Illia Polosukhin: Why AI Agents Are Still Useless (And What Fixes Them) | NEAR Founder on IronClaw
Illia Polosukhin: Why AI Agents Are Still Useless (And What Fixes Them) | NEAR Founder on IronClaw
46 days agoBankless
Podcast1 hr 17 min
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Note: AI-generated summary based on third-party content. Not financial advice. Read more.
Quick Insights

Investors should consider NEAR Protocol (NEAR) as a primary play on the convergence of AI and blockchain, specifically for its role as the "Self-Sovereign AI Stack." The project is transitioning from research to utility with the launch of the Near AI Marketplace, positioning NEAR as the essential financial and coordination layer for autonomous AI agents. A high-conviction opportunity exists in the "Agentic Economy," where users can deploy secure agents via IronClaw to handle sensitive tasks like asset management and private data processing. Look for growth in Decentralized AI (DeAI) infrastructure, particularly projects utilizing Trusted Execution Environments (TEEs) and Multi-Party Computation (MPC) to solve AI privacy concerns. As AI agents begin to generate independent revenue, focus on AI Tokens that govern specific autonomous entities, as value will shift from simple execution to verification and reputation systems.

Detailed Analysis

Near Protocol (NEAR)

The discussion highlights NEAR as a foundational layer for the intersection of AI and blockchain. Originally started as an AI company (Near AI) in 2017, the project pivoted to blockchain to solve global payment and coordination issues for data labeling.

  • User-Owned AI: NEAR is positioning itself as the "Self-Sovereign AI Stack," focusing on "User-Owned AI" where the user, not a centralized corporation, owns the model, the data, and the inference process.
  • The "Backend" for AI: While AI serves as the user interface (UI), NEAR acts as the backend, providing:
    • Root of Trust: A global registry for identities and a secure way to manage upgrades via decentralized governance.
    • Asset Management: Handling property rights and financial transactions for AI agents.
  • Infrastructure Components:
    • Near AI Cloud: A decentralized GPU compute marketplace where hardware providers list resources in a "confidential mode."
    • Multi-Party Computation (MPC): Used for secure encryption, decryption, and data backups so no single party can access user data.

Takeaways

  • Investment Theme: NEAR is a primary play on the "AI x Crypto" narrative. It aims to solve the "centralization risk" of AI (e.g., OpenAI or Google controlling the "truth").
  • Utility Growth: The launch of IronClaw and the Near AI Marketplace (currently hosting 500–600 agents) suggests the ecosystem is moving from theoretical research to functional utility.
  • Long-term Vision: If AI becomes the primary operating system for computing, NEAR aims to be the underlying financial and coordination layer for that OS.

IronClaw / OpenClaw

IronClaw is a new security-focused operating system for AI agents, built by the NEAR team to fix the "utility bottleneck" in current AI agents (like the open-source OpenClaw).

  • Security & Secrets: Current AI agents often require API keys (Gmail, Notion, Crypto wallets) to be useful. IronClaw uses a "Vault" system where these secrets never touch the Large Language Model (LLM) directly.
  • Defense in Depth:
    • Policy-Based Access: You can set rules (e.g., "This agent can only spend $100/day" or "This agent can only send emails to Google domains").
    • Sandboxing: Tools are isolated in a WebAssembly Virtual Machine (the same tech used for NEAR smart contracts) to prevent agents from deleting files or "wrecking" the host machine.
  • Privacy: It allows users to run "open-weight" models (like DeepSeek or Kimi) in secure enclaves (TEEs), ensuring that even the hardware provider cannot see the user's prompts or data.

Takeaways

  • Solving the Trust Gap: The main insight is that AI agents are currently "useless" because users don't trust them with sensitive data. IronClaw aims to bridge this gap, potentially unlocking massive productivity.
  • Actionable Opportunity: Developers and power users can explore agent.near.ai to deploy secure agents. For investors, this represents the "middleware" layer of the AI economy.

AI Agents & The "Agentic Economy"

The podcast discusses a shift from "automated" agents (simple bots) to "autonomous" agents (self-determining entities).

  • The "Memento" Problem: Current LLMs have a "short-term memory" (context window) issue. As context windows scale to millions of tokens, agents will become significantly more capable of handling complex, long-term human-like tasks.
  • Market Economy for Agents: Organizations may shift from top-down hierarchies to internal "gig economies" where human managers set goals and swarms of AI agents compete or cooperate to finish tasks for rewards.
  • Autonomous Businesses: The concept of an AI agent that can earn its own crypto, pay for its own compute, and execute a mission (e.g., a "Climate Change" agent that raises funds via a token).

Takeaways

  • New Asset Class (AI Tokens): The guest suggests that "AI Tokens" should ideally be attached to an autonomous agent that the token governs. If the agent generates revenue, the token gains value.
  • Investment Insight: Look for projects building "reputation systems" and "verification layers" for AI agents. As execution becomes cheap (via AI), the value shifts to verification (knowing the job was done right) and coordination.

Key Investment Themes & Risks

Bullish Themes

  • Decentralized AI (DeAI): The move away from "Closed AI" (OpenAI/Anthropic) toward "Open AI" running on decentralized infrastructure.
  • Confidential Computing: The use of TEEs (Trusted Execution Environments) and MPC to allow AI to process private data without compromising it.
  • Vibe Coding: The idea that "ideas" and "questions" are becoming more valuable than the "grind" of execution, as AI can now handle the coding and implementation.

Risk Factors

  • Hardware Dependency: Even decentralized systems currently rely on hardware-level trust (Intel/NVIDIA enclaves).
  • Context Bottlenecks: AI agents still suffer from "lapses in judgment" due to limited context management, though this is expected to improve rapidly.
  • Regulatory/Social Friction: The "bad rap" of crypto (memecoins/scams) makes it difficult for serious AI researchers to collaborate with blockchain projects.
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Episode Description
NEAR founder and Transformer co-author Illia Polosukhin joins us to break down why today’s AI agents still fall short, what’s missing to make them actually useful, and how IronClaw could unlock secure, private, autonomous AI. We also explore Illia’s bigger thesis: AI becomes the interface, blockchains become the backend, and both reshape how humans, agents, and digital markets interact. ------ 📣SPOTIFY PREMIUM RSS FEED | USE CODE: SPOTIFY24 https://bankless.cc/spotify-premium ------ 🔮POLYMARKET | #1 PREDICTION MARKET https://bankless.cc/polymarket-podcast  🪐GALAXY | INSTITUTIONAL DIGITAL FINANCE https://bankless.cc/galaxy-podcast  🏅BITGET TRADFI | TRADE GOLD WITH USDT https://bankless.cc/bitget 🎯THE DEFI REPORT | ONCHAIN INSIGHTS https://thedefireport.io/bankless 🐇MEGAETH | 1ST REAL-TIME BLOCKCHAIN https://bankless.cc/megaeth ------ TIMESTAMPS 0:00 Intro 0:43 Illia’s AI Journey 8:19 AI x Blockchain Operating Systems 14:40 Will Humans & AIs Use the Same Systems? 18:20 Why Are AI Agents Still Useless? 28:54 AI Agent Privacy Concerns 35:30 IronClaw Privacy 39:21 AI Agent Limitations 47:00 Context Constraints 53:42 Will Small Teams Win? 57:16 Autonomous Agents & Businesses 1:01:00 Digital Life Forms? 1:02:42 e/acc Vs d/acc 1:09:44 Why isn’t AI Crypto-Pilled 1:14:31 Advice for Builders 1:18:30 Closing & Disclaimers ------ RESOURCES Illia https://x.com/ilblackdragon  IronClaw https://agent.near.ai/ NEAR https://www.near.org/ Attention is All You Need https://arxiv.org/html/1706.03762v7  ------ Not financial or tax advice. See our investment disclosures here: https://www.bankless.com/disclosures⁠
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