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Catch up on our recent blog posts

  • Teacher reviewing M2 instructional feedback dashboard on a tablet in a classroom, over-the-shoulder view

    Why 1-2 observations aren’t enough: The case for continuous feedback in pre-service teacher training

    Gerard Dawson March 19, 2026March 23, 2026

    Picture a student teacher the morning of their first formal observation. They’ve prepared for days. The formal observations feels high […]

    1 MIN READ Why 1-2 observations aren’t enough: The case for continuous feedback in pre-service teacher trainingContinue

  • How M2’s AI rubric scoring aligns with expert human evaluators

    How M2’s AI rubric scoring aligns with expert human evaluators

    Gerard Dawson February 20, 2026March 3, 2026

    For AI rubric scoring to be useful in a school or district, it has to be trustworthy. That means it […]

    1 MIN READ How M2’s AI rubric scoring aligns with expert human evaluatorsContinue

  • Three students working together to build a structure using spaghetti and marshmallows, with M2

    Supporting multilingual learners beyond language: How M2 connects English development and academic learning

    Gerard Dawson February 6, 2026February 10, 2026

    There are over 5 million English Language Learners (ELL) in U.S. public schools, and they face a challenge most of […]

    1 MIN READ Supporting multilingual learners beyond language: How M2 connects English development and academic learningContinue

  • Teacher engaging diverse students in a classroom discussion with the M2 app displayed on a tablet in the foreground

    M2: Improving instruction at every tier

    Ali Oakley January 28, 2026March 18, 2026

    Mirrortalk 2.0 is coming March 18th, it is the next evolution of Mirrortalk and we’re calling it M2. It brings […]

    1 MIN READ M2: Improving instruction at every tierContinue

  • Students in a classroom actively participating with hands raised while a teacher prompts discussion, illustrating the M2 Score focus on classroom participation.

    The M2 score: what it measures and why it matters

    Gerard Dawson January 22, 2026February 27, 2026

    The M2 score measures participation as the foundational condition for learning. It captures whether a classroom consistently creates, sustains, and […]

    1 MIN READ The M2 score: what it measures and why it mattersContinue

  • M2 supporting live classroom instruction with aligned teaching feedback.

    Turning district priorities into consistent classroom feedback: M2’s Rubric Builder

    Gerard Dawson December 23, 2025February 27, 2026

    We built M2 with a feedback focus on engagement, questioning, and pacing. Why? Because insights in these three areas make […]

    1 MIN READ Turning district priorities into consistent classroom feedback: M2’s Rubric BuilderContinue

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