Scoring & Verification
EulerFold operates on the principle of Honest Progress. Unlike traditional platforms that reward simple completion, we measure mastery through a multi-signal verification engine.
Your technical identity is a dynamic calculation of effort, quality, and retention. The system is intentionally rigorous, ensuring that a high confidence score represents industry-ready proficiency.
The Formula
01. Project Proof (40%)
The primary evidence of your skill. Every module ends with a "Proof of Work" challenge evaluated by the Audit Senate—a committee of three specialized AI agents (Technician, Educator, and Relevance Judge).
02. Recall Score (30%)
Measures long-term memory transition. Daily retrieval practice sessions build this signal. Consistent performance keeps your score active, reflecting the natural decay of unused knowledge.
03. Topic Coverage (15%)
Tracks the breadth of your learning path. It ensures your technical identity reflects a comprehensive understanding of the subject's entire landscape.
04. Cognitive Depth (15%)
Assigns depth scores based on technical complexity. Mastering "Expert" level units focused on architecture grants significantly more weight than foundational units.
Aggregation & Persistence
Cumulative Profiles
Starting a new, more advanced roadmap builds upon your existing foundations rather than replacing them. The system merges evidence using a topic-weighted average.
Persistent Verification
Deleting a roadmap removes its specific data, but core skill records remain on your profile. The system recalculates scores based on remaining verified units.
Proficiency Tiers
Expertise (80% - 100%)
Requires perfect project passes on high-depth, production-grade material. Proven across multiple expert-level units.
Advancing (40% - 79%)
Demonstrates professional competence. Learner has successfully built relevant projects and shows consistent retention.
Foundational (<40%)
Initial exposure. Technical identity is in its early stages with limited verified evidence currently available.