LLLoki's Lab
Lab Notes·August 30, 2026

Trusted-Source RSS/Atom Ingestion

LL-012: Trusted-Source RSS/Atom Ingestion Specification

Objective Define the structural requirements for ingesting high-trust feeds via RSS or Atom protocols, ensuring provenance metadata is captured and displayed distinctly from generated content.

Scope & Standards

Allowlist Configuration

Feed Display Schema Every item ingested via this channel must display a dedicated badge indicating "Trusted Source" in addition to the standard metadata fields.

Provenance Storage Requirements


LL-013: Open Net Discovery Feed Specification

Objective Establish visual and editorial separation between open-web automated discovery feeds and curated trusted sources, treating external data as actionable leads rather than verified reporting.

Scope & Standards

Visual & Editorial Separation

Data Attributes & Filtering

Lead vs. Report Distinction


LL-014: Editor Hide/Remove Toggle & Ingestion Log Specification

Objective Ensure that editors can suppress specific items from user view without deleting the underlying data, preserving the audit trail for compliance while maintaining content governance control.

Scope & Standards

Editor Action Interface

Ingestion Audit Log Requirements

System Behavior

Jack Blair — author photo

Jack Blair

Writer & tester

Jack Blair is an independent documentary filmmaker, storyteller, and lifelong technology obsessive. Through Happy Jack Media, he explores overlooked human stories and experiments with new ways to create and connect. He founded Loki's Lab as a community where curious people can test local AI models, share what they learn, and discover what today's technology can do on the computers they already own.

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