The AI career course costs ₹2,00,000 free.
That price buys hype, a certificate, and a job guarantee written by a lawyer. The useful parts, the actual skills, the honest tool reviews, the road to a real role, should cost nothing. Here they do.
Join freeNo card. No phone number. No "talk to us."
A review like this is why you can trust the free school: nobody paying us would let us run it.
Sound familiar?
Composite situations, not quotes from real people. We will put real ones here when there are real ones to put.
Eight years in, and suddenly every job post wants skills nobody taught me.
illustrative · support engineer
I sat through the free webinar. It was a sales pitch with a syllabus stapled on.
illustrative · solutions consultant
I do not need motivation. I need to know where to start and what to skip.
illustrative · ops analyst
Find your starting point. Sixty seconds, no signup.
Three questions, an honest answer. We tell you where you would start before we ask for anything.
The ₹2,00,000 route, and this one.
The accelerator
₹2,00,000, EMI available
- A job guarantee with an asterisk the size of a contract
- Recorded lectures you could have found free
- Placement stats nobody can audit
- A deadline treadmill built for their cohort, not your life
The free school
free. not freemium. free.
- A staged road to a real role, built in public
- Tool reviews we ran ourselves, bad scores included
- Working kits you can run this week
- Honestly: nobody chases you. The work is yours to do.
The daily three
what we would hand you today. Pick a path and it picks for you.the news that matters
MCP goes stateless, and starts a twelve-month clock
The Model Context Protocol's 2026-07-28 specification removes the session handshake and deprecates several things you…
the read
The pipeline that survives
Build one retrieval pipeline over data you did not create, measure it before you tune it, and record the changes that…
two tools worth an hour
LlamaIndex, the shortest path from a client's documents to a query engine · 7.2
Brilliant for getting messy documents queryable fast, awkward to live with once retrieval starts being wrong.
Ragas, RAG metrics that start fast and need calibrating · 6.8
Useful as a direction of travel, dangerous the moment a score lands in a client deck uncalibrated.
Nothing here was made for a course. It is the day’s honest output, filtered for where you are going.
Latest reads
New writing lands here first, newest on top. The whole library
The pipeline that survives
Build one retrieval pipeline over data you did not create, measure it before you tune it, and record the changes that…
Agents in anger
Give the pipeline hands, then go hunting for what breaks, because a wrong answer has just become a wrong action.
Someone else's systems
Deploy into a codebase you did not write and cannot rewrite, and let strangers review it, because the review thread is…
Are you ready for what’s building right now?
Small crews, real deliverables, a few weeks each. You do not apply, you qualify: clear the gate stage and you are in. New builds open as old ones ship.
open to join
Ticket-triage copilot for an NGO
A real nonprofit’s support inbox, a working triage agent, shipped and handed over.
Gate: Stage 2. Free to reach. Join, clear it, get in.
in progress
Eval harness, open sourced
The testing rig from Stage 2, hardened into something the community can run.
Gate: Stage 2. Free to reach. Join, clear it, get in.
ships in 3 weeks
RAG on a public-records corpus
Messy government PDFs in, honest citations out. The classic FDE problem.
Gate: Stage 3. Free to reach. Join, clear it, get in.
Reviews we actually ran
If we did not use it ourselves, we do not review it.
pgvector, vector search inside the database you already run
If the client already runs Postgres, start here, and learn the post-filter trap before it teaches you.
used: ·relevant to Forward Deployed Engineer
8.1Promptfoo, the eval harness you can put in CI on day one
Cheap, local, and in CI by the end of the afternoon, which is worth more than a smarter tool you never install.
used: ·relevant to Forward Deployed Engineer
8.0Langfuse, traces you can keep inside the client's network
The clearest view of a multi-step pipeline you can run inside someone else's network, at the cost of running it.
used: ·relevant to Forward Deployed Engineer
Everything we have
4 collections, all free, all open. No login wall in front of any of it.
What happens after you join
Today
You pick a destination
A real role with a real market. The whole site rearranges around it.
Then
You start stage 1
The lessons are on the site today. The Sunday email comes later — we say so only when it is real.
Weeks in
You ship stage work
Kits you run, pipelines you build. Progress is work done, not videos watched.
The end
You hold proof
A portfolio piece that reads as evidence, not homework.
Join free. The lessons live right here.
The Sunday email isn’t sending yet — until it is, everything lands on this site. No drip sequence, no day numbers, no upsell.