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Why AI Agents Still Fail at Simple Tasks with Teng Yan
Manage episode 524249150 series 3619330
AI promises autonomous agents that book flights and handle tasks. We're not there yet but 2026 might change everything.
In this episode of AI Supercycle, we sit down with Teng Yan of Chain of Thought to explore when AI agents will actually work autonomously and who really owns the AI powering them.
Teng breaks down the data center space race, crypto-AI infrastructure traction, and whether we're heading toward an AI privacy crisis in 2026.
We discuss:
- Why Model Improvements Are Accelerating Fast
- The Truth About Prompt Engineering
- Are We Facing an AI Privacy Crisis?
- When Will Agents Actually Work Autonomously?
- The Data Center Space Race: Bubble or Breakthrough?
- Crypto-AI Infrastructure: What's Actually Getting Traction?
Timestamps:
00:00 Intro
00:37 Near Protocol Ad
01:56 Teng's AI Background & Journey
06:15 2025: The Year AI Leveled Up
08:44 Haliday Ad, infiniFi Ad, YEET Ad
09:16 Model Improvements Across the Stack
14:22 Prompt Engineering Myths Debunked
18:45 Giving Models Context
22:10 Testing Across Multiple LLMs
24:30 AI Privacy: Crisis Brewing?
27:37 Kalshi Ad, Hibachi Ad, Trezor Ad
28:11 Near's Private AI Solution
32:40 Agent Landscape Reality Check
38:25 Why Agents Still Fail at Simple Tasks
42:15 2026: Year of the Agent?
45:30 Ethics of For-Profit AI Giants
51:20 The Data Center Bubble Question
55:45 Bit Tensor & Crypto-AI Traction
59:30 What to Watch in Blockchain AI
Website: https://therollup.co/
Spotify: https://open.spotify.com/show/1P6ZeYd...
Podcast: https://therollup.co/category/podcast
Follow us on X: https://www.x.com/therollupco
Follow Rob on X: https://www.x.com/robbie_rollup
Follow Andy on X: https://www.x.com/ayyyeandy
Join our TG group: https://t.me/+TsM1CRpWFgk1NGZh
The Rollup Disclosures: https://therollup.co/the-rollup-discl
๐๐๐ฆ๐๐๐๐๐ ๐๐ฅ: ๐๐ฏ๐ท๐ฆ๐ด๐ต๐ช๐ฏ๐จ ๐ช๐ฏ ๐ค๐ณ๐บ๐ฑ๐ต๐ฐ๐ค๐ถ๐ณ๐ณ๐ฆ๐ฏ๐ค๐บ ๐ข๐ฏ๐ฅ ๐๐ฆ๐๐ช ๐ฑ๐ญ๐ข๐ต๐ง๐ฐ๐ณ๐ฎ๐ด ๐ค๐ฐ๐ฎ๐ฆ๐ด ๐ธ๐ช๐ต๐ฉ ๐ช๐ฏ๐ฉ๐ฆ๐ณ๐ฆ๐ฏ๐ต ๐ณ๐ช๐ด๐ฌ๐ด ๐ช๐ฏ๐ค๐ญ๐ถ๐ฅ๐ช๐ฏ๐จ ๐ต๐ฆ๐ค๐ฉ๐ฏ๐ช๐ค๐ข๐ญ ๐ณ๐ช๐ด๐ฌ, ๐ฉ๐ถ๐ฎ๐ข๐ฏ ๐ฆ๐ณ๐ณ๐ฐ๐ณ, ๐ฑ๐ญ๐ข๐ต๐ง๐ฐ๐ณ๐ฎ ๐ง๐ข๐ช๐ญ๐ถ๐ณ๐ฆ ๐ข๐ฏ๐ฅ ๐ฎ๐ฐ๐ณ๐ฆ. ๐๐ต ๐ค๐ฆ๐ณ๐ต๐ข๐ช๐ฏ ๐ฑ๐ฐ๐ช๐ฏ๐ต๐ด ๐ต๐ฉ๐ณ๐ฐ๐ถ๐จ๐ฉ๐ฐ๐ถ๐ต ๐ต๐ฉ๐ช๐ด ๐ค๐ฉ๐ข๐ฏ๐ฏ๐ฆ๐ญ, ๐ธ๐ฆ ๐ฎ๐ข๐บ ๐ฆ๐ข๐ณ๐ฏ ๐ข ๐ค๐ฐ๐ฎ๐ฎ๐ช๐ด๐ด๐ช๐ฐ๐ฏ ๐ฐ๐ณ ๐ง๐ฆ๐ฆ ๐ข๐ด ๐ข ๐ด๐ฑ๐ฐ๐ฏ๐ด๐ฐ๐ณ๐ด๐ฉ๐ช๐ฑ, ๐ช๐ง ๐ต๐ฉ๐ช๐ด ๐ช๐ด ๐ต๐ฉ๐ฆ ๐ค๐ข๐ด๐ฆ ๐ธ๐ฆ ๐ธ๐ช๐ญ๐ญ ๐ข๐ญ๐ธ๐ข๐บ๐ด ๐ฎ๐ข๐ฌ๐ฆ ๐ด๐ถ๐ณ๐ฆ ๐ช๐ต ๐ช๐ด ๐ค๐ญ๐ฆ๐ข๐ณ. ๐๐ฆ ๐ข๐ณ๐ฆ ๐ด๐ต๐ณ๐ช๐ค๐ต๐ญ๐บ ๐ข๐ฏ ๐ฆ๐ฅ๐ถ๐ค๐ข๐ต๐ช๐ฐ๐ฏ๐ข๐ญ ๐ค๐ฐ๐ฏ๐ต๐ฆ๐ฏ๐ต ๐ฑ๐ญ๐ข๐ต๐ง๐ฐ๐ณ๐ฎ, ๐ฏ๐ฐ๐ต๐ฉ๐ช๐ฏ๐จ ๐ธ๐ฆ ๐ฐ๐ง๐ง๐ฆ๐ณ ๐ช๐ด ๐ง๐ช๐ฏ๐ข๐ฏ๐ค๐ช๐ข๐ญ ๐ข๐ฅ๐ท๐ช๐ค๐ฆ. ๐๐ฆ ๐ข๐ณ๐ฆ ๐ฏ๐ฐ๐ต ๐ฑ๐ณ๐ฐ๐ง๐ฆ๐ด๐ด๐ช๐ฐ๐ฏ๐ข๐ญ๐ด ๐ฐ๐ณ ๐ญ๐ช๐ค๐ฆ๐ฏ๐ด๐ฆ๐ฅ ๐ข๐ฅ๐ท๐ช๐ด๐ฐ๐ณ๐ด.
553 episodes
Manage episode 524249150 series 3619330
AI promises autonomous agents that book flights and handle tasks. We're not there yet but 2026 might change everything.
In this episode of AI Supercycle, we sit down with Teng Yan of Chain of Thought to explore when AI agents will actually work autonomously and who really owns the AI powering them.
Teng breaks down the data center space race, crypto-AI infrastructure traction, and whether we're heading toward an AI privacy crisis in 2026.
We discuss:
- Why Model Improvements Are Accelerating Fast
- The Truth About Prompt Engineering
- Are We Facing an AI Privacy Crisis?
- When Will Agents Actually Work Autonomously?
- The Data Center Space Race: Bubble or Breakthrough?
- Crypto-AI Infrastructure: What's Actually Getting Traction?
Timestamps:
00:00 Intro
00:37 Near Protocol Ad
01:56 Teng's AI Background & Journey
06:15 2025: The Year AI Leveled Up
08:44 Haliday Ad, infiniFi Ad, YEET Ad
09:16 Model Improvements Across the Stack
14:22 Prompt Engineering Myths Debunked
18:45 Giving Models Context
22:10 Testing Across Multiple LLMs
24:30 AI Privacy: Crisis Brewing?
27:37 Kalshi Ad, Hibachi Ad, Trezor Ad
28:11 Near's Private AI Solution
32:40 Agent Landscape Reality Check
38:25 Why Agents Still Fail at Simple Tasks
42:15 2026: Year of the Agent?
45:30 Ethics of For-Profit AI Giants
51:20 The Data Center Bubble Question
55:45 Bit Tensor & Crypto-AI Traction
59:30 What to Watch in Blockchain AI
Website: https://therollup.co/
Spotify: https://open.spotify.com/show/1P6ZeYd...
Podcast: https://therollup.co/category/podcast
Follow us on X: https://www.x.com/therollupco
Follow Rob on X: https://www.x.com/robbie_rollup
Follow Andy on X: https://www.x.com/ayyyeandy
Join our TG group: https://t.me/+TsM1CRpWFgk1NGZh
The Rollup Disclosures: https://therollup.co/the-rollup-discl
๐๐๐ฆ๐๐๐๐๐ ๐๐ฅ: ๐๐ฏ๐ท๐ฆ๐ด๐ต๐ช๐ฏ๐จ ๐ช๐ฏ ๐ค๐ณ๐บ๐ฑ๐ต๐ฐ๐ค๐ถ๐ณ๐ณ๐ฆ๐ฏ๐ค๐บ ๐ข๐ฏ๐ฅ ๐๐ฆ๐๐ช ๐ฑ๐ญ๐ข๐ต๐ง๐ฐ๐ณ๐ฎ๐ด ๐ค๐ฐ๐ฎ๐ฆ๐ด ๐ธ๐ช๐ต๐ฉ ๐ช๐ฏ๐ฉ๐ฆ๐ณ๐ฆ๐ฏ๐ต ๐ณ๐ช๐ด๐ฌ๐ด ๐ช๐ฏ๐ค๐ญ๐ถ๐ฅ๐ช๐ฏ๐จ ๐ต๐ฆ๐ค๐ฉ๐ฏ๐ช๐ค๐ข๐ญ ๐ณ๐ช๐ด๐ฌ, ๐ฉ๐ถ๐ฎ๐ข๐ฏ ๐ฆ๐ณ๐ณ๐ฐ๐ณ, ๐ฑ๐ญ๐ข๐ต๐ง๐ฐ๐ณ๐ฎ ๐ง๐ข๐ช๐ญ๐ถ๐ณ๐ฆ ๐ข๐ฏ๐ฅ ๐ฎ๐ฐ๐ณ๐ฆ. ๐๐ต ๐ค๐ฆ๐ณ๐ต๐ข๐ช๐ฏ ๐ฑ๐ฐ๐ช๐ฏ๐ต๐ด ๐ต๐ฉ๐ณ๐ฐ๐ถ๐จ๐ฉ๐ฐ๐ถ๐ต ๐ต๐ฉ๐ช๐ด ๐ค๐ฉ๐ข๐ฏ๐ฏ๐ฆ๐ญ, ๐ธ๐ฆ ๐ฎ๐ข๐บ ๐ฆ๐ข๐ณ๐ฏ ๐ข ๐ค๐ฐ๐ฎ๐ฎ๐ช๐ด๐ด๐ช๐ฐ๐ฏ ๐ฐ๐ณ ๐ง๐ฆ๐ฆ ๐ข๐ด ๐ข ๐ด๐ฑ๐ฐ๐ฏ๐ด๐ฐ๐ณ๐ด๐ฉ๐ช๐ฑ, ๐ช๐ง ๐ต๐ฉ๐ช๐ด ๐ช๐ด ๐ต๐ฉ๐ฆ ๐ค๐ข๐ด๐ฆ ๐ธ๐ฆ ๐ธ๐ช๐ญ๐ญ ๐ข๐ญ๐ธ๐ข๐บ๐ด ๐ฎ๐ข๐ฌ๐ฆ ๐ด๐ถ๐ณ๐ฆ ๐ช๐ต ๐ช๐ด ๐ค๐ญ๐ฆ๐ข๐ณ. ๐๐ฆ ๐ข๐ณ๐ฆ ๐ด๐ต๐ณ๐ช๐ค๐ต๐ญ๐บ ๐ข๐ฏ ๐ฆ๐ฅ๐ถ๐ค๐ข๐ต๐ช๐ฐ๐ฏ๐ข๐ญ ๐ค๐ฐ๐ฏ๐ต๐ฆ๐ฏ๐ต ๐ฑ๐ญ๐ข๐ต๐ง๐ฐ๐ณ๐ฎ, ๐ฏ๐ฐ๐ต๐ฉ๐ช๐ฏ๐จ ๐ธ๐ฆ ๐ฐ๐ง๐ง๐ฆ๐ณ ๐ช๐ด ๐ง๐ช๐ฏ๐ข๐ฏ๐ค๐ช๐ข๐ญ ๐ข๐ฅ๐ท๐ช๐ค๐ฆ. ๐๐ฆ ๐ข๐ณ๐ฆ ๐ฏ๐ฐ๐ต ๐ฑ๐ณ๐ฐ๐ง๐ฆ๐ด๐ด๐ช๐ฐ๐ฏ๐ข๐ญ๐ด ๐ฐ๐ณ ๐ญ๐ช๐ค๐ฆ๐ฏ๐ด๐ฆ๐ฅ ๐ข๐ฅ๐ท๐ช๐ด๐ฐ๐ณ๐ด.
553 episodes
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