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1x1labs.ai
    • StudentsGraduate with proof, not just a degree.
    • ProfessionalsBe the one at work who actually knows AI.
    • ExecutivesMake the AI call with confidence.
    • TeamsUpskill the whole team, and measure it.
    • EducatorsTeach what you know. Get paid fairly.
    • Pathfinder roadmapsYour goal in, a week-by-week plan out.
    • Squad ModeStudy rooms with friends, a timer and a mood.
    • Verified CredentialsProof you can do it, checkable in one click.
    • Teach & earnProve a topic, then get paid to teach it.
    • Ask the LibraryAsk anything. Get the exact lesson.
    • Study toolsFlashcards, a notebook and a tutor that remember for you.
    Start hereNot sure where to start?Tell Pathfinder your goal. You'll have a plan in about 2 minutes.Build my roadmap
    • The libraryEvery course, module and topic.
    • AI of the WeekOne development, explained.
    • Executive briefingsTwenty minutes on strategy and risk.
    • Paper ClubOne paper a week, reproduced.
    • Office hoursAMAs, workshops, study halls.
    • Research LabsGuided research, public showcase.
  • Courses

Who it's for

  • StudentsGraduate with proof, not just a degree.
  • ProfessionalsBe the one at work who actually knows AI.
  • ExecutivesMake the AI call with confidence.
  • TeamsUpskill the whole team, and measure it.
  • EducatorsTeach what you know. Get paid fairly.

Platform

  • Pathfinder roadmapsYour goal in, a week-by-week plan out.
  • Squad ModeStudy rooms with friends, a timer and a mood.
  • Verified CredentialsProof you can do it, checkable in one click.
  • Teach & earnProve a topic, then get paid to teach it.
  • Ask the LibraryAsk anything. Get the exact lesson.
  • Study toolsFlashcards, a notebook and a tutor that remember for you.

Resources

  • The libraryEvery course, module and topic.
  • AI of the WeekOne development, explained.
  • Executive briefingsTwenty minutes on strategy and risk.
  • Paper ClubOne paper a week, reproduced.
  • Office hoursAMAs, workshops, study halls.
  • Research LabsGuided research, public showcase.
Sign inGet my roadmap
1x1labs.ai

Learn it. Prove it. Earn from it.

The social learning network for AI. For students, professionals, leaders, teams and the people who teach them.

Who it's for

  • Students
  • Professionals
  • Executives
  • Teams
  • Educators

Platform

  • Pathfinder roadmaps
  • Squad Mode
  • Verified Credentials
  • Teach & earn
  • Ask the Library
  • Study tools
  • Courses
  • Library

Community

  • Wall of Fame
  • Rankings
  • Arena
  • The Café
  • Rewards store
  • Campus Captains
  • The Fellowship
  • Paper Club
  • Office hours

More

  • AI of the Week
  • Executive briefings
  • AI readiness for companies
  • Research Labs
  • Project Board
  • Hire verified talent
  • School challenges
  • Verify a credential
  • Policies
© 2026 1x1labs.ai
NewPathfinder roadmaps are free in beta

Get good at AI. Prove it.
Get paid for it.

Tell us what you want to build. We'll plan the path, you'll learn it with people, and you'll leave with proof anyone can check.

Free · about 2 minutes
I want to automate the reports I do every week
I'm a
  • 567 topics in the library
  • 7 languages
  • Free roadmap, no card

What you'll learn to build with

PythonPromptingEmbeddingsRAGVector searchFine-tuningEvaluationMCPAgentsLLMOpsComputer visionAI strategyResponsible AIMachine learningPythonPromptingEmbeddingsRAGVector searchFine-tuningEvaluationMCPAgentsLLMOpsComputer visionAI strategyResponsible AIMachine learning

Python, Prompting, Embeddings, RAG, Vector search, Fine-tuning, Evaluation, MCP, Agents, LLMOps, Computer vision, AI strategy, Responsible AI, Machine learning

Made for you

Who are you here as?

Pick one. Everything after this speaks to you.

University students working together on laptopsStudentsGraduate with proof, not just a degree.A software professional working at her laptopProfessionalsBe the one at work who actually knows AI.A senior executive in a meeting roomExecutivesMake the AI call with confidence.A diverse team discussing work around a tableTeamsUpskill the whole team, and measure it.An educator teaching a small groupEducatorsTeach what you know. Get paid fairly.

How it works

Learn it. Prove it. Earn from it.

One loop. Each step makes the next one worth more.

01 · LearnA plan for your goal, not a course catalogue.It skips what you know and fits your week.
A Pathfinder roadmap: a goal, eight weeks of modules, and a status of on track.
Your roadmapOn track

“A chatbot that answers from our HR policy PDFs”

8 weeks5 h / week14 modules
  1. W1Python for dataYou know this
  2. W2–3Embeddings and vector searchHands-on
  3. W4–6Build the RAG pipelineHands-on
  4. W7Evaluating answersIn depth
  5. W8Ship it behind an APIHands-on
Learn togetherStudy rooms with friends.Video, one timer, one whiteboard, a streak to protect.
A Squad Mode study room: four friends on video, a shared focus timer and a squad streak.
Midnight Library24:12 focus
Amara
Rohan
Léa
Omar
12-day squad streakLesson: Chunking strategies
02 · ProveProof, not a certificate.Exam, project and viva. Checkable in a click.
A Verified Credential: exam, project and viva passed, signed to Open Badges 3.0.
Verified Credential

Retrieval-Augmented Generation

  • Proctored exam
  • Reviewed project
  • Spoken viva
Open Badges 3.0 · signedVerify
03 · EarnGet paid to teach what you proved.Your rate, a published fee, payment held safely.
Teach Pass: tutor tier, an upcoming paid session, and payment held until the session is done.
Teach PassTutor
Peer HelperTutorInstructorFellow
Debugging a RAG pipelineThursday · 18:00 · 45 min
$45

Payment held · released when the session's done

AnytimeAsk anything. Get the exact lesson.
Ask the Library: a question, a short answer with numbered sources, and a link to the second in the video.
How do I stop a RAG bot from making things up?

Ground every answer in retrieved passages, and refuse when none match 1 2

12:04 · Grounding answers Evaluating faithfulness
Keep itLearn it once. Remember it for good.Flashcards that return just before you'd forget, a notebook linked to every lesson, and a tutor beside you.
A flashcard with spaced-repetition ratings: again, hard, good, easy.
8 due · about 5 min

What does chunk overlap protect against?

AgainHardGoodEasy
Topics
567
Courses
11
Hands-on
107 h
In depth
161 h

The first cohort

Get in early.

Five quick taps. You get your personal roadmap now, and a seat before anyone else.

  • Your roadmap, free
  • Early access to courses and squads
  • A link to bring your friends with you
Get your free roadmap · step 1 of 5

Which describes you best?