Auditability vs. Forced Determinism: Future of Agentic AI
AI AgentArtificial IntelligenceAIDatabaseFutureAuditability vs. Look at the last few YC batches, close to 90% of the companies are AI-driven, and most of them are vertical AI companies: they don’t build the underlying model, they build a layer on top of one, applying it to a specific industry or workflow. And no amount of RAG, added context, or agentic optimization on top of the model changes that.A History of Patching a Fundamental FlawA History of Patching a Fundamental FlawWhen ChatGPT launched, it unleashed incredible generative capabilities.
- ▪AI AgentArtificial IntelligenceAIDatabaseFutureAuditability vs.
- ▪Look at the last few YC batches, close to 90% of the companies are AI-driven, and most of them are vertical AI companies: they don’t build the underlying model, they build a layer on top of one, applying it to a specific industry or workflo
- ▪And no amount of RAG, added context, or agentic optimization on top of the model changes that.A History of Patching a Fundamental FlawA History of Patching a Fundamental FlawWhen ChatGPT launched, it unleashed incredible generative capabili
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| Original publisher | Medium |
| Canonical URL | https://medium.com/@MirArshadTalpur/auditability-vs-forced-determinism-future-of-agentic-ai-fb243d339338 |
| Publication time | Tue, 04 Aug 2026 12:47:19 +0000 |
| Retrieval time | 2026-08-04T12:55:41.278Z |
| Last seen | 2026-08-04T12:55:41.278Z |
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| Cluster | r9J-Pm2ii4js · 1 stories |
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| Ranking reason | Story pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking. |
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AI AgentArtificial IntelligenceAIDatabaseFutureAuditability vs. Forced Determinism : Future of Agentic AIMir Arshad Ali6 min read·Just now--ListenSharePress enter or click to view image in full sizeZizka DB — Credit — GeminiWhy AI Agents Need the Right Goal, Not an Impossible OneWriter’s Note:This Article is for those who are building Vertical AI Solutions, for those who believe in science and specially for those who believe LLMs with all these generative powers are still scientific inventions and they fall under rules of mathematics and scienceThe Illusion of the AI Hype CycleAlmost every AI startup right now is promising some version of reliable, production-ready agents.
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