◆ Vibe EngineeringSMIT · AI Agentic Engineering English
Class 11 · 11.4

Autonomous workflow aur master cheat-sheet

Aapki revision ka finale. Hum poore professional loop ko dobara dekhenge — ticket se merged pull request tak — phir aik cheat-sheet aur chhota self-check denge taake week three mein aap poore bharose ke sath qadam rakhein.

🎯 Maqsad: baat pakki karna⏱ Parhne ka waqt: 13 min🧠 Qism: revision + quiz

Weeks one aur two ka urooj aik real product tha jo professional tareeqe se bana. Ab yaqeen kar lein ke is workflow ki shakal aapko doosri fitrat ki tarah yaad hai — kyunki week three iske bade hisson ko automate karega.

01End-to-end loop

Professional workflow aik aisa loop hai jo kaam ke aik unit se shuru hota hai aur reviewed, merged code par khatam — har qadam tracked hota hai.

Jira ticketthe work item FeatureDevplan → build→ test changescode + tests GitHub PRreview & merge ↻ next ticket
Har ticket par aik command — “implement PL-5, phir test karein aur PR kholein” — aur loop chal padta hai.

02FeatureDev ki discipline

Agent ko akela chhor dein to woh code ki taraf bhaagta hai. FeatureDev (Anthropic ka plugin) aik disciplined, stages wala process lazmi banata hai — explore karein, plan banayein, aur code likhne se pehle sign-off lein, phir build aur verify karein. Yeh trust-but-verify mindset ko repeatable process mein badal deta hai.

Week 3 mein staging aur bhi kyun aham hai

Jab aap kai agents ko aik waqt mein kaam dete hain, to shared plan hi unhein aik doosre se takrane se rokta hai. FeatureDev ki “pehle plan par muttahid ho jao” wali aadat plan.md ban jati hai jo Class 12.2 mein poori agent team ko coordinate karti hai.

03Hum ne asal mein kya ship kiya

Pre-Legal SaaS ne har dhage ko aik real product mein jor diya:

Inputs

Tickets + custom skill

Stakeholder ki zaban mein PL-4–PL-7 ka backlog, aur fast, structured LLM calls ke liye aapki apni Cerebras skill.

Output

Kaam karta platform

Multi-user auth, saved documents, aur legal templates bharne wali AI chat — FastAPI + Next.js + SQLite, reviewed PRs ki surat mein ship kiya gaya.

Jo sabaq yaad reh gaya

Apni review ke baad bhi Claude ne specified legal disclaimer chhor diya. Ticket ke muqable mein verify karein — agent ka confidence proof nahi hota. Yehi aadat swarm ko imaandaar rakhti hai.

04Master cheat-sheet

Jab aap chahen…Yeh use karein
Context window dekhein ya wapas hasil karein/context, phir /compact ya /clear
Agent ko mustaqil hidayaat deinAik lean CLAUDE.md
External system connect kareinMCP server (Jira, GitHub, docs)
Repeatable skill sikhayein.claude/skills/ mein aik skill
Apna type kiya hua shortcut add kareinAik slash command (Class 12.3)
Shor wala task alag dein, context bachayeinAik sub-agent (Class 12.4)
Kisi event par kuch automatically karayeinAik hook (Class 12.5)
Poora setup bundle aur share kareinAik plugin + marketplace (Class 12.6)
Ghanton tak hands-off build kareinAik Ralph loop / swarm (Git ke zariye!)
Ghalat qadam undo kareinRewind / aik clean Git commit

05Jaldi se self-check

In sawalon ke jawab buland awaaz se dein. Agar koi jawab dhundla ho to linked page aapka revision target hai.

CLAUDE.md use na karein to agent “bhoolta” kyun hai?

Hint: har turn par transcript ke sath kya hota hai? (11.2 dekhein)

MCP vs. skill vs. plugin — har aik ki aik line.

Connect / teach / bundle. (11.3 dekhein)

Control↔autonomy dial par “trust but verify” kahan hai?

Centre ke baen taraf — aur kyun? (11.1 dekhein)

YOLO mode ke neeche safety net kya hai?

Agar foran jawab na de sakein to finale se pehle 11.3 revise karein.

Aap tayyar hain

Agar in chaaron ke jawab aasani se aa gaye to weeks 1–2 poore aapke zehan mein hain. Ab bara sochne ka waqt hai: Class 12 finale ke mindset — controlled chaos — ke sath shuru hoti hai.

✓ Ahm baatein

  • Pro loop: ticket → FeatureDev (plan/build/test) → reviewed PR → repeat.
  • Staging (“pehle plan par muttahid ho jao”) shared plan.md ban jati hai jo kai agents ko coordinate karti hai.
  • Hum ne real multi-user SaaS ship kiya — aur phir bhi ticket ke muqable mein verify karna pada.
  • Cheat-sheet paas rakhein: yeh har “main yeh karna chahta hoon…” ko sahi tool se milati hai.
  • Self-check pass karein, phir Class 12 mein controlled chaos ki taraf qadam rakhein.