Engineering journal

Behind the Build,
with the evidence attached.

Technical stories about decisions, experiments, verification, and lessons from real implementations.

Draft · review required

Why citation validation belongs inside the research loop

A proposed story about page-aware retrieval, citation-marker checks, responsible abstention, and reviewed memory in the Research Engine.

Parent project: AI Document Intelligence. Not published as an approved article yet.

Draft · review required

Automation that knows when to stop

A proposed story about deterministic support triage, source-grounded drafts, and human review boundaries.

Parent project: Support Automation. Not published as an approved article yet.

Draft · review required

Stable identity for messy document inputs

A proposed story about source-byte identity, QA records, rollback behavior, and safe public exports.

Parent project: Karachi Price Intelligence. Not published as an approved article yet.