- Activities are engaging but do not measure objectives
- Reading level drifts
- Answer keys inherit hallucinations
education workflow hub
Multi-model workflows for education
Keep learning objectives, instruction, practice, assessment, answer verification, and accessibility aligned to the same source.
- Ground lessons in approved source material
- Keep answer keys independently verified
- Do not automate high-stakes grading without human review
- Provide non-interactive alternatives
One flow, bounded owners.
| Stage | Purpose | Suggested ownership |
|---|---|---|
| Objective map | Define learner, prerequisites, evidence, and measurable outcomes | Planner + context keeper |
| Instruction | Explain and model the skill | Writer + editor |
| Practice | Design guided and independent application | Coder or Writer + tester |
| Assessment | Measure only stated outcomes | Verifier + fact-checker |
| Accessibility review | Check clarity, alternatives, pacing, and usability | Reviewer + formatter |
Authored recipes
Start from a tested structure.
collaboration · Builder 5
Inspect + download →Evidence-aligned lesson module
Convert a supplied source into one teachable lesson with practice and assessment aligned to the same objectives.
Roles + task guides
Understand each responsibility.
primary role
Open role →Planner
Turns an objective into an ordered, dependency-aware execution plan.
primary role
Open role →Writer
Creates or revises prose to an explicit audience, purpose, voice, and format.
primary role
Open role →Verifier
Checks whether claims, calculations, links, states, and completion evidence are true.
support role
Open role →Formatter
Presents the primary role’s output in the required structure without changing its substance.
task guide
Follow guide →Assign primary and support roles
Use role controls as behavior, not decoration.
task guide
Follow guide →Build your first multi-model workflow
Choose one outcome, assign bounded roles, and run a coherent staged board.