கKatralAI
Arul

Arul

Career coach

Pick a 2026 role. Train the skills. Leave with a hireable project.

Constellation

Career Katral

Pick a 2026 role. Train the skills. Leave with a hireable project.

0/26 lessons · 7 modules

Next on this path: The 2026 AI job map

You leave with

A folio you are proud to open

A running slice, a note on what you would improve, a verb-object-number profile, and a scored mock in Tamil and English.

You will be able to

  • Defend a design when a citation is invented.
  • Cut a take-home to a running slice and a note on what you would improve.
  • Walk screening, technical, and story in calm language.

Module 1 · The 2026 map

  1. Lesson 1 · 10 min · 50 XP

    The 2026 AI job map

    AI Engineer is the fastest-growing title. Most people will not become engineers — they will become AI-fluent in a domain.

  2. Lesson 2 · 11 min · 55 XP

    Proof over confidence

    A demo that works once is not a product. Evals catch fluent lies before a client does.

Module 2 · Proof you can ship

  1. Lesson 3 · 10 min · 55 XP

    One hireable project

    A certificate is a receipt. A project is proof. Pick one role and ship a small, real artifact.

  2. Lesson 4 · 10 min · 50 XP

    Write proof on the resume

    Replace 'familiar with ChatGPT' with a verb, an object, and a number.

Module 3 · Voice and a 90-day plan

  1. Lesson 5 · 10 min · 50 XP

    Interview voice

    Answer with situation, action, proof. Kill buzzwords that have no story.

  2. Lesson 6 · 10 min · 55 XP

    A 90-day hireable plan

    Titles do not get interviews. A 90-day project with evals, a write-up, and a story does.

Module 4 · Craft that hires

  1. Lesson 7 · 10 min · 55 XP

    RAG you can defend

    In interviews they will ask how you stop invented citations. Retrieval, groundedness, and refuse are the answer.

  2. Lesson 8 · 10 min · 55 XP

    Design the AI feature

    User, model, human gate. Draw the red line where money, mail, or legal leaves the building.

  3. Lesson 9 · 10 min · 55 XP

    Crush the take-home

    A take-home is not a novel. Brief, tiny working slice, evals, and a one-page write-up of what failed.

Module 5 · Close the offer

  1. Lesson 10 · 10 min · 55 XP

    Proof on the profile

    Buzzwords are mist. A verb, an object, and a number survive a recruiter’s two-second glance.

  2. Lesson 11 · 10 min · 55 XP

    Offers, salary, scope

    Title is vanity. Scope and evals are the job. Trade salary against a smaller, real mandate.

  3. Lesson 12 · 14 min · 80 XP

    The full hiring loop

    Screening, technical, story. Same proof in three lengths. Practise out loud in Tamil and English.

Module 6 · Cost, board, miss, drift

  1. Lesson 13 · 12 min · 70 XP

    Tokens are rent

    Managers fund hours saved, not tokens burned. Put cost next to the eval score.

  2. Lesson 14 · 12 min · 70 XP

    Whiteboard: user, retrieve, gate

    The interview is three rooms. If you skip the gate, you fail even if the answer is pretty.

  3. Lesson 15 · 12 min · 70 XP

    Five lines after a miss

    What broke, who was hurt, which gate failed, the fix, the next eval. No theatre.

  4. Lesson 16 · 12 min · 70 XP

    The world moved. Did your model?

    A holdout score from March is not a score in August. Drift is the quiet way production lies.

Module 7 · Role craft

  1. Lesson 17 · 12 min · 70 XP

    The eval lives in the spec

    If it is only in a spreadsheet, it is not a product. Five cases sit next to the user story.

  2. Lesson 18 · 12 min · 70 XP

    On-call is five lines, not theatre

    What broke, who was hurt, which gate, the fix, the next eval. Then sleep.

  3. Lesson 19 · 12 min · 70 XP

    Split first. Then train.

    A sealed holdout box is the only honest score. March is not August.

  4. Lesson 20 · 12 min · 70 XP

    A boring baseline first

    A classifier or a rule often beats a fashionable LLM. Write why.

  5. Lesson 21 · 12 min · 70 XP

    LLM-as-judge is a tool, not a court

    A judge model can be sweet to fluent lies. Humans still own the gold.

  6. Lesson 22 · 12 min · 70 XP

    Twenty cases, four kinds

    Easy, hard, empty, lie — five each. The invented citation you caught goes first in the file.

  7. Lesson 23 · 12 min · 70 XP

    One page the board can say on Tuesday

    Green draft, yellow review, red decide. A brass key on red. That is governance.

  8. Lesson 24 · 12 min · 70 XP

    Three risks, five-line miss

    Name the three ways this system could hurt a person. Then the template you will use when it does.

  9. Lesson 25 · 12 min · 70 XP

    Two champions, not a hero

    If the loop lives in one head, you built a bottleneck. Two people, one wiki.

  10. Lesson 26 · 12 min · 70 XP

    The wiki is the product

    Private tricks do not scale. Role, task, must-not, example — anyone can open it.