BubbleLabs V3 - Current Model: Abilities & Limitations

What the Current Model Does

Current Model capability's

What the Current Model capability's

• Chain Data Ingestion

  • Fetches transactions for a given wallet on the supported chain(s).

  • Aggregates them into a unified dataset for visualization.

• System Account Filtering

  • Filters out common system programs and infrastructure accounts.

  • Keeps the graph focused on meaningful wallets and contracts rather than low-signal system noise.

• Graph Construction

  • Builds a directed graph of addresses and transactional relationships.

  • Uses a spanning-tree-style layout:

    • Root node = focus wallet.

    • Layers represent increasing transaction distance (hops) from the root.

• 3D Layout

  • Places nodes in hierarchical layers radiating from the focus wallet.

  • Uses straight edges to make paths easy to read.

  • Designed for clarity rather than maximal raw detail.

• User Interactions

  • Enter a wallet → generate a 3D graph.

  • Rotate, zoom, and pan to explore.

  • Click nodes to inspect basic information (address, type, high-level stats).

Strengths

Clarity Over Noise

• Removes most system accounts and unnecessary edges.

• Produces a graph that’s understandable at a glance.

• Fast Mental Model

  • Makes it easy to see:

    • Who a wallet interacts with.

    • Rough directions of flow across a few hops.

    • Key counterparties and structural patterns.

• Performance on Small–Medium Graphs

  • Works well for graphs with tens of nodes and moderate complexity.

  • Favors responsiveness and stability over giant, unreadable hairballs.

Limitations - V3

Single-Wallet, Single-Canvas

• Focused on one wallet per visualization.

• Multi-wallet overlays and comparison views are not yet live.

Limited Analytics

• Does not yet show full PnL, holdings allocation, or best trades.

• No live USD wallet value in the main UI (planned in the roadmap).

Finite Map Depth

• Caps on graph depth and node count to avoid overwhelming the user.

• Infinite expansion from every node is not yet enabled.

Simplified Edge Set

• Some cross-layer, back-edge, and internal program flows are hidden.

• The view is optimized for readability, not for showing all raw edges.

Early-Stage AI

• Current system is primarily deterministic graph logic.

• AI-based path analysis and pattern detection are part of the upcoming “big AI” update, not fully deployed.

Version History

This can be updated as releases go out:

• V3.0

  • Core 3D graph with layered layout and system-account filtering.

• V3.1

  • Map expansion, filters, and richer node detail panels.

• V3.2

  • Wallet analytics (PnL, holdings, best trades, USD values).

• V3.3+

  • AI-driven analysis, modes (Big Wallet Tracker, Multi-Wallet Map), deeper path tooling.