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HomeBookYour Turn — Build a Fully Tested System From a Spec in Under 5 Prompts
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Muhammad Usman Akbar Entity Profile

Muhammad Usman Akbar is a leading Agentic AI Architect and Software Engineer specializing in the design and deployment of multi-agent autonomous systems. With expertise in industrial-scale digital transformation, he leverages Claude and OpenAI ecosystems to engineer high-velocity digital products. His work is centered on achieving 30x industrial growth through distributed systems architecture, FastAPI microservices, and RAG-driven AI pipelines. Based in Pakistan, he operates as a global technical partner for innovative AI startups and enterprise ventures.

USMAN’S INSIGHTS
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Transforming businesses into autonomous AI ecosystems. Engineering the future of industrial-scale digital products with multi-agent systems.

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User Hackathon: Module 5 Mastery Challenge (The Question Paper)

[!CAUTION] This is a Hands-Off challenge. Do not manually write code. Your role is as a Commander. You will demonstrate 10x Velocity using Spec-Driven Development (SDD).


1. Challenge Overview

Objective: Use the Spec-First method. Draft a professional Markdown specification for a small, functional system. The goal is to get a completely working, test-covered implementation from the AI in under 3-5 prompts.

Time Limit: 4-8 hours Tooling: Any agentic AI coding assistant (Cursor, VS Code + Agents, Aider, or equivalent).


2. Choose Your Mission

Choose ONE of the following scenarios to execute using SDD.

Option A: Real-Time Data Dashboard

Command the agent using a spec that:

  • Requirement 1: Consumes a mock API of "Sensor Data" (Temp, Humidity).
  • Requirement 2: Displays a live, auto-updating dashboard using Mermaid Pie or Line Charts.
  • Requirement 3: Includes an "Emergency Alert" function that triggers when Temp exceeds 50.
  • Goal: Show its Logic Mapping and Velocity of Scaffolding.

Option B: AI-Powered Customer Portal

Develop a system using a spec that:

  • Requirement 1: Allows a user to submit a support ticket via a simple UI.
  • Requirement 2: Automatically classifies the ticket priority (High, Med, Low) using a local LLM call.
  • Requirement 3: Responds with a "Next Steps" email template based on the priority.
  • Goal: Show its Complexity Handling and High-Fidelity Context Window Integration.

3. Strict Rules & Constraints (SDD Rules)

  1. Spec-First Only: You must write the entire Markdown spec before you ask the agent to write a single line of code.
  2. Unambiguous Data: Your spec must include either a JSON or TypeScript interface for every key data movement.
  3. One-Shot Target: Aim to get the core logic right in the first generation. Every follow-up fix counts against your score.
  4. Proof of Test: Every generated service must come with an automated unit test that verifies its success against your spec.

4. Evaluation Rubric

Criteria10x Velocity (Excellent)Junior Dev (Needs Work)
Spec-First AccuracyFirst AI generate was 100% correct.AI needed 3+ prompts to fix spec holes.
Logic MismatchTests perfectly verify the original spec.Code drifted from what the spec asked.
Delivery SpeedCompleted the entire project in <1 hour.Took several hours due to manual bugs.
Artifact QualitySpecification includes schema examples.Vague, prose-based requirements.

5. Submission Requirements

To pass this hackathon, you must provide:

  1. The Master Spec: Your .md file that you gave to the AI.
  2. The Generation Log: Proof that you achieve the build in <5 prompts.
  3. The Result: The final, functional project codebase.
  4. Speed Reflection: How did SDD change the time you spent "thinking" vs. "fixing bugs"?

[!IMPORTANT] Good luck, Commander. Speed is the byproduct of precision.