Capabilities

A capability is a complete domain job, not a CRUD resource. There is one endpoint per capability.

Capability	Endpoint	What it does
Unit planning	`/unit-planning`	Turns learning outcomes into a sequenced unit plan
Lesson planning	`/lesson-planning`	Expands a unit lesson into a full lesson plan
Rubric	`/rubric`	Builds an assessment rubric from unit context
Assessment	`/assessment`	Generates assessment instruments against a rubric
Resource	`/resource`	Multi-step workflow for classroom resources
Slides	`/slides`	Builds a presentation from a lesson plan or topic
Hero image	`/unit-hero-image`	Generates unit cover imagery
Chat	`/chat`	Streaming assistant conversation
AI actions	`/ai-actions`	Short inline editing and rewriting operations
Transcription	`/whisper-transcribe`	Speech-to-text
Outcome recommendation	`/recommend-lo`	Suggests relevant learning outcomes
Assessment recommendation	`/recommend-as`	Suggests assessment approaches
Document ingestion	`/ingest-teacher-document`	Stores, extracts and indexes uploads

Products vs capabilities

The MESO product names are user-facing surfaces over these capabilities:

Planner

Unit and lesson planning

Assist

Chat

Align

Curriculum alignment

Think

Detailed multi-agent planning

Present

Slides

Assess

Rubrics and assessments

Organise

Timetable and structure

Resource

Classroom resources

Canvas

The document editor

Assist is the chat surface. Canvas is the editor. They are distinct products and are frequently conflated — do not use the names interchangeably.

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Concepts

Overview

Planning

Assessment

Content

Assist

Curriculum

Documents

Products vs capabilities

Planner

Assist

Align

Think

Present

Assess

Organise

Resource

Canvas

​Products vs capabilities

Planner

Assist

Align

Think

Present

Assess

Organise

Resource

Canvas

Products vs capabilities