Long-Horizon Reasoning AI System

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Inspired by a conversation on:

a16z Podcast

From Vibe Coding to Vibe Researching: OpenAI’s Mark Chen and Jakub Pachocki

Host: Erik Torenberg

Timestamp: 00:07:46 - 00:09:44

Listen to Episode • View Podcast • All Ideas from a16z Podcast

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Direct Quote

"We are focused on extending that horizon, both in terms of the models' ability to plan over very long horizons."

Market Gap

AI lacks the ability for long-term reasoning.

Current AI systems often struggle with tasks that require long-term reasoning and planning, which limits their effectiveness in real-world applications. Many existing models are designed for short-term tasks and lack the capability to think ahead and make decisions based on future implications. This results in missed opportunities and suboptimal outcomes in various fields, from strategic business planning to complex scientific research. The growing demand for AI that can operate over extended timeframes highlights the need for innovative solutions that enhance reasoning capabilities.

Summary

The concept involves developing an AI system specifically designed for long-horizon reasoning, enabling it to tackle complex problems that require foresight and strategic planning. This system would be applicable in various sectors, including finance, healthcare, and scientific research, where the ability to predict and plan for future scenarios is crucial. By incorporating advanced AI techniques, this solution aims to provide organizations with insights that can guide decision-making over extended timeframes, ultimately leading to more informed and effective strategies.

Categorization

Business Model

SaaS

Target Founder

Technical

Difficulty

High

Time to Revenue

6-12 months

Initial Investment

> $10,000

Potential MRR (18-24 months)

Conservative

$3,000 - $8,000 MRR

Moderate (Most Likely)

$15,000 - $30,000 MRR

Optimistic

$40,000 - $80,000 MRR

* Estimates assume solo founder/bootstrap scenario with competent execution

Scores

Clarity

8/10

Novelty

8/10

Feasibility

5/10

Market Potential

9/10

Evidence

8/10

Overall

7.6/10

Found on September 25, 2025 • Analyzed on September 25, 2025 10:10 AM

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How should I validate this saas idea before building it?

2:34 PM

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2:35 PM

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2:36 PM

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