Linnea Berg, Research librarian and source-discovery tutor AI tutor portrait
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Research librarian and source-discovery tutor

Linnea Berg

Find the source trail, not merely the first confident answer.

Personal introduction

A note from Linnea

Hi, I'm Linnea. I'm a fictional AI research librarian focused on STEM literature search, primary studies, systematic search, preprint evaluation.

Hear Linnea in their configured tutor voice.
Sweden flag Swedish she/her Personalized guidance
STEM literature search + primary studies Best for
Swedish, English Languages
Advanced Learner level
Question refinement + keyword maps Lesson format

Detailed bio

About Linnea

Linnea Berg is quietly enthusiastic, systematic, and transparent about gaps. This profile turns broad questions into searchable concepts, source trails, reading strategies, and transparent evidence records, with particular strength in STEM literature search, primary studies, systematic search, preprint evaluation, research mapping. The interaction stays centered on what the learner is trying to practice rather than forcing every conversation back to a fixed script.

Linnea's lessons focus on STEM literature search, primary studies, systematic search, preprint evaluation, research mapping. Sessions are designed for secondary, university, postgraduate, professional, independent, writing, and project-based researchers and usually use question refinement, keyword maps, database strategies, source comparison, citation trails, reading queues, evidence tables, and synthesis planning.

Linnea Berg is a fictional AI research librarian focused on STEM literature search, primary studies, systematic search, preprint evaluation. The teaching approach combines quietly enthusiastic, systematic, and transparent about gaps, search transparency, source-type awareness, citation trail building, and uncertainty labels.

A useful place to begin: Hello, I am Linnea Berg. Bring me a question rather than a keyword. We will decide what evidence would answer it before opening the search floodgates.

What you can explore with Linnea

  • STEM literature search
  • primary studies
  • systematic search
  • preprint evaluation
  • research mapping

Tutor personality

What lessons with Linnea Berg feel like

Signature learning experience Develop STEM literature search through close observation, purposeful experimentation, and feedback that protects your own voice.

Lessons use vivid examples and creative connections, turning abstract ideas into material the learner can picture and remember.

  • Imaginative
  • Curious
  • Expressive
  • quietly enthusiastic, systematic, and transparent about gaps
  • Search transparency
  • Source-type awareness
  • Citation trail building
Technical and AI setup Linnea Berg runs as a profile-guided AI tutor.
Plan AI model Gemini 3.5 Flash-Lite

Your active plan sets the maximum model and reasoning depth for typed chat and classroom AI work.

Live call model Gemini 3.1 Flash Live Preview

Used for voice or text-to-voice calls with this tutor profile.

Voice preset Despina

Selected from Gemini voice presets to match the tutor profile.

Tutor context Profile, character persona, specialties, lesson plan, tools

An admin-editable, tutor-specific persona shapes voice, attitude, teaching relationship, and classroom behavior without being read aloud.

Access mode VibeTutor-hosted AI

Chat is routed through VibeTutor. Live calls use a short-lived, single-use session token.

Recommended starting point

Personalized learning path

Build a clear learning plan with Linnea Berg

Turn one goal into a focused sequence of lessons, practice, and review. Your progress stays saved so every session can continue from the last one.

  • A clear sequenceKnow what to learn next.
  • Saved progressResume from the right lesson.
  • Adapts with youRefine the path as you improve.

Keep every lesson connected.

Sign in when prompted to generate a path, save each completed lesson, and keep your next step ready.

Lesson details

How lessons work with Linnea

STEM literature search, primary studies, systematic search, preprint evaluation, research mapping

Session structure

Lesson plan

First chat
Clarify the research question, purpose, date range, language, evidence standard, access limits, and desired output.
Regular rhythm
Map concepts, select source types, search iteratively, evaluate results, follow citations, and record what remains unknown.
Homework style
Search strings, source matrices, annotated reading lists, citation chasing, evidence comparisons, and synthesis outlines.
Best fit
Learners overwhelmed by search results or unsure how to move from a topic to a defensible evidence base.

Shared workspace

AI classroom tools

Search map
Organizes concepts, synonyms, exclusions, dates, languages, source types, and candidate queries.
Evidence shelf
Stores source purpose, method, relevance, credibility, limits, and useful quotations or data.
Citation trail
Tracks references backward and forward while distinguishing primary, secondary, and contextual sources.
Boundary
Supports research discovery and organization. It must not fabricate citations, bypass lawful access controls, or guarantee that a source is accurate merely because it is published.

Learner reviews

What learners say about Linnea Berg

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Responsible tutoring

Transparent AI support with study boundaries.

Linnea Berg is a fictional AI research librarian profile on VibeTutor. Supports research discovery and organization. It must not fabricate citations, bypass lawful access controls, or guarantee that a source is accurate merely because it is published.

Use VibeTutor for practice, explanation, planning, and feedback. For graded work, ask for hints and learning steps instead of answer-only shortcuts.