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NEW · THE AI ROCKSTAR CHALLENGE · COHORT 01 · FIVE SEATS · 80+ HOURS LIVE · EVERY WEEK IS A DEMO DAY →
TFG LEARNING PROOF OVER CERTIFICATES EVERY WEEK IS A DEMO DAY

Skip the certificate.
Build the proof.

Five builders. Ten weeks. A production-grade build shipped and demoed in public every week, coached at every step by an AI studio that does this for a living.

5Seats, full attention
80+Hours, all live
10Demo days, one every week
0Certificates. Only proof.
ACCEPT IN PUBLIC· EVERY WEEK IS A DEMO DAY· 80+ HOURS LIVE· PRODUCTION-GRADE, WEEKLY· PROOF OVER CERTIFICATES· BUILD YOUR BRAND IN PUBLIC· FIVE SEATS PER COHORT· ACCEPT IN PUBLIC· EVERY WEEK IS A DEMO DAY· 80+ HOURS LIVE· PRODUCTION-GRADE, WEEKLY· PROOF OVER CERTIFICATES· BUILD YOUR BRAND IN PUBLIC· FIVE SEATS PER COHORT· ACCEPT IN PUBLIC· EVERY WEEK IS A DEMO DAY· 80+ HOURS LIVE· PRODUCTION-GRADE, WEEKLY· PROOF OVER CERTIFICATES· BUILD YOUR BRAND IN PUBLIC· FIVE SEATS PER COHORT·
COHORT 01 · FIVE SEATS · INVITE ONLY

Accept in public.
Deliver in public.

Accept on LinkedIn. Ship production-grade work every week for ten weeks and post the proof: video, images or a podcast clip. We stress test every build with real concurrent users. The internet keeps score.

10Weeks, 80+ live hours
10Production builds, shipped
2Missed weeks and you're out
5Seats, full attention

No price tag on this page. Invites and pricing move on DM, friends of the studio first.

DM FOR INVITE + PRICING → Five seats. When they're gone, they're gone.

The rules.

SIMPLE. PUBLIC. NON-NEGOTIABLE.
01 Accept in public One LinkedIn post starts your run. Tag TFG. Now it's real.
02 Ship production-grade, weekly A real system ships every week. Ten weeks, ten shipped builds. No toy repos, no waiting for a capstone.
03 Post the proof Every week: a proof-of-work post on LinkedIn or Substack. Video, images or podcast. Working build, non-negotiable.
04 Two misses, you're out Miss two weeks and the seat goes to the next builder.

Ten weeks. Ten demo days.

THE CURRICULUM · 80+ HOURS LIVE

Live deep dives, a production-grade build and a public demo, every week. The same stack we ship at the studio and taught at IIT Guwahati.

WEEK 01 AI foundations, properly LLMs and transformers under the hood. Tokens, context windows, hallucination. Token economics, prompt caching, context engineering. → SHIP: your daily workflows automated + your acceptance post
WEEK 02 Agentic coding & full-stack shipping Claude Code and Cursor mastery. CLAUDE.md and rules files. Spec-driven builds, Git discipline. UI from prompt. → SHIP: a full-stack AI product on a live URL
WEEK 03 Data & retrieval SQL, vector and time-series design. Embeddings, chunking, hybrid search, reranking, Graph RAG. When fine-tuning beats RAG. → SHIP: a cited-answers assistant over messy real documents
WEEK 04 Agents that act Tool use, structured outputs, multi-agent councils, memory, human-in-the-loop. Claude API and agent SDKs, no framework worship. → SHIP: an agent completing a real multi-step task, on camera
WEEK 05 MCP & integrations The MCP wrapper pattern. Your own server, wired into CRMs, databases and WhatsApp. Browser automation. → SHIP: your own MCP server wired to a live system
WEEK 06 Evals & observability Error analysis, LLM-as-judge plus code checks, red-teaming, regression tests in CI, latency and cost dashboards. → SHIP: an eval harness + cost dashboard, failures included
WEEK 07 Automation engines & voice n8n deep dive: triggers, error workflows, human-in-the-loop. Voice agents on real phone lines with clean handover. → SHIP: one real process running without you
WEEK 08 Generative media Image and video pipelines, character consistency, model routing. Voice, music, edit. Builds turned into content. → SHIP: a produced AI film or brand video for your project
WEEK 09 Production & scale Security, secrets, guardrails. Caching and cost engineering. Local LLMs, Docker, CI/CD. Load testing with concurrent users. → SHIP: your flagship stress-tested, scalability report published
WEEK 10 Capstone demo day Polish, case study, the demo story. Final live demo, on the record. Your ten-week wrap post. → SHIP: the finished portfolio + your Wall of Proof case study

Projects that mean it.

YOUR PROJECTS · OUR BAR

Choose your projects from the whole curriculum, with us. These five set the bar. Every build gets loaded with real concurrent users, and you post the proof.

01 Enterprise AI
The Enterprise Copilot.

An AI assistant inside one real business: its data, its tools, its rules. Retrieval, agents, MCP and evals in production.

THE PROOF The business using it, on camera.
02 Generative Media
The AI Film.

A three minute film made end to end with AI: script, look development, consistent characters, sound and edit.

THE PROOF A festival-grade short, actually submitted.
03 Voice AI
The Voice Agent.

A voice agent on a real phone line. It answers, books and hands over to a human exactly when it should.

THE PROOF Recorded calls and the owner's testimonial.
04 Agentic Automation
The Automation Engine.

One business process running end to end without you: intake, triage, action, escalation, human in the loop.

THE PROOF Four weeks of live logs, hours saved counted.
05 Hard Engineering
The Scale Build.

A realtime app with an AI core, pushed until it holds hundreds of concurrent users.

THE PROOF The load test graphs, published.

The cohort votes.

ONE RHYTHM, CHOSEN TOGETHER
OPTION A Weekday rhythm One hour every weekday evening, five hours on Saturday. Momentum every day.
OPTION B Weekends only Four hours Saturday, four hours Sunday. Zero weekday load.
THE VOTE Majority locks it Cohort 01 votes once, then runs one rhythm for all ten weeks. 80+ hours either way.
ALWAYS Live, never recorded Five people, live sessions, your builds on screen. Every week ends in a demo.

What you leave with.

THREE OUTCOMES, ALL PUBLIC
Outcome 01 THE PORTFOLIO
Ten production builds, live. Not notebooks. Deployed systems with real users, stress-tested with concurrent traffic.
✓Live URLs, not screenshots ✓Load test receipts on every build ✓A flagship worth interviewing about
Yours to keep, yours to show
Outcome 02 THE BRAND
A feed full of receipts. Ten weeks of proof-of-work posts on LinkedIn and Substack. Your network watches you become the AI person in the room.
✓10+ public proof-of-work posts ✓Your story, weekly, in your format ✓Recruiters and founders see it live
The outcome most people underprice
Outcome 03 THE SKILLSET
The full 2026 AI stack, hands on. Agentic coding, RAG, agents, MCP, evals, automation, voice, media, scale. The craft the fastest-growing AI roles are hired on.
✓Forward-deployed engineer grade ✓Patterns from our production systems ✓Judgment, not tool loyalty
Transfers to every model, every stack

What we put in.

HANDHOLDING, TRULY
01 Coaching at every step Live deep dives, weekly reviews, async unblocking all week. Every topic, every project.
02 The stack, sorted Models, tools and budgets mapped to each of your projects.
03 The stress test We load every build with real concurrent users. You post the numbers.
04 The Wall of Proof Your builds live on techforgood.studio, with your name on them.

The mentors.

KRISHAN & AISH

AI is too young to have veteran teachers. Only practitioners qualify: people shipping production-grade AI and experimenting with it daily. We run an AI studio. This is our day job.

Illustrated portrait of Krishan, with Arunachala mountain behind him
Krishan Product & AI Strategy
WHY HE'S IN YOUR CORNER IIT Kanpur grad and 2x founder, first company acquired by JaiKisan Product guy obsessed with AI since before the wave Co-built AI predicting at national scale, robust and precise for years Pushes your scoping, positioning and demo storytelling every week
LINKEDIN ↗
Illustrated portrait of Aish, smiling in aviator sunglasses
Aish Engineering & AI Systems
WHY HE'S IN YOUR CORNER 10+ years in industry, a full-stack engineer his whole career Trained PSU engineers with 2 to 20 years of experience at IIT Guwahati Led platform engineering for McKinsey, BCG, LinkedIn, and Deloitte Unblocks your build all week, from architecture to the last deploy
LINKEDIN ↗

We've taught this in harder rooms.

ON THE RECORD

A five day AI-assisted coding programme at IIT Guwahati for PSU engineers with 2 to 20 years of experience. Every capstone deployed. This challenge is that syllabus, times ten, in public.

Aish beside the AI-Assisted Coding Training Programme banner at IIT Guwahati
Aish coaching PSU engineers through a hands-on lab at IIT Guwahati
The full training cohort at IIT Guwahati with the programme banner
IIT GUWAHATI · 5-DAY INTENSIVE · PSU ENGINEERS, 2 TO 20 YRS EXPERIENCE · EVERY CAPSTONE DEPLOYED
WHY PROOF BEATS PAPER

Certificates make claims.
Demos make careers.

The fastest growing role in AI, the forward deployed engineer, is hired on proof: scope a messy problem, build the system, defend it live. Ten public demo days rehearse exactly that. You finish holding receipts, not paper.

Your feed becomes your CV.

CLAIM A SEAT

Five seats.
One has your name on it.

Invite only, friends of the studio first. DM Aish for an invite and pricing: tell us what you'd build. If it's a fit, you're in. If not, we'll say so straight.

DM FOR INVITE + PRICING → [email protected]
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