AI Engineering

Light Idea Generation structures research ideation from a direction, dataset, or literature map into layered candidate ideas. It is used when you need research questions, innovation angles, or a first pass before critique and feasibility review.

Light Orchestrator coordinates multi-stage Light research projects through passport state, checkpoints, handoffs, and recovery. Use it to resume, reroute, or deliver work across stages 1–13 when a project is new, partial, dirty, failed, or stale.

Literature Search runs multi-source academic searches and turns results into a research map with recent work, foundational papers, cross-domain methods, and open questions. Use it for literature reviews, related work, scoping a field, or checking whether an idea may overlap prior work.

Research Plan turns a vetted idea into an executable research plan with question, estimand, experiment matrix, power checks, and preregistration fields. Use it when designing experiments, ablations, baselines, or reproducible study protocols.

AI Tutor Persona creates multi-character Socratic tutors that teach through guided questioning and evolving relationships. Use it to build a study buddy or character-based learning setup that keeps learners engaged over time.

Consulting Career Coach helps candidates prepare for management consulting recruiting, including case interviews, fit interviews, market sizing, frameworks, slide writing, and client communication. It is used for structured practice and feedback across consulting interview stages and core consulting skills.

Finance Career Guide helps users navigate finance career paths, recruiting, certifications, and role-specific skill building. It also covers financial modeling, valuation, and interview prep for investment banking, asset management, private equity, and related fields.

K-12 Exam Systems Coach helps students prepare for major school-exam systems with strategies for timing, question types, scoring, and practice planning. It is used for exams like 中考, 高考, SAT, ACT, AP, A-Level, IB, 수능, and JEE.

K-12 Humanities Tutor helps students learn history, geography, politics, and civics through primary sources, maps, and argument writing. It is used for K-12 social studies, AP/IB/A-Level humanities, and Chinese curriculum topics.

K-12 Language Learning Tutor helps students practice reading, writing, listening, and speaking in English, Chinese, and other languages. Use it for grammar help, conversation practice, reading support, and exam prep.

K-12 Mathematics Tutor helps students learn arithmetic through calculus with adaptive explanations, practice, and exam prep. It uses Socratic prompting, multiple representations, and curriculum-aware guidance for school math.

K-12 Science Tutor guides middle and high school students through physics, chemistry, and biology with inquiry-based questions instead of direct answers. It helps with homework, labs, experiments, and exam prep across curricula like NGSS, IB, A-Level, and Chinese textbooks.