LHF 3.5.0-currentcanon 3.5.0

LearnHero Framework

A framework for learning, preparation, and certification-style assessment.

LearnHero names the work before it automates the work. The software can make the canon easier to practice, but architecture alone is not proof of learning. The framework stays accountable to evidence, receipts, and learner agency.

Learn

STORI

Set strategies, pace the trajectory, protect health, retrieve with rigor, and initialize metacognition.

Prepare

FABLE

Turn practice into source material: foreground the gap, analyze the alphabet, build takeaways, lean into least-worst choices, and expose what stayed elusive.

Execute

LEGEND

Lose the load, embody the examiner, govern the gait, earmark the edges, navigate the vowels, and deviate only with data.

Question Practice

AEIOUY

A structured reading and answer discipline for interpreting prompts, options, objectives, uncertainty, and the learner's own why.

BE&ST

Biases, Errors, Self-Sabotage, Threats names the four quadrants used by the M3 praxis engine. It lets feedback point at a pattern in the work without turning the learner into the problem.

B: Biases

E: Errors

S: Self-Sabotage

T: Threats

Learner Agency + UDL

Student-facing supports follow Universal Design for Learning: they must be mutable, recoverable, and customizable. A learner can mute a scaffold, bring it back, and keep progressing through an equivalent route. Supports are not obligations, and local LearnNote is never a degraded mode.

Runtime Boundary

LearnNote boots, saves, recovers, and supports core note-taking without login, network, or callback. Hosted features are optional adapters that appear only when entitlement and connectivity exist.