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Source: SPBA Architecture.md ​

SPBA Architecture: Modular Fractal Architecture to Create Highly Optimized, Fully Customizable Infinitely Scalable Applications

Context - In the era of vibecoded software, rapidly building custom software can be quick but highly unreliable. This paper proposes the architecture for creating highly fault-tolerant, extremely small, fully customizable apps that can be scaled infinitely in complexity. This is the Space, Post, Block, Action (SPBA) architecture.

  • Space - Containers for content grouped according to purpose or topic
  • Space Category - Categories of content within a space
  • Post - General purpose canvas for content to be created on
  • Block - Individual user interface components that can be placed in posts
  • Post Template - A specific format to specify customized content in posts
  • Action - A way to dynamically create custom workflows that redirects to different UI components or creates callback functions to the backend. Thes are essentially triggers on the UI mapped to specific callback functions in the frontend that get called with specific parameters. These can optionally call backend functions or also be passed onto third party tool calls
  • Space Roles - Custom roles that each member of the space can assume for variable permissions for all the actions that can be performed in a space
  • Space Permissions - Permission configurations that map specific actions to specific roles to mark them as allowed/disallowed for those roles
  • Space rules - rules that members of the space have to abide by to avoid having their posts being reported for specific rule violations.
  • Reports - posts violating specific rules are reported for moderator action

This architecture allows us to create new applications as just schema files where all aspects of the application's complex functionality are specified in minimal specifications. It creates the ability to specify fault tolerant applications rapidly with minimal token size while generating custom applications using AI.

Models

  • Space

    • ID
    • Title
    • Config
      • Description
      • Visibility (private/public/unlisted)
      • Comments(enabled/Disabled)
      • Allow Reactions (enabled/disabled)
      • Allow Subscribers (enabled/disabled)
      • Automoderation Enforcement (enabled/disabled)
      • Post Anonymously (enabled/disabled)

  • Space Members

    • ID
    • Space
    • Member
    • Space Role
    • Joined on

  • Space Categories

    • ID
    • Title
    • Space
    • Config
      • Description
      • Post Template

  • Post

    • ID

  • Blocks

    • ID
    • Title
    • Config
      • Post
      • Component
      • <block-specific configurations>

  • Post Template

    • ID
    • Title
    • Config
      • Blocks

  • Space Actions

    • Title
    • Description
    • Trigger
    • Callback (redirect to (space/post), create/update/delete post, clap post, report post )
    • Config
      • Prerequisites
      • Validations
      • <additional parameters depending on the callback>

  • Space Permissions

    • Space Action
    • Space Role
    • Permission (allowed/disallowed)

  • Space Rules

    • Title
    • Description

Let's write a paper to be uploaded to arXiv that fully documents how the SPBA architecture works starting with

  • context about its need, to create minified schemas that can be expanded into fault-tolerant custom apps by specifying all of the content in this SPBA schema.
  • The structure of the paper should start with a quick introduction to the need for scalable architectural specs that can be used to rapidly scaffold apps with custom functionality
  • Secondary literature review
    • Go through the web to create a comprehensive summary of similar architectural specs that can be used to scaffold custom apps at scale
    • Review their merits and flaws
  • SPBA architecture
    • Propose SPBA architecture as a method to create the protocol for rapidly creating scalable fault-tolerant apps with custom workflows
    • Explain each component thoroughly along with examples
    • Show how an example custom app (an event management app) could be specified using the schema such as this
  • Impact
    • It can be used in conjunction with AI to rapidly create the schemas themselves using LLM prompting, which can in turn unpack into fully custom apps
  • Specialties
    • The frontend is designed to handle how a space, post, block and actions are unpacked. So it only has single components for each of those and based on the app schema it can all be unpacked into fully rendered custom apps where each action is paired to different predefined outcomes and we can keep adding new features simply by expanding the specs in the app schema
    • By default all the SPBA apps can be fully functional social networking applications. The networking features can be optionally not utilized when creating individual use apps
    • New features are added in the form of blocks with their own custom UI components that ought to be hardcoded onto the frontend apps (existing block components can be reused to create new functionality. All basic blocks are prebuilt)

Ask me whatever question you need to ask to get this paper written. Write only the thing sthat you're truly sure of. do not embellish information. Where there is uncertainty, leave placeholders for me to fill inside <>.

First ask me any questions you have about this whole thing before proceeding. ​

Source: plan.md ​

SPBA Architecture Folder Reorganization Plan ​

Executive Summary ​

SPBA (Space-Post-Block-Action) is a schema-driven, runtime-interpretable software architecture for fault-tolerant, infinitely scalable applications. Contains 4 documents (~164 KB) including comprehensive research analysis and arXiv-ready academic paper draft. Some overlap between research working document and paper manuscript.

1. Content Inventory ​

Current State ​

  • 4 files (~164 KB total)
  • Git commits: 1 (Nov 9, 2025 - bulk upload)
  • No subfolders
FileSizePurposeAudience
SPBA Architecture.md5.4 KBQuick reference guideAll
Claude-spba-architecture-draft.md42 KBResearch analysis & literature reviewResearch
SPBA_arxiv_draft.md100 KBFull academic paper draft (1,266+ lines)Academic
spba_research_prompt.md12 KBOriginal research requirementsInternal

2. Core SPBA Concepts ​

Four Primary Components ​

ComponentPurpose
SpaceInfinitely nestable containers with independent config, permissions, governance
PostGeneral-purpose content canvas composed of blocks
BlockIndividual UI components (text, image, video, form, chart, etc.)
ActionCustom workflows triggered by UI events

Key Architectural Principles ​

  1. Schema-as-Application (100-300 lines vs. 10K+ traditional)
  2. Runtime schema interpretation (not code generation)
  3. Infinite nesting via recursive composition
  4. Fault tolerance through schema validation
  5. 5-10x smaller specifications for LLM-assisted generation

3. Redundancies & Overlaps ​

OVERLAP A: Architecture Description ​

Both File 1 and File 3 describe core architecture:

  • SPBA Architecture.md - Quick reference with JSON examples
  • SPBA_arxiv_draft.md Section 3 - Same with narrative explanation

How to handle?

  • [ ] Keep both (different purposes: reference vs. paper)
  • [ ] Consolidate into single source
  • [ ] File 1 references File 3

OVERLAP B: Literature Review ​

Both research documents contain extensive literature reviews:

  • Claude-spba-architecture-draft.md - Organized by technology category
  • SPBA_arxiv_draft.md Section 2 - Organized by challenge/domain

How to consolidate?

  • [ ] Keep both (different organization serves different purposes)
  • [ ] Merge into single comprehensive literature review
  • [ ] File 3 is canonical, File 2 becomes working notes

OVERLAP C: Event Management Case Study ​

  • spba_research_prompt.md - Describes example structure
  • SPBA_arxiv_draft.md Section 4 - Full implementation details

Relationship?

  • [ ] Complementary (prompt → implementation)
  • [ ] Redundant, archive prompt

4. Questions for Organization ​

Q1: Document Purpose Classification ​

Files serve different purposes but aren't clearly labeled.

How to classify?

  • [ ] File 1: Quick reference
  • [ ] File 2: Research working document
  • [ ] File 3: Publication manuscript
  • [ ] File 4: Historical reference (prompt)

Q2: Publication Status ​

SPBA_arxiv_draft.md appears ready for arXiv submission.

Current status?

  • [ ] Ready to submit
  • [ ] Needs revision
  • [ ] On hold
  • [ ] Conceptual only

Q3: Patent Considerations ​

File 2 contains extensive patent landscape analysis with identified risks.

How to handle patent content?

  • [ ] Expand in paper (File 3)
  • [ ] Keep as separate analysis document
  • [ ] Create dedicated patent strategy document

Q4: Relationship to Clikkin ​

SPBA appears to be the architectural foundation for Clikkin platform.

How to organize this relationship?

  • [ ] Keep SPBA standalone (theoretical foundation)
  • [ ] Move to Clikkin as architecture documentation
  • [ ] Cross-reference both locations

5. Proposed Folder Structure ​

Option A: Minimal (publication-focused) ​

SPBA Architecture/
├── overview.yml
├── plan.md
│
├── paper/
│   ├── SPBA_arxiv_draft.md       # Publication manuscript
│   └── supplementary/
│       ├── quick_reference.md    # File 1
│       └── case_studies.md
│
├── research/
│   ├── literature_review.md      # From File 2
│   ├── patent_analysis.md        # From File 2
│   └── research_prompt.md        # Historical
│
└── archive/

Option B: Comprehensive (if expanding) ​

SPBA Architecture/
├── overview.yml
├── plan.md
│
├── specification/
│   ├── core_architecture.md      # Definitive spec
│   ├── space_component.md
│   ├── post_component.md
│   ├── block_component.md
│   └── action_component.md
│
├── paper/
│   ├── SPBA_arxiv_draft.md
│   └── submission_materials/
│
├── research/
│   ├── literature_review.md
│   ├── patent_analysis.md
│   ├── competitive_analysis.md
│   └── working_notes.md
│
├── implementation/
│   ├── case_studies/
│   │   └── event_management.md
│   └── integration_guide.md
│
└── archive/
    └── research_prompt.md

Which structure?

  • [ ] Option A (publication-focused)
  • [ ] Option B (comprehensive)
  • [ ] Other: _______________

6. Publication Preparation ​

If preparing for arXiv: ​

Recommended actions:

  1. Finalize File 3 as submission-ready manuscript
  2. Extract supplementary materials (case studies, comparative tables)
  3. Generate proper academic citations and references
  4. Create figure files separately
  5. Write abstract for arXiv listing

Priority?

  • [ ] Immediate - prepare for submission
  • [ ] Later - needs more work
  • [ ] Not planning to publish

7. Patent Strategy ​

Identified Risks (from File 2) ​

PatentRisk Level
US8381113B2HIGH
US7885981B2HIGH
US11782684B2HIGH
Oracle workflow patentsMEDIUM

Novelty Opportunities ​

  1. Unified schema-to-everything generation
  2. Infinitely nested workspace primitives
  3. Schema-driven permission generation

Create separate patent strategy document?

  • [ ] Yes
  • [ ] No, keep in research notes
  • [ ] Not relevant

8. Files Recommended for Archive ​

FileRecommendation
spba_research_prompt.mdArchive (historical, served its purpose)
Claude-spba-architecture-draft.mdKeep as research notes OR archive if consolidated

Confirm:

  • [ ] Archive prompt only
  • [ ] Archive both prompt and research draft
  • [ ] Keep all

9. Your Responses ​

OVERLAP A (Architecture): 
OVERLAP B (Literature Review): 
OVERLAP C (Case Study): 

Q1 (Document Classification): 
Q2 (Publication Status): 
Q3 (Patent Content): 
Q4 (Clikkin Relationship): 

Folder Structure: 
Publication Preparation: 
Patent Strategy: 
Archive List:

Generated: 2026-01-22

Private. Restricted access.