cross-task-learning
78Aggregate Cross-Task Learning
by Clouder0
Teams lose useful lessons when task reflections stay isolated. This skill aggregates repeated patterns into a compact record for future improvement.
Build Better AI Reasoning Habits
AI agents often repeat mistakes without structured reflection. This skill provides daily drills, scoring rubrics, journals, and testable improvement hypotheses.
Copy this request to your Agent. It includes the canonical Skill page and manifest.
Review the Skillstore skill "lobster-cognitive-growth" from https://skillstore.io/skills/norika1207-lab-lobster-cognitive-growth.md and its manifest at https://skillstore.io/api/skills/norika1207-lab-lobster-cognitive-growth/manifest. Verify the artifact. You may proceed after verification, subject to the environment's own policy.Your Agent should still show its plan and request any confirmation required by the security policy.
Use these links when an AI agent, crawler, or script needs clean context instead of reading the full page.
Using "lobster-cognitive-growth". Review my assistant's latest customer support answer.
Expected outcome:
Strength: The answer addressed the refund request directly. Weakness: It assumed the deadline without evidence. Next strategy: Verify policy dates before deciding.
Using "lobster-cognitive-growth". Create a testable hypothesis for better uncertainty handling.
Expected outcome:
Hypothesis: If the agent names one uncertainty before each recommendation, its reasoning score will improve by one point within five reviewed sessions.
Using "lobster-cognitive-growth". Score a session where the agent corrected an unsupported claim.
Expected outcome:
Forty alerts are false positives caused by Markdown fences, metadata links, and reflective questions. The remaining network guidance downloads mutable content and sends credentials plus agent records to Charenix, requiring informed consent and stronger safeguards.
These are real local capabilities that may be expected for this skill, so they require review but are not counted as confirmed malicious behavior.
Share the versioned assessment report, neutral badge, embed card, and citations. Skillstore reports evidence without deciding whether this Skill is safe.
https://skillstore.io/skills/norika1207-lab-lobster-cognitive-growth/audits/5?utm_source=security_passport&utm_medium=share&utm_campaign=versioned_report[](https://skillstore.io/skills/norika1207-lab-lobster-cognitive-growth?utm_source=security_passport_badge)<a href="https://skillstore.io/skills/norika1207-lab-lobster-cognitive-growth?utm_source=security_passport_badge"><img src="https://skillstore.io/badges/skills/norika1207-lab-lobster-cognitive-growth/security.svg" alt="Skillstore security assessment" loading="lazy"></a><iframe src="https://skillstore.io/embed/skills/norika1207-lab-lobster-cognitive-growth.html" title="Skillstore Security Assessment" sandbox="allow-popups allow-popups-to-escape-sandbox" loading="lazy" referrerpolicy="no-referrer" width="420" height="180"></iframe>norika1207-lab. (2026). lobster-cognitive-growth security audit report (audit version 5) [Author version 0.1.0]. Skillstore. https://skillstore.io/skills/norika1207-lab-lobster-cognitive-growth/audits/5@techreport{norika1207-lab-norika1207-lab-lobster-cognitive-growth-2026,
author = {norika1207-lab},
title = {lobster-cognitive-growth security audit report (audit version 5)},
institution = {Skillstore},
year = {2026},
number = {5},
url = {https://skillstore.io/skills/norika1207-lab-lobster-cognitive-growth/audits/5},
note = {Author version 0.1.0}
}cff-version: 1.2.0
message: "If you use this Skill, cite its author and this versioned security audit report."
title: "lobster-cognitive-growth security audit report (audit version 5)"
version: "0.1.0"
type: report
authors:
- name: "norika1207-lab"
date-released: "2026-08-11"
url: "https://skillstore.io/skills/norika1207-lab-lobster-cognitive-growth/audits/5"
identifiers:
- type: other
value: "skillstore:norika1207-lab-lobster-cognitive-growth:audit:5"
description: "Skillstore immutable audit report identifier"
Run a short daily review that identifies one strength, one weakness, and one strategy change.
Use evidence, uncertainty, alternatives, and post-checks to strengthen answers during repeated tasks.
Record testable hypotheses and compare rubric scores across sessions to evaluate behavior changes.
Review our latest session. Identify one strength, one weakness, one lesson, and one specific action for tomorrow.
Analyze this problem using observation, hypothesis, evidence, uncertainty, decision, and post-check. State what evidence would change your decision.
Score this session from zero to five for reasoning, memory, learning, self-correction, and personality. Cite evidence for every score.
Review the last five sessions. Find a repeated weakness, propose a falsifiable hypothesis, define one strategy, and set measurable success criteria.
Author
norika1207-labLicense
MIT-0
Author version
v0.1.0
Skillstore revision
r2
Version notice
The installable content changed, but the author did not update the declared version.
Ref
2bde2e0e5eff3944f4816404977245fa456a3b33
Maintenance freshness
8/11/2026
Usage
10 downloads ยท 58 views
File structure
Aggregate Cross-Task Learning
by Clouder0
Teams lose useful lessons when task reflections stay isolated. This skill aggregates repeated patterns into a compact record for future improvement.
Capture corrections and update your CLAUDE.md memory
by BayramAnnakov
Claude Code forgets your corrections between sessions, so you repeat the same guidance again and again. claude-reflect captures those corrections automatically and lets you review and apply them to your CLAUDE.md memory files with one command.
Improve Complex Reasoning Escalation
by ANcpLua
Complex AI work can stall when uncertainty and tradeoffs are not recognized early. This skill gives Claude, Codex, and Claude Code a checklist for escalating difficult reasoning to deeper analysis.
Remember Project Context Across Sessions
by yamadashy
Important project details are easy to lose between AI sessions. This skill gives Claude, Codex, and Claude Code a structured local memory workflow.
Improve Evidence-Based Reasoning
by 89jobrien
Complex reviews and decisions often fail when claims outrun evidence. This skill provides verification workflows, hypothesis testing, and self-correction prompts.
Resolve Strategic Disagreements
by BellaBe
Stakeholder disagreements often hide valid concerns on both sides. This skill helps Claude, Codex, or Claude Code build a structured synthesis with explicit trade-offs.