Mode A — From Spotlight Pipeline

The orchestrator passes project path and vault config (from .spotlight-config.json). All inputs are known:

• vault_path — target vault or directory
• vault_type — "obsidian" or "directory"
• project — project slug

Read these case files:

cases/{project}/findings.json
cases/{project}/fact-check.json
cases/{project}/investigation-log.json
cases/{project}/summary.json

Skip to the Ingestion Process.

Mode B — Standalone

The user says /ingest or "ingest these findings."

Step 1 — Findings source:

"Point me to your findings file (JSON with claims, sources, and evidence)."

Read the file. Validate it contains a findings array where entries have sources. If the structure is wrong:

"This file doesn't match the expected format. I need a JSON file with a findings array where each finding has claim, sources, and evidence fields."

STOP.

Step 2 — Vault target:

"Which vault or directory should I archive to?"

Check if the path contains .obsidian/:

ls -d {path}/.obsidian/ 2>/dev/null

• Found: vault_type = "obsidian" — wikilinks enabled.
• Not found: vault_type = "directory" — relative markdown links.

Step 3 — Supplementary files:

Check whether these exist alongside the findings file. Use whatever is available; do not require all of them:

• fact-check.json — verdict annotations
• investigation-log.json — methodology, tools, search queries
• summary.json — overview and conclusions

Proceed to the Ingestion Process with whatever files were found.

---

Ingestion Process

Seven steps. Execute in order. Do not skip steps.

Step 1 — Read Current Vault State

Read all registry files:

{vault}/_registry.json
{vault}/investigations/_registry.json
{vault}/entities/_registry.json
{vault}/methodology/_registry.json
{vault}/tools/_registry.json

If the vault is empty (registries do not exist), initialize each with the empty schema from references/registry-spec.md and schema_version: "1.0". Create the directories:

{vault}/investigations/
{vault}/entities/
{vault}/methodology/
{vault}/tools/

Step 2 — Create Investigation Note

Write {vault}/investigations/{project-id}.md.

Frontmatter — per references/entity-model.md Investigation Note schema:

---
id: {project-id}
title: {from summary.json title, or derive from findings}
status: confirmed
date: {today YYYY-MM-DD}
regions: [{from findings}]
entities: [{entity IDs extracted in Step 3}]
methodology: [{technique IDs extracted in Step 4}]
tools: [{tool IDs extracted in Step 5}]
tags: [{derived from findings topics}]
verified_count: {count of high-confidence verified findings}
total_findings: {total findings count}
---

Body:

1. Summary — from summary.json overview. If no summary.json, synthesize from findings.
2. Key Findings — one section per finding from findings.json:
   • Claim — the finding's claim
   • Confidence — high / medium / low
   • Verdict — from fact-check.json matching claim. If verdict is disputed or debunked, flag prominently: > **DISPUTED** — {reason} or > **DEBUNKED** — {reason}
   • Evidence — supporting evidence
   • Sources — with URLs and access timestamps
   • Perspective — whose perspective this represents
3. Connections — wikilinked entities: [[entity-id]] for each entity involved.
4. Gaps — unresolved questions, noted limitations.
5. Methodology Applied — techniques and tools used, wikilinked: [[technique-id]], [[tool-id]].

Step 3 — Create or Update Entity Notes

Extract entities from:

• findings.json — connections[].from and connections[].to
• findings.json — named entities in findings[].claim (apply basic NER: proper nouns, organization names, geographic names)

Infer entity type:

Pattern	Type
Person names (first + last)	person
Known organization patterns (UN, EU, ministry, commission, etc.)	organization
Company indicators (Inc, Ltd, GmbH, AG, SA, etc.)	company
Geographic names (countries, cities, regions)	place

Generate kebab-case ID from entity name.

If entity exists in {vault}/entities/_registry.json (match on id):

• Read the existing note
• Add a row to the "Role in Investigations" table: | [[{project-id}]] | {role description} | {date} |
• Add {project-id} to frontmatter investigations array (if not already present)
• Write the updated note

If entity is new:

Create {vault}/entities/{entity-id}.md per references/entity-model.md:

---
id: {entity-id}
type: {inferred type}
subtype: {if determinable, else omit}
aliases: [{alternate names found in findings}]
country: {if determinable}
region: {if determinable}
investigations: [{project-id}]
first_seen: {today YYYY-MM-DD}
---

Body: Description, Role in Investigations table (one row for this project), Key Relationships (wikilinks to other entities from same investigation).

Step 4 — Create or Update Methodology Notes

Extract techniques from investigation-log.json:

• cycles[].methodology.techniques_used

If technique exists in {vault}/methodology/_registry.json:

• Read the existing note
• Add a row to "Usage History" table: | [[{project-id}]] | {context} | {date} |
• Add lessons from cycles[].methodology.failed_approaches to "Lessons Learned" section
• Add {project-id} to frontmatter investigations array
• Write the updated note

If technique is new:

Create {vault}/methodology/{technique-id}.md per references/entity-model.md:

---
id: {technique-id}
type: technique
category: {infer from technique name}
tools: [{tool IDs used with this technique}]
investigations: [{project-id}]
---

Body: Description, Steps (if inferable from log), Tools (wikilinked), Usage History table, Lessons Learned.

Step 5 — Create or Update Tool Notes

Extract tools from investigation-log.json:

• cycles[].methodology.tools_used

If tool exists in {vault}/tools/_registry.json:

• Read the existing note
• Add a row to "Usage History" table (max 10 entries, most recent first — remove oldest if at limit)
• Increment usage_count in frontmatter
• Read existing "Tips for Future Agents" — add genuinely novel tips from cycles[].methodology.search_queries only if they are not duplicates of existing advice
• Add {project-id} to frontmatter investigations array
• Write the updated note

If tool is new:

Create {vault}/tools/{tool-id}.md per references/entity-model.md:

---
id: {tool-id}
type: tool
category: {infer from tool name}
url: {if known}
access: {if known, else omit}
methodology: [{technique IDs that use this tool}]
investigations: [{project-id}]
usage_count: 1
---

Body: Capabilities, Access Notes, Usage History table (one row), Tips for Future Agents (from search queries if useful).

Step 6 — Update ALL Registries

This is mandatory. Update every registry affected by the ingestion.

{vault}/investigations/_registry.json — add or update the investigation entry.

{vault}/entities/_registry.json — add new entities, update investigations arrays for existing ones.

{vault}/methodology/_registry.json — add new techniques, update investigations arrays for existing ones.

{vault}/tools/_registry.json — add new tools, update investigations and usage_count for existing ones.

{vault}/_registry.json (master) — update stats counts and last_updated to current ISO 8601 timestamp.

See references/registry-spec.md for exact schemas.

Step 7 — Update _INDEX.md

Write {vault}/_INDEX.md using the template from references/registry-spec.md.

• Stats from master registry
• Recent Investigations table from investigations registry (sorted by date, newest first)
• Browse links

For Obsidian vaults: use wikilinks in the investigations table ([[project-id]]). For directory fallback: use relative links ([project-id](investigations/project-id.md)).

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Directory Fallback

When vault_type is "directory" (no .obsidian/ detected):

• Same directory structure, same frontmatter, same body sections.
• Replace all wikilinks [[entity-id]] with relative markdown links [entity-id](../entities/entity-id.md).
• Replace all wikilinks [[project-id]] with [project-id](../investigations/project-id.md).
• Replace all wikilinks [[technique-id]] with [technique-id](../methodology/technique-id.md).
• Replace all wikilinks [[tool-id]] with [tool-id](../tools/tool-id.md).
• _INDEX.md browse section uses relative links too.

Frontmatter and registry JSON are identical regardless of vault type.

---

Concurrency

Before starting the ingestion process, check for a lock file:

ls {vault}/.ingest-lock 2>/dev/null

If present:

"Another ingestion is in progress. Wait for it to complete before running again."

STOP. Do not proceed.

If absent:

Create the lock:

echo "{project-id} $(date -u +%Y-%m-%dT%H:%M:%SZ)" > {vault}/.ingest-lock

Remove the lock when ingestion completes — whether successful or failed. Always clean up:

rm {vault}/.ingest-lock

If the process errors partway through, remove the lock before reporting the error.

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Hard Rules

1. Registry updates are atomic with note creation. Never create a note without updating its registry. Never update a registry without the note existing.
2. No duplicates. Check registries before creating. Match on id. If it exists, update it.
3. Tips are curated. Read existing tips before adding new ones. Only add genuinely novel insights — not rephrased duplicates.
4. Frontmatter is the contract. Every note must have complete frontmatter per references/entity-model.md. Agents rely on it programmatically. Never omit or rename fields.
5. Wikilinks create the graph. Use [[entity-id]] format in Obsidian vaults for all cross-references.
6. IDs are kebab-case. Lowercase, hyphens, no spaces. Examples: swiss-leaks, john-doe, reverse-image-search.
7. Only confirmed knowledge enters. No speculative findings, no in-progress research. Low-confidence claims must be explicitly flagged with > **LOW CONFIDENCE** — {reason} if included at all.

---

File Locations

Reads from:
  cases/{project}/findings.json
  cases/{project}/fact-check.json
  cases/{project}/investigation-log.json
  cases/{project}/summary.json
  {vault}/_registry.json
  {vault}/investigations/_registry.json
  {vault}/entities/_registry.json
  {vault}/methodology/_registry.json
  {vault}/tools/_registry.json

Writes to:
  {vault}/investigations/{project-id}.md
  {vault}/entities/{entity-id}.md          (per entity)
  {vault}/methodology/{technique-id}.md    (per technique)
  {vault}/tools/{tool-id}.md               (per tool)
  {vault}/investigations/_registry.json
  {vault}/entities/_registry.json
  {vault}/methodology/_registry.json
  {vault}/tools/_registry.json
  {vault}/_registry.json                   (master)
  {vault}/_INDEX.md