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GarethManning
GitHub creator profile

GarethManning

Repository-level view of 165 collected skills across 1 GitHub repositories.

skills collected
165
repositories
1
updated
Aug 10, 2026
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Where the skills live

Top repositories by collected skill count, with their share of this creator catalog and occupation spread.

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Repositories and representative skills

unassisted-evidence-checkpoint
postsecondary-teachers-all-other

After scaffolded practice, run an unassisted check with no AI help. Use to distinguish supported performance from what the learner can currently do independently.

Aug 10, 2026
weekly-agency-review
postsecondary-teachers-all-other

Review the week using accumulated session evidence — retrieval rates, hint depths, calibration accuracy, transfer and unassisted results. The learner identifies patterns and sets a strategy goal. Use weekly or after a multi-session period.

Aug 10, 2026
discipline-specific-critical-thinking-task-designer
postsecondary-teachers-all-other

Design discipline-specific critical thinking tasks grounded in knowledge-contingent reasoning rather than generic skills. Use when embedding higher-order thinking into subject content.

Jun 26, 2026
ai-claim-checker
postsecondary-teachers-all-other

After any AI-generated explanation, require the learner to identify one place it could be wrong, one thing to check, and one source to consult. Builds epistemic vigilance — treats AI output as a claim to evaluate, not truth to absorb.

May 27, 2026
confidence-calibration-check
postsecondary-teachers-all-other

Capture confidence ratings before and after a learning attempt to identify overconfidence and underconfidence patterns. Use when a student wants to understand how well they actually know something versus how well they think they know it.

May 27, 2026
explain-first-interrogator
postsecondary-teachers-all-other

Require the learner to explain a concept in their own words before the AI evaluates or extends it. Ensures the AI works from the learner's understanding rather than providing an explanation from scratch.

May 27, 2026
fading-manager
postsecondary-teachers-all-other

Track performance across sessions and reduce scaffolding as competence grows. Makes fading visible — the learner knows when scaffolds are removed and why. Use for sustained learning engagement where independence is the goal.

May 27, 2026
productive-failure-protocol
postsecondary-teachers-all-other

Stage exploration before instruction on complex problems. The learner produces two attempted approaches before consolidation — which builds on those attempts, not from scratch. Use for genuinely hard problems where struggle produces deeper learning.

May 27, 2026
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