DETECT
A concrete failure.
Identify a structural problem that can be explained and acted on.
NisiPilot → Beta
Less rework starts before the handoff.
I reframed curriculum tooling as focused guidance inside the author’s writing flow, reducing rework and helping move a resisted proposal into beta.
- My role
- PRINCIPAL PRODUCT DESIGNER · INFINITAS LEARNING · SELF-INITIATED
- Scope
- Curriculum authoring and delivery at Infinitas Learning; a self-initiated initiative.
- Key decision
- Move structural guidance into the writing flow while keeping uncertain pedagogical decisions with the author.
Context
A complete map can still hide a broken learning sequence.
An educational publisher, decades of curriculum, and multiple markets. The source of truth held hierarchies, inherited blanks, and multiline objectives. Authors still needed a natural way to write.
I built the mapping view and found the limit of that answer: making the structure visible still left people responsible for interpreting all of it. The product needed a more useful role.
Insight
Completeness does not prove learning integrity.
The question became whether learning could follow the structure. A concept introduced too late, a broken dependency, or an incoherent sequence can be detected before a student encounters it.
I reframed Nisi around specific, actionable judgments. Ambiguous objectives and valid alternative teaching paths leave the decision with the author.
INTERVENE
At the point of authorship.
Place the guidance beside the issue while the author can still resolve it.
ABSTAIN
When judgment is uncertain.
Leave room for ambiguity, alternative teaching paths, and human expertise.
Decisions
The interface asks less. The judgment moves beside the text.
Authors write naturally. When structure breaks, one mark appears beside the issue: one explanation, one possible fix. The author keeps the decision.
I defined specific failure classes and clear limits for intervention. Ambiguous objectives, valid alternative teaching paths, and conflicting standards remain matters for human judgment.
Impact
Evidence changed what the organization was willing to try.
Pitch, resistance, alpha, evidence, beta. The reported rework reduction helped secure the beta. Authors outside the initial program asked to join.
The organizational opportunity is to move preventable correction upstream, leaving editorial expertise more room for pedagogical judgment.
>50%
less handoff rework Evidence that secured beta
16%
shorter delivery time Reported beta result
What changed, and where
Impact from authorship to delivery
The pilot and beta produced operational evidence. That evidence changed what the organization was willing to try.
01
Authors & editors
Early pilot evidence
Fewer issues crossed the handoff.
- The early pilot reported more than 50% less rework after author handoff.
- Specific guidance appears during writing, while the author can still act on the issue.
02
Delivery
Reported beta result
The beta reported a shorter delivery cycle.
- Delivery time was 16% shorter in beta.
- The work placed preventable correction earlier in content production.
03
Organization
Observed progression and demand
Evidence turned a resisted proposal into a beta.
- Pilot evidence helped secure the beta.
- Authors outside the initial program asked to join.
Broader rollout and student learning outcomes have not yet been measured. Freeing editorial capacity for pedagogical judgment remains an opportunity to validate.