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semantic-lensing

Analyze deliverables to identify gaps using semantic matrices.

Updated Aug 27, 2026
Search Tags:#analysis#proposals#evidence#deliverables#lens#matrix#semantic-lensing
One-click install
npx skills add https://github.com/sgttomas/chirality-piping --skill semantic-lensing
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: semantic-lensing
Source: https://github.com/sgttomas/chirality-piping/tree/main/skills/semantic-lensing
Command: npx skills add https://github.com/sgttomas/chirality-piping --skill semantic-lensing

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Analyze deliverables to identify gaps using semantic matrices.

Core Features & Use Cases

  • Interpret matrices from _SEMANTIC.md and tag proposals with Matrix coordinates.
  • Process _SEMANTIC_LENSING.md entries as candidate improvements and generate structured outputs like PROPOSAL:, MISSING:, and NEEDS_HUMAN_RULING:.
  • Respect the read-only nature of _SEMANTIC.md and optionally update _SEMANTIC_LENSING.md only when allowed.

Quick Start

Review the deliverable folder, read _SEMANTIC.md to understand the matrix, and generate PROPOSAL blocks for each lensing item.

Frequently Asked Questions about semantic-lensing

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I identify gaps in project deliverables using semantic matrices?▼

To identify gaps in deliverables using semantic matrices, analyze the target scope against a read-only _SEMANTIC.md lens reference and a candidate worklist to output structured proposals and missing items.

What is the best way to generate improvement proposals from a semantic lensing worklist?▼

The best way to generate improvement proposals from a semantic lensing worklist is to process _SEMANTIC_LENSING.md entries as candidate items and output structured PROPOSAL: blocks tagged with matrix coordinates interpreted from _SEMANTIC.md.

Do I need a _SEMANTIC.md file to perform semantic lensing on deliverables?▼

Yes, you need a read-only _SEMANTIC.md file to act as the lens reference for semantic lensing. An optional _SEMANTIC_LENSING.md file can also be provided to supply a candidate worklist for generating proposals.

How does semantic lensing handle ambiguous deliverable gaps?▼

Semantic lensing handles ambiguous deliverable gaps by outputting NEEDS_HUMAN_RULING: blocks alongside PROPOSAL: and MISSING: outputs, flagging items that require manual review rather than forcing an automated decision.

Can I update the semantic matrix while analyzing deliverables?▼

No, you cannot update the semantic matrix during analysis because _SEMANTIC.md is strictly read-only. You may only optionally update the _SEMANTIC_LENSING.md worklist when explicitly allowed.

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