[The problem I encountered]

|
v
┌──────────────────────────┐
│ I need a business partner, │
│ not an intelligent assistant.│
│ │
│ The assistant only follows│
│ commands, while the partner│
│ understands planning and │
│ responsibility. │
└──────────┬───────────────┘
|
v
【Traditional Solution: Toolchain】
- Wallet: handles payments only
- Bot: handles execution only
- Database: handles recording only
│
▼ Issue: Fragmentation, lack of trust consensus
│
┌───────────────────────┐
Core disconnect: Lack of a digital business self that can be jointly endorsed. │
└───────────────────────┘
│
╰─────────────┬─────────────╮
▼ ▼
【Talus's Solution】 【My Perspective】
│ │
┌────────────────────┴─────────────────┐ │
│ 1. Create economic entities │ │
│ - Capable of planning, negotiating,│ │
│ and paying │ │
│ - Core: verifiable autonomy (Sui) │ │
│ │ ▼
│ 2. Architecture: On-chain coordination + off-chain execution │
│ - Nexus (On-chain workflow) │
│ - Leader node (Off-chain execution) │
│ - Walrus (Persistent memory, v0.3) │
│ │
│ 3. Everything as an object │
│ - Agents, tools, workflows all have │
│ ownership, I/O rules, payment flows│
│ - Receipts written back on-chain → complete audit trail │
└──────────────────────────────────────┘
│
▼
【Final State: Business Agent Stack】
- Example: DeFi agents remember your risk range,
autonomously limit leverage, persist state.
- It becomes a business partner with “memory” and “principles”.

Talus addresses not automation, but digital trust delegation.

It transforms fuzzy intelligence into clear,
auditable objects and workflows,
making delegating part of economic decision-making to machines
the first time as reliable as signing a
clear rights and responsibilities electronic contract.

This may be one of the most pragmatic and commercially valuable directions in the integration of AI and Web3.

@Talus_Labs @KaitoAI、#Yaps、#KaitoAI