ANTIGRAVITY BA FRAMEWORK – AUTOMATING AGILE SCRUM WITH AI ASSISTANTS

P – Point (The Problem & Solution)

In Agile Scrum product development, transitioning from an Idea to a detailed Product Requirement Document (PRD), then breaking it down into User Stories for Developers, creating User Acceptance Test (UAT) Scripts, and writing User Guides is an incredibly time-consuming process.

Furthermore, information often gets “lost in translation” between teams, resulting in developers misunderstanding the core idea, QA missing critical test flows, or BAs writing technically unfeasible requirements.

That’s why we built the Antigravity Framework (admin-tiktok-antigravity) – a system of specialized AI Agents designed to act as an ultimate assistant for Business Analysts (BAs). It automates the heavy lifting of documentation throughout the Software Development Life Cycle (SDLC), from requirement gathering to the handover of user manuals.


R – Reason (Why do we need this system?)

Before Antigravity, our Scrum teams (especially POs/BAs, Devs, and QAs) faced several major pain points:

  • Documentation Overload: BAs spent dozens of hours just typing out PRDs, drafting Jira tickets, and preparing manual documentation.
  • Lack of Multi-Dimensional Perspectives Early On: Once a PRD was written and handed off, Devs and QAs would often discover logical loopholes or unfeasible designs. Modifying requirements at this stage has a very high Cost of Change.
  • Inconsistent Standards: Documentation varied greatly in detail. Developers lacked clear, standardized Acceptance Criteria to code against.

The Purpose of Antigravity is:

  • Save 60% of BA Workload: By letting AI handle procedural and repetitive tasks (formatting PRDs, breaking down User Stories, generating UAT scripts and User Guides), BAs instantly save 60% of their working hours. This golden time is directly reinvested into researching deep solutions, conducting data analysis, and engaging closely with Stakeholders to truly uncover underlying needs, rather than just acting as typists.
  • Standardize Quality: Ensure every document (PRD, User Story, UAT, User Guide) adheres strictly to pre-defined standards.
  • Shift-Left Review: Introduce a “Virtual Advisory Board” to review requirements while they are still drafts, ensuring watertight logic before a single line of code is written.

E – Example (System Architecture & Practical Application)

The true power of the Antigravity Framework comes from the seamless integration of its structural components. When you download this framework, you will utilize 7 core directories:

1. Framework Architecture (The Folders)

  • .agents/agent/ (The Execution Team): The central brain consisting of 08 AI Agents. Think of this as a 24/7 virtual assistant team working exclusively for the BA to execute analysis and documentation tasks.
  • rules/ (The Core Guidelines): Contains the fundamental rules the AI must strictly obey (e.g., professional tone of voice, no hallucination of features, security constraints).
  • skills/ (The Specialized Capabilities): Contains reusable, IIBA-standard skill modules the AI can invoke (e.g., generating Mermaid flowcharts, analyzing PII, writing BDD scenarios).
  • standards/ (The Quality Bar): Contains meticulously formatted templates (PRD structure, BDD-standard User Stories, UAT formats). AI Agents are strictly bound by these standards, ensuring all output is uniform and enterprise-grade.
  • reviewers/ (The Virtual Advisory Board): Contains persona definitions for Tech Leads, QA Leads, UX/UI Designers, etc. This folder powers the “Shift-left Review” process, allowing the system to role-play these positions and aggressively cross-examine the BA’s draft PRD.
  • Project Context/ (The Knowledge Base): The repository where the BA stores foundational project information (existing system flows, business glossaries). The AI consumes this folder to deeply understand the context, ensuring its analysis is highly relevant to the actual product.
  • Deliverables/ (The Output Vault): The destination where all AI-generated documentation (PRDs, User Stories, UAT Scripts, User Guides, and even blog posts like this one) is automatically saved. Everything is neatly categorized, ready for the BA to hand over to the respective teams.

2. The 08 AI Agent Ecosystem (What do they do?)

  • 01 Requirement Clarifier Agent:
    • Action: When a BA inputs a rough idea, instead of immediately writing docs, this Agent asks probing questions to clarify “gray areas,” ensuring the BA doesn’t miss any critical edge cases.
  • 02 Requirement Analyzer Agent:
    • Action: The Risk Specialist. It analyzes how new features impact existing systems, and reminds the BA about crucial data security (PII) and Role/Permission structures.
  • 03 PRD Writer Agent:
    • Action: Synthesizes information and automatically drafts a comprehensive PRD (Deliverables/PRD/). The BA only needs to review and refine, rather than typing from scratch.
  • 04 PRD Review Agent:
    • Action: Activates a virtual panel of experts from the reviewers/ folder (including virtual Dev, QA, Designer personas). This board aggressively critiques the draft PRD to catch logical flaws and assess technical feasibility.
  • 05 User Story Writer Agent:
    • Action: Automatically slices the finalized PRD into User Stories (Deliverables/User_Stories/). Crucially, every User Story features highly detailed BDD-standard (Given/When/Then) Acceptance Criteria.
  • 06 Dev Support Agent:
    • Action: Supports developers during implementation. If a dev misunderstands a flow, this Agent provides immediate clarification based on the PRD, drastically reducing the time BAs spend answering minor questions.
  • 07 UAT Test Agent:
    • Action: Automatically generates User Acceptance Test Scripts (Deliverables/UAT_Scripts/) for the BA and Stakeholders to execute, strictly adhering to the finalized User Stories.
  • 08 Userguide Writer:
    • Action: Generates intuitive, easy-to-understand User Guides (Deliverables/Userguides/) ready for the BA to hand over to Operations and Marketing teams.

2. Practical Workflow in a Sprint

  1. Requirement Gathering: BA submits an idea ➔ Agents 01 & 02 help analyze and clarify the scope.
  2. Requirement Design: Agent 03 generates the draft PRD ➔ Agent 04 (Advisory Board) critiques it, helping the BA finalize the document.
  3. Sprint Planning: Agent 05 breaks the PRD down into BDD-standard User Stories.
  4. Implementation (Coding & Testing): Developers code with real-time Q&A support from Agent 06 ➔ Simultaneously, Agent 07 generates UAT Scripts for the BA’s final acceptance.
  5. Release: The feature goes live ➔ Agent 08 automatically publishes the User Guide.

P – Point (Conclusion)

The Antigravity BA Framework is not designed to replace BAs; it is designed to create Super-BAs.

By eliminating 60% of manual paperwork, the system allows Business Analysts to return to their core value proposition: being Problem Solvers rather than Document Writers.


Download the complete Framework (Including AI Agents, standard PRD and User Story templates) to apply to your team right away: Download Antigravity BA Framework

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