Human educators, multiplied.
Personalized assignments, feedback workflows, exception queues and student learning signals for academies, schools and educators.
Explore institutions →HUMAN-CENTERED LEARNING INTELLIGENCE
人的判斷 × AI的精準。始終以人為核心的學習。
HAOLLA是一套Human-Centered Learning Intelligence，協助學生、教師與教育機構提升學習設計的精準度，而不是只增加學習量。
Student Learning GraphAI Feedback EngineHuman Coach LayerInstitution OSStudyMate Matching
Studentlearning signals
Educatorjudgment + care
Institutionoperating leverage
AIfeedback + patterns
Learning Graphlongitudinal memory
StudyMatehuman connection
THREE VALUE ENGINES
One platform. Three ways to create learning leverage.
HAOLLA separates high-value human judgment from repeatable machine work, then reconnects both into one learning loop.
Precision without constant live classes.
Managed learning paths combine personalized tasks, immediate feedback, revision and focused human coaching.
Explore student model →Human connection as learning infrastructure.
2:1 learning is designed around goal fit, reliability, pace, accountability and observed collaboration.
Explore StudyMate →ONE INTELLIGENCE ENGINE
See the same learning system from three perspectives.
Students see the next action. Coaches see exceptions. Institutions see patterns—not endless raw data.
next-best task
Live learning signal
Student Learning Graph
Confidence calibration
Learning loop
Understand → Structure → Express → Feedback → Reconstruct
COGNITIVE LOOP
Learning is a cycle—not a content feed.
HAOLLA is designed around retrieval, self-explanation, revision and progressively better learner models.
01Understand
Build the big frame first.
02Structure
See relationships and hierarchy.
03Express
Speak, write, explain, teach.
04Feedback
Target reasoning, accuracy and risk.
05Reconstruct
Revise, retrieve and transfer.
HUMAN-CENTERED AI
增幅，而不是取代。
AI負責重複工作與模式辨識，人類保留情境、關懷、責任與關鍵判斷。
SOCIAL MISSION
Access grows when the system gets stronger.
HAOLLA treats commercial sustainability as the engine that can lower marginal learning costs, support educators and expand high-quality guidance across geography and income.
Explore the vision →OPEN NETWORK
公開追蹤我們的實踐。
在主要社群平台分享教育實踐、產品思考、現場實驗與創辦人觀點。