supersede-stale

النجوم١١

التفرعات١

آخر تحديث٢٤ يونيو ٢٠٢٦ في ٠٤:١٤

Activate when a recalled or injected concept is contradicted by current code, a newer source, or a user correction. Use this to demote stale knowledge in realtime rather than letting the batch daemon eventually catch it — stale concepts compete with fresh ones in recall and poison grounding.

التثبيت

التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.

المصدر

42U

42U/laqrumcode

فتح مستودع GitHub عرض مستودعات المنشئ

تنزيل

المهن ذات الصلةSOC

استنادا إلى تصنيف SOC المهني

مطوّرو البرمجياتمهن الحاسوب والرياضيات·SOC 15-1252

SKILL.md

readonly

name	supersede-stale
description	Activate when a recalled or injected concept is contradicted by current code, a newer source, or a user correction. Use this to demote stale knowledge in realtime rather than letting the batch daemon eventually catch it — stale concepts compete with fresh ones in recall and poison grounding.

Body in laqrumcode DB. Call mcp__plugin_laqrumcode_laqrumcode__get_skill_body with name="supersede-stale" to load full instructions.

المزيد من هذا المستودع

نفس المستودع

audit-drift

42U/laqrumcode

Activate periodically (not per-session) to sample concepts from the graph and verify their claims against current state — code paths, recent sources, user-provided ground truth. Flag stale concepts for supersede-stale. Without this, knowledge rot poisons retrieval silently.

2026-06-2411

capture-insight

42U/laqrumcode

Activate when an insight worth keeping emerges mid-session — a surprising finding, a reusable pattern, a user correction, or a decision with rationale. Use this to write knowledge into the laqrumcode graph immediately rather than waiting for end-of-session daemon extraction (which is batch-only and can have hours of lag).

2026-06-2411

extract-knowledge

42U/laqrumcode

Activate when the user wants to distill lasting knowledge from ANY source — PDF, web article, pasted text, codebase file, transcript, markdown doc, or book chapter. Source-agnostic replacement for extract-pdf-gems. Same workflow core; source-type-aware quality rules.

2026-06-2411

extract-pdf-gems

42U/laqrumcode

Activate when the user asks to extract, mine, distill, or "pull gems" from a PDF, academic paper, book chapter, or research document into the laqrumcode memory graph. Also activate for phrases like "read this paper and remember it", "dense knowledge gems", "pull the insights", or when the user points at a PDF and asks to study it.

2026-06-2411

ground-on-memory

42U/laqrumcode

Activate when the user asks about state, history, prior work, codebase knowledge, or anything where injected memory should inform the response. Triggers include "what do you know about", "remember", "earlier", "last time", "we discussed", "in this codebase", "prior work", "previously", or any direct question about project/session state.

2026-06-2411

knowledge-gap-scan

42U/laqrumcode

Activate when the user wants to know what they DO and DON'T know about a topic, before starting research or a project. Turns the graph from a reference library into an active planning tool by reporting coverage and explicit gaps.

2026-06-2411