They Lied to You About AI (This Study Proves It)

Caleb Ulku ยท Advanced ยท๐Ÿง  Large Language Models ยท1mo ago
๐Ÿ‘‰ Join our exclusive AI SEO Mastery group for templates and resources: https://www.skool.com/ai-seo-mastery/ Interested in hiring my agency? https://calebulku.com/hire-my-agency/ Vishal Sikka, former Infosys CEO, Oracle board member, and Stanford PhD who studied under John McCarthy (the man who coined "artificial intelligence"), together with his son, published a paper proving fundamental limits of current AI agents and LLMs. Using settled computational complexity theory from the 1960s, they show why transformer-based models hit a hard ceiling on computation per token due to self-attention, why hallucinations are mathematically unavoidable for certain tasks, and what this means for agentic AI in 2026. Covers: fixed compute budget per response, solving vs verifying problems, Time Hierarchy Theorem implications, why longer agent chains compound errors, and the gap between hype and architecture reality. Paper: "Hallucination Stations: On Some Basic Limitations of Transformer-Based Language Models" by Vishal Sikka & Varin Sikka Keywords: AI agent limits 2026, LLM computational ceiling, transformer architecture constraints, why AI agents hallucinate, autonomous AI reliability, Vishal Sikka AI paper, AGI promises vs reality
Watch on YouTube โ†— (saves to browser)
Sign in to unlock AI tutor explanation ยท โšก30

Related AI Lessons

โšก
Thursday Thoughts: The Models We Can't Run
Explore the limitations of running latest AI models and their implications on the AI community
Dev.to ยท Rob
โšก
Big Tech firms are accelerating AI investments and integration, while regulators and companies focus on safety and responsible adoption.
Big Tech firms are investing billions in AI, driving growth and transformation, while prioritizing safety and responsible adoption
Dev.to AI
โšก
35 ChatGPT Prompts for Recruiters (That Actually Work in 2026)
Learn 35 effective ChatGPT prompts for recruiters to streamline their workflow in 2026
Dev.to ยท ClawGear
โšก
Stop Writing Like a Robot: The Prompt That Makes ChatGPT Sound Human
Learn how to craft prompts that make ChatGPT sound human, overcoming lifeless AI writing
Medium ยท ChatGPT
Up next
5 Levels of AI Agents - From Simple LLM Calls to Multi-Agent Systems
Dave Ebbelaar (LLM Eng)
Watch โ†’