Saturday, July 12, 2025

Ask HN: What Challenges Are Hindering Your AI Agents from Advancing Beyond Proof-of-Concept?

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🚀 Exploring Decision Automation in AI Agents 🌟

At the forefront of AI innovation, we’re diving into the intersection of decision automation technology and LLM-based agents. While enterprise systems thrive on structured logic and knowledge-based models, we’re curious about their potential to enhance real-world AI applications.

Key Challenges We’re Addressing:

  • Inconsistent Decisions: Agents often yield varying outcomes from the same input.
  • Opaque Reasoning: Debugging and establishing trust in agent logic is complex.
  • Tool Reliability: Demos may impress, but edge cases can falter.
  • Hallucinations: Incomplete decision-making hampers deployment.
  • Data Gaps: Gathering missing information before action is limited.

🔍 Call for Insights!
We want to know:

  • Have you implemented agent-based systems?
  • What hurdles have you faced in production?
  • Where do you see the need for determinism and consistency?

We’re eager to learn! Share your experiences and thoughts. 💬✨

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