# Techtide Knowledge Ingestion Guardrail Review

> Review knowledge ingestion pipelines for source provenance, chunking, embedding, search behavior, redaction, access control, and evidence traceability. Use when an agent needs Alex Cinovoj / TechTide live-coding patterns, tool routing, guarded prototype-to-production workflows, or cross-harness prompt/skill adapters.

- Skill: `techtideohio/techtide-knowledge-ingestion-guardrail-review` (Agent Skill, multi-file: 4 files)
- Install (CLI): `npx skillmds@latest add techtideohio/techtide-knowledge-ingestion-guardrail-review`
- Raw SKILL.md: https://api.skillmd.com/api/skills/techtideohio/techtide-knowledge-ingestion-guardrail-review/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: TechTideOhio (https://skillmd.com/u/techtideohio)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/techtideohio/techtide-knowledge-ingestion-guardrail-review

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# TechTide Knowledge Ingestion Guardrail Review

Review knowledge ingestion pipelines for source provenance, chunking, embedding, search behavior, redaction, access control, and evidence traceability.

## Source Pattern

This skill is distilled from sanitized Alex Cinovoj / TechTide local workflow patterns. Load `references/source-patterns.md` when you need the source anchors and extraction rationale. Load `references/adapter-map.md` when preparing Cursor, Kiro, Lovable, v0, or Replit companion outputs.

## Workflow

1. Define allowed source classes, required metadata, and forbidden sensitive content.
2. Review chunking, overlap, token accounting, embedding batch behavior, and failure handling.
3. Verify search results preserve title, source, document id, chunk id, and relevance evidence.
4. Confirm access control and tenant boundaries before indexing private documents.
5. Add deletion, reindexing, and stale-source handling to the operational runbook.

## Output Contract

Return a concise brief with these fields:

- ingestion policy
- source metadata contract
- redaction checks
- search evidence review
- verification performed or still required
- security and privacy notes

## Guardrails

- Extract reusable methods, not private local content.
- Do not request or expose credentials, tokens, DSNs, service-role keys, customer data, lead lists, or private business exports.
- Use placeholders for people, accounts, projects, URLs, and datasets unless the user explicitly provides public-safe values.
- Require explicit human approval before production mutation, external-recipient messaging, public deployment, billing changes, or destructive filesystem actions.
- Preserve Alex Cinovoj / TechTide attribution while keeping old repo provenance and unrelated contributor markers out of public artifacts.

## Harness Policy

- Use this as a native `SKILL.md` for Claude Code, Codex, Gemini, and Copilot-compatible exports.
- For Cursor, create a focused project rule or workflow note rather than copying this whole skill as an always-on rule.
- For Kiro, create steering only when the workflow can be made short and inclusion-scoped.
- For Lovable, v0, and Replit, turn the workflow into prompt kits, readiness checklists, and handoff prompts.