WarmStart AI

WarmStart AI. Don't start from scratch.

Your syllabus didn't move. The job market did.

Every month you wait, the gap gets wider. This is the current stack in downloadable form: data science, ML, LLM and RAG, agents, and interview prep. One payment. Files are yours. Start tonight.

39%

of your core skills will be outdated by 2030. Not someone else's. Yours.S1

92Mvs170M

jobs projected displaced versus created by 2030. Guess who fills the new ones.S1

17x

AI mentions in tech job descriptions went from 0.9% to 15% in six years. The bar moved.S5

31%

AI/ML role growth year on year in August 2026. Overall IT hiring grew 11%. The gap is where your opportunity is.S6

28.4%

graduate unemployment in India in 2023. A degree alone is not shielding anyone.S2

₹999 to start/₹4,999 for everything, once. The price rises when the next module ships. That is a real date, not a countdown.
Get the full kit, ₹4,999 See what is inside

Instant download after payment. 14-day full refund, you keep the files.

Materials, not a course. Real notes, runnable notebooks, projects you build yourself, and interview prep. Everything cites its sources. Nothing is recycled from somewhere else.

01

Go straight to what you're stuck on

Three doors, three packs. Every one of them is available right now. Mark the one that sounds like you, or read them all and jump straight to the pack you want.

Nothing marked yet. Pick a door above and that pack is highlighted below.

Start from zero, but start this week

Python, git, SQL and the math you actually use, in 8 weeks of evenings. Twelve notebooks you run yourself, 100 exercises with solutions, and one project that puts a real number on your screen. You are not behind. You are at the beginning, and the beginning is the only place worth being.

Starter ₹999

Placement season is closer than it looks

300+ questions with model answers, 12 system design cases, 3 mock tests with keys, resume and GitHub checklists, and how Indian fresher salary ranges actually work. If your resume says "coursework" and nothing else, this is the gap.

Career Kit ₹1,999

Stop starting over. Take the whole path.

All six tracks in one download: Foundations, Data/ML, DL/NLP, GenAI/LLM, Agents/Production and the Career Kit. 269 files, 25 notebooks, 3 project kits. No pre-order, nothing to wait for, and no subscription to remember to cancel.

Everything ₹4,999
02

The problem

Read these numbers. Then decide how much longer you can afford to wait.

28.4%S2

Graduate unemployment in India in 2023. For female graduates it was 34.8%. The degree is not the differentiator anymore.

1 in 3S2

Indian youths are not in employment, education or training. Among young women it is 48.4%. Among young men, 9.8%. This is the market you are graduating into.

58%S4

of employers say low applicant volume is a key challenge, and 50% say skills mismatch. 40% now prefer demonstrable AI skills or certifications over a degree. They are telling you what they cannot find. Believe them.

0.9% → 15%S5

That is the share of Indian tech job descriptions mentioning AI, from 2020 to 2026. The pipeline changed. Most college syllabi did not. Your syllabus will not update itself.

92M vs 170MS1

Jobs projected to be displaced versus created by 2030. 40% of employers anticipate reducing their workforce where AI can automate tasks, while two-thirds plan to hire for specific AI skills. The churn is not coming for everyone equally. It is coming for the unprepared.

What this means in plain language: the market is rewarding demonstrated AI skill, employers say they cannot find it, and waiting one more semester does not make the gap smaller. It makes it bigger. You do not need a ₹3 lakh academy to start. You need current material, exercises you actually run, and projects you can defend in an interview.

03

Why now

Three reasons tonight beats next year.

  1. The skills shift is happening inside your degree.

    39% of core skills change by 2030S1, and AI and big data are the fastest-growing skillsS1. The students who start now build proof while they still have semesters to use it. Everyone else starts after placement season, from behind.

  2. AI roles are growing while general hiring crawls.

    AI/ML roles grew 31% year on year in August 2026S6, 32% in AprilS8, 25% in JuneS7. IT hiring overall grew 11% in AugustS6. Every one of those roles gets filled. By someone.

  3. Most learning is already self-driven, and most people are behind.

    77% of professionals use AI at work at least sometimes and 79% are upskilling or planning to, but only 35% say their employer trains themS5. This is the definition of a window: demand is real, the training is not provided, and self-starters take the upside.

AI/ML hiring growth vs overall IT, 2026

Year on year, from Naukri JobSpeak monthly reportsS6 S7 S8
The price deadline is real. The launch price holds until the next module ships. When a module ships, the price rises on a published date, announced at least 7 days ahead. If the module slips, the price rise waits. No countdown resets. That is the only urgency on this page, and it is enough.
04

The system

From tutorials to real systems. Three packs, one path. Foundations gets you moving. Everything else builds on it, and the Career Kit makes you hireable. Buy the gap you have, or take everything and stop waiting.

Every pack is in the download the moment you pay. Nothing here is a pre-order and nothing is pending.

Starter

available now

Foundations

₹999

  • Python from zero, git and the terminal, SQL, linear algebra and probability.
  • 12 runnable notebooks, 100 exercises with solutions, 30 SQL queries over a synthetic college database.
  • One mini project: clean and query your own semester marks.
  • About 21 focused hours to produce. Build time for you: around 8 weeks of evenings.

What it gets you: out of the "I will learn to code someday" loop, with something to show.

For you if: you are in 2nd year, or you have avoided coding so far.

Buy Starter, ₹999

Career Kit

available now

Interview and career prep

₹1,999

  • 300+ interview questions with model answers across Python, SQL, ML, LLM, RAG and agents.
  • 12 ML system design cases. 3 mock tests with keys.
  • Resume and GitHub checklists with before-and-after examples. Project-case templates.
  • Salary negotiation for Indian freshers: how ranges work, what to say, what not to say.
  • A 90-day placement prep planner.

What it gets you: answers ready before the interview, not after it.

For you if: placement season is within a year and your resume has coursework but no proof.

Buy Career Kit, ₹1,999

Everything

available now

All six tracks + 12 months of updates

₹4,999 once

  • All six tracks: Foundations, Data/ML, DL/NLP, GenAI/LLM, Agents/Production, Career Kit.
  • 269 content files, 25 runnable notebooks, 100+ exercises, 3 project kits, 300+ interview questions, 12 system design cases, 3 mock tests.
  • Every track is in the download the moment you pay. There is nothing to wait for and nothing to chase.
  • The 12-month update window promises future improvements. If a promised update lands more than 30 days after its published month, ask for a full refund and keep everything you have been given.

What it gets you: the whole path, one payment, no subscription to cancel.

For you if: you want everything and you are tired of starting over.

Buy Everything, ₹4,999

What is in the download

immediate

All six tracks are built, packaged and present the moment you pay. There is no shipping schedule and nothing pending. This table replaced an earlier shipping table that wrongly listed four tracks as "not started". That table was wrong, so it was removed rather than kept for continuity.

TrackContentsState
Track 1 FoundationsPython, git, SQL, math, notebooks, exercises, mini projectin the download
Track 2 Data/MLpandas, EDA, scikit-learn, evaluation, feature engineering, project kitsin the download
Track 3 DL/NLPClassifiers, embeddings, transformers, Hugging Face pipeline, question bankin the download
Track 4 GenAI/LLMTokens, prompting, RAG, reranking, evaluation harness, injection testsin the download
Track 5 Agents/ProductionAgent patterns, approval gates, multi-agent, FastAPI, Docker, CIin the download
Track 6 Career Kit300+ questions, 12 design cases, mock tests, resume and negotiation guidesin the download

All six tracks ship the moment payment clears.

05

Cost charts

The same purchase, two prices

Academy band: shared benchmark curriculum, 8 months. Bundle: founder decision in PRICING.md. Bar scale is logarithmic.
60x what the academy costs compared with ₹4,999

Interpretation: at the cheapest end the academy costs 60 times the bundle. At the top end, 100 times. The real question is not whether ₹4,999 is a lot. It is what 12 more months of waiting costs you in interviews you do not pass.

₹40 per study hour for the ₹4,999 bundle

Interpretation: the academy is about ₹586 to ₹977 per live hour at 512 hours. The bundle drops below ₹50 per study hour once you put in 100 hours, and below ₹25 if you go past 200. Derived arithmetic from the same two prices, not a promise of pacing.

Three real job ads, pulled on 2026-09-26

We are not going to show you a keyword frequency chart we cannot reproduce. Here are three real, public ads instead. Each quote is verbatim. Ads can expire, so check the links. Every one of them will be filled. The only question is by whom.

Sarvam AI, Agent Engineer

BengaluruS10a
"building the evals and instrumentation that make quality measurable, so drift surfaces in the data rather than in a customer escalation" and "We treat agents as code... versioned, reviewed, and held to a regression suite"

Asks for: agents, evaluation, regression testing, production failure modes.

Covered by: Everything: agent kits, eval harness, error recovery, CI.

Open the ad

Sarvam AI, Data Scientist, Evaluations

BengaluruS10b
"You are not running standard benchmarks. You are building domain-specific eval harnesses for high-stakes use cases where a wrong answer carries real consequences."

Asks for: custom evaluation design, domain metrics.

Covered by: Everything: 20-case eval harness, retrieval quality, reranking measurement.

Open the ad

Haptik, Voice AI Engineer

MumbaiS10c
"Build and maintain voice bots, IVR systems, and AI-driven call flows. Integrate speech-to-text, text-to-speech, and conversational AI capabilities"

Asks for: conversational systems, speech pipelines, production debugging.

Covered by: Everything: LLM foundations, agents, deployment. Speech specifics are not covered yet, and we say so.

Open the ad

Interpretation: the market is not asking for definitions. It is asking for people who can build, measure and ship. These ads are open now. They will not stay open. One gap we own: speech-to-text and text-to-speech are not covered yet, so if voice is your goal, know that before you buy.

06

The deal, plainly

Build skills. Ship projects.

  • We will not promise you a job. Nobody honest can. What you get is current material, projects you actually build, and interview reps. The hiring decision is not ours to make. The preparation decision is.
  • Refunds: 14 days, full, any reason. You keep the files. If this is not for you, take the money back and move on. A refund costs us one sale. Staying stuck costs you a year.
  • Updates: 12 months of corrections and new modules. Re-download by email. Your files keep working after the window ends.
  • The only deadline is real. The price rises when the next module ships, announced in advance with a date. If the module is late, the price rise waits.
  • No fake countdowns. No borrowed testimonials. No invented students. When real buyers say something, it appears here with their consent or it does not appear. Until then, judge the material, not the marketing.
  • Version log: v0.1, 2026-09-26. Price ladder revised 2026-09-29: three packs, all available immediately.
07

Urgency, with receipts

This is not a countdown. The numbers are already urgent enough.

The cost of waiting, month by month

Today
39% of core skills change by 2030 and AI/ML roles grew 31% year on yearS1 S6.
The market is moving now, not in 2030. Start where you are.
In 3 months
AI/ML roles grew 32% in April, 25% in June, 31% in August 2026S6 S7 S8.
The roles keep opening. They also keep getting filled.
In 6 months
Fresher hiring grew 15% in August 2026, and AI/ML fresher roles grew 16% in AprilS6 S8.
Openings exist, but the market keeps tilting toward people with demonstrated skills. Earlier is easier.
In 12 months
Placement season. 28.4% graduate unemployment and 50% of employers report skills mismatchS2 S4.
Same resume as last year, or a portfolio that answers interview questions.

Two students, same batch

Same college, same CGPA, same semester. One spends the year on rewatched lectures and open tabs. The other builds three projects, runs the evals, breaks the agent, fixes it, and can explain every line. In placement season they stand in the same queue for the same role. The interview is 45 minutes. One of them has answers. This is not a testimonial. It is the scenario the numbers describe.

The other side of the table

92 million jobs are projected to be displaced by 2030 and 170 million createdS1. 40% of employers anticipate cutting where AI can automate, and two-thirds plan to hire for specific AI skillsS1. The new roles go to people who can show the work. Every ad in this page is a slot someone will fill. The market does not wait for your semester to end.

Nobody is coming to make you ready

The syllabus will not update itself. Employers will not lower the bar. The gap compounds like interest, and nobody pays you back for the year you did not start. The only question is whether the next 12 months are the ones you spend closing it, or the ones you spend explaining why you did not.

The real deadline: launch pricing holds until the next module ships. When it ships, the price rises on a date announced at least 7 days earlier. If the module is late, the rise waits. This is the only urgency on this page, and we will honor it.
08

FAQ

Is this a course?

No. No live classes, no batch, no cohort, no schedule. It is downloadable material: notes, notebooks, exercises, project kits, question banks and templates. It starts when you start.

What exactly do I get?

Depends on the bundle. Every item is listed on the bundle card and in the pack README. No vague "100+ hours" claims. If a count is on the card, it is backed by a real file.

What level is this for?

2nd to 4th year B.Tech CSE, IT or ECE, and anyone past that who skipped the practical side. If you have never written a line of Python, start with Starter. If you can build a basic model, take Everything, which is the shortest path from there to LLM, RAG and agents.

How much time will it take?

Rough guides, not promises: Starter is about 8 weeks of evenings. The full kit is roughly 100 to 150 hours of study. Your pace is your pace. The material does not expire, but placement season does.

Do I need a laptop?

Yes for the projects. A basic laptop with 8 GB RAM is enough for everything except the DL/NLP notebooks, which run on free Colab. A phone alone will not work for the code.

Do I need to pay for APIs?

No. Core project kits run locally. A few optional lessons use a hosted model with a free tier. If a lesson needs a paid credit card, it says so and it is optional.

Will this get me a job?

No guarantee. We do not know you or your market. What this gives you is current material, projects you build, and interview prep. That is the part you control. Hiring is not fully in anyone's control, ours included. Anyone who promises it is selling you something else.

Refunds?

14 days, any reason, full refund. You keep the files.

Updates?

12 months of corrections and new modules included. Re-download link by email. Version log on the page, mistakes included.

Can I share it with friends?

For personal use, one buyer. Please do not resell or mass-share. PDFs carry a light per-buyer footer line. There is no DRM and we will not pretend there is.

Can I copy the code into my projects?

Learn by typing. Use the patterns, build your own version, be able to explain every line. Copy-pasting a project into a resume is how people get caught in interviews, and you lose the only thing that mattered: the skill.

Is there a community or mentor chat?

No community in v1. Support is email with a 1-business-day reply target. A one-way updates list is offered at checkout, optional.

Is this a pre-order?

No. Every track in the pack you buy is in the download the moment you pay. Nothing is late and nothing is pending. The 12-month update window promises future improvements to what you already have, and if a promised update lands more than 30 days after its published month, you can ask for a full refund and keep everything you have been given.

Payment methods?

INR. UPI and cards through the storefront. GST invoice where applicable, per the CA guidance.

09

Who this is not for

  • If you want live classes and a teacher who answers during class, this is not for you.
  • If you want a placement guarantee, this is not for you. Nobody can honestly sell that.
  • If you will not run the code, this is not for you. Reading without building does not work here.
  • If you want exam dumps or leaked company questions, this is not for you. We do not sell those.
  • If you do not have access to a laptop or steady internet, this is not for you yet.
  • If you want someone to do the project for you, this is not for you.
  • If you are already working as an AI engineer, this is probably too basic. Spend your money on something deeper.
11

Checkout

No payment gateway is connected yet, so no money changes hands on this page and no order is created.

What checkout does right now is the part worth testing: it builds the pack, stamps it with your email, zips it and hands it to your browser. Deliveries are limited to test addresses until a real gateway is connected, so nothing is given away.

When a gateway is connected this section changes to say so, and the same buttons go to payment. See site/checkout.js, which is the only file that decides where a buy button points.

10

Sources

Every market number on this page points here. All links and claims fetched and checked on 2026-09-26. If a number cannot be sourced, it does not ship.

  1. S1. WEF, Future of Jobs Report 2025: 39% of core skills change by 2030; 170 million jobs created and 92 million displaced; 40% of employers anticipate reducing workforce where AI can automate; two-thirds plan to hire for specific AI skills. PDF. Published January 2025.
  2. S2. ILO, India Employment Report 2024: graduate unemployment 28.4% in 2023 (34.8% for female graduates); nearly one third of youths not in employment, education or training (48.4% women, 9.8% men). Report page. Published 29 March 2024.
  3. S3. NASSCOM, The State of AI-Native Talent in India, 14 July 2026: over 90% of early-career tech talent is AI-native or AI-proficient; index score 62.
  4. S4. NASSCOM, India's AI Talent Inflection Point, 19 May 2026: 58% of employers cite low applicant volume; 50% skills mismatch; 40% prefer demonstrable AI skills over a degree. Report page.
  5. S5. Naukri, AI at Work report post, 16 July 2026: AI mentions in tech job descriptions went from 0.9% in 2020 to 15% in 2026; 77% use AI at work; 79% upskilling or planning to; 35% get employer training. Post.
  6. S6. Naukri JobSpeak, August 2026: AI/ML roles +31% year on year; IT overall +11%; AI/ML inside IT +22%; fresher hiring +15%. Report.
  7. S7. Naukri JobSpeak, June 2026: AI/ML roles +25% year on year. Report.
  8. S8. Naukri JobSpeak, April 2026: AI/ML roles +32% year on year; AI/ML fresher hiring +16%. Report.
  9. S9. Ministry of Education, AISHE 2023-24: engineering and technology enrolment 46,33,868; computer engineering is the largest stream. Reports index.
  10. S10. Live job ads, fetched 2026-09-26: Sarvam AI Agent Engineer, Sarvam AI Evaluations Data Scientist, Haptik Voice AI Engineer.