Bug by Design
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Bug by Design

AI and machine learning courses, an accountability community and 1:1 career guidance. Build, break, debug, grow.

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© 2026 Bug by Design. All rights reserved.● all systems operational

Setup mode. Supabase keys aren't set, so login, payments and videos are off. Copy .env.example to .env.local, add your keys, and restart npm run dev.

v1.0 LIVEbuild break debug grow

Every bug is a lesson. Your AI career is by design.

Courses, a community that keeps you showing up, and 1:1 career guidance for students and working engineers moving into AI and machine learning.

Join the community, free →Explore courses
2 tracks9 courses1:1 mentoring
~/bug-by-design — zsh
❯
{ model: 'yours' }
✓ 0 bugs left
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PythonNumPyPandasscikit-learnPyTorchTransformersEmbeddingsRAGVector DBsAI AgentsPrompt EngineeringFastAPIDockerAWSMLOpsSystem DesignDSAInterviewsPythonNumPyPandasscikit-learnPyTorchTransformersEmbeddingsRAGVector DBsAI AgentsPrompt EngineeringFastAPIDockerAWSMLOpsSystem DesignDSAInterviews
git log --how-it-works

Four commits to your AI career

{}
  1. 1
    a1f3c9e init:

    Join the community

    Free Discord and Instagram groups, study material and course previews.

  2. 2
    b7d2014 feat:

    Pick your track

    Students & freshers or Experienced. Courses built for where you are now.

  3. 3
    c4e88f2 fix:

    Debug with your pod

    Weekly goals, accountability pods, or a personal partner on Mentor.

  4. 4
    d91a0b7 release:

    Land the role

    Portfolio, interview prep and 1:1 career counselling to get the offer.

Meet the crew

Two engineers and one very curious bug

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Priyanka
The Architect
  • Plans the big picture
  • Loves system design
  • Keeps us focused
  • Dry wit, sharp takes
>_git
Nikita
The Builder
  • Builds and experiments
  • Tries new AI tools first
  • Brings the chaos (and the fun)
  • Turns ideas into real projects
Bug
The Bug
  • Finds (and creates) bugs
  • Explains, quizzes and drops hints
  • Learns with you
  • Keeps everyone curious
Courses

Pick your track

Every lesson ends with “The Bug”: one common mistake, broken on purpose and fixed on screen.

For students and anyone with under a year of work. Goal: first internship or first AI job.

S1Free preview

AI Career Compass for Students

Pick a role and plan your first 90 days around college.

6 lessons1.5 hrs
  1. The AI job map
  2. Skills audit
  3. Choosing your lane
  4. 90-day roadmap around college
  5. Learning systems that stick
  6. Capstone: publish your roadmap
View course →
S2Builder

ML Foundations, Debugged

Core ML taught through broken models.

8 lessons4 hrs
  1. How machines learn
  2. Python data toolkit
  3. Regression and bias–variance
  4. Classification and metrics
  5. Trees and boosting
  6. Data leakage and classic bugs
  7. Neural networks with PyTorch
  8. Capstone: end-to-end project
View course →
S3Builder

GenAI for Beginners

Prompts, LLM APIs and your first RAG chatbot.

6 lessons2.5 hrs
  1. What LLMs are
  2. Prompting basics
  3. Your first API call
  4. Embeddings visually
  5. Build a simple RAG chatbot
  6. Capstone: study-helper bot
View course →
S4Builder

Land Your First AI Role

Internships, placements and your first offer.

6 lessons2 hrs
  1. Resume with no experience
  2. Portfolio over CGPA
  3. Internships
  4. Campus vs off-campus
  5. Fresher interviews
  6. LinkedIn and cold emails
View course →
Membership

Choose how far we go together

Start free. Upgrade when you want every course, or a mentor in your corner. Prices include GST.

MonthlyYearly2 months free

Community

For anyone curious about AI

Free forever
  • Discord and Instagram groups
  • Free study material
  • Public challenges
  • Monthly live AMA
  • Course previews (S1, E1)
Join free
MOST POPULAR

Builder

For learners ready to commit

₹499 /month
  • Everything in Community
  • All 9 courses, both tracks
  • Exclusive Discord rooms
  • Accountability pods
  • Workshops and challenge prizes

Mentor

For people who want a personal push

₹1,999 /month
  • Everything in Builder
  • 2 × 1:1 career sessions a month
  • Personal accountability partner
  • Resume and portfolio reviews
  • Priority booking
Services

Help that goes beyond videos

Book a 1:1 session →
1:1

Career counselling

Roadmap, resume, interview and job-switch strategy with one of us.

Mentor · or ₹799 per session
✓✓

Personal accountability partner

Weekly goals, check-ins and an honest progress review.

Mentor
5+

Accountability pods

Groups of 5 to 8 members sharing weekly goals on Discord.

Builder and Mentor
{ }

Workshops & events

Live builds, coding games and themed sprints with gifts for winners.

Everyone
Challenges

Build in public, win stuff

All challenges
Active · Ends 30 Nov

30-Day RAG Sprint

Build a chatbot that answers from your own notes. Post one commit a day in #rag-sprint.

Prize: Bug plushie + 1 free Mentor month
Upcoming · Starts 15 Nov

Bug Hunt Weekend

We hide 10 bugs in an ML pipeline. Find and fix the most in 48 hours.

Prize: Bug by Design hoodie
Community

Find your people

Free members get the open channels. Builder and Mentor members unlock exclusive Discord rooms and accountability pods.

Discordchat + podsInstagrambroadcastYouTubefree lessonsX / TwitterupdatesLinkedIncareer tips
anyone else stuck on embeddings?pushed my RAG bot 🚀week 3 goals ✓✓✓
Free study material

Start learning today

PDF · cheat sheetML metrics cheat sheet

Precision, recall, F1 and ROC-AUC on one page.

Template · roadmap90-day AI roadmap

The planner we use in AI Career Compass.

Notebook · codeYour first RAG app

Under 100 lines of Python, fully commented.

Ready to debug your career?

$ bugbydesign join --free ▍

Join free →See plans