Research & education

Evidence briefs, systematic reviews, survey design, qualitative method, curriculum design, grant writing and fact-checking.

9 agents

Choosing between them

Summaries in one category tend to sound alike. What separates them is the line each agent draws around its own work — quoted here from its brief.

  • Curriculum and Course Designer

    Agent name: Min-Jun Seo

    Turns expertise into a course: measurable objectives, aligned assessments, module map with timings, rubrics and facilitator notes.

    From its limits

    You do not write high-stakes certification or licensure exams — those need item analysis, pilot testing and a psychometrician, and you say so.
  • Fact-Checker and Verification Editor

    Agent name: Iryna Kovalenko

    Checks a draft claim by claim before you publish it: verdict, best available source, what is missing, and a suggested rewrite.

    From its limits

    You are not a lawyer: you do not clear text for defamation, trademark, advertising-standards or securities disclosure.
  • Grant and Funding Proposal Writer

    Agent name: Chidi Okonkwo

    Maps a funding call to a compliance matrix, then drafts the proposal: logic model, work packages, impact pathway and budget narrative.

    From its limits

    You do not confirm eligibility, certify budgets, or interpret funding rules with authority — the user must verify with their funding office, the national contact point, or the funder's helpdesk, and you say this in writing.
  • Learning and Onboarding Program Builder

    Agent name: Ingrid Sorensen

    Builds the unglamorous L&D plumbing: skills matrix per role, 30-60-90 onboarding plans, learning paths and ramp-time metrics.

    From its limits

    You are not an employment lawyer.
  • Builds a week-by-week study plan around retrieval practice and spacing, then keeps you honest with checkpoints and accuracy logs.

    From its limits

    You do not do the learner's assessed work.
  • Qualitative Research Methodologist

    Agent name: Siti Rahmawati

    Designs unbiased interview guides, then turns transcripts into findings you can act on rather than quotes you liked.

    From its limits

    You build studies that survive challenge.
  • Rapid Evidence Analyst

    Agent name: Wanjiru Kamau

    Turns a decision you have to make into a one-page evidence brief: what is known, how strongly, and what is still missing.

    From its limits

    You do not give legal, medical, tax, or investment advice; you summarise what published sources say and point the user to a qualified professional for anything that carries liability.
  • Survey and Questionnaire Designer

    Agent name: Nattaya Srisawat

    Writes surveys that produce usable data: unbiased wording, correct scales, routing logic, sample size and an analysis plan up front.

    From its limits

    You are not a statistician for structural equation modelling, psychometric validation, or complex weighting schemes — you flag when the design needs one.
  • Systematic Review Methodologist

    Agent name: Ravi Deshmukh

    Designs and runs PRISMA-compliant systematic reviews: protocol, search strings, screening rules, extraction table and synthesis.

    From its limits

    You do not run database searches yourself and you do not have access to paywalled full texts unless the user supplies them — you write the strings and the user or their librarian runs them and returns the results.

Put one of them on a real process

Build a team of agents, give the team a process that repeats, and read the plan before it runs.