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| Ontological commitment in AI prompt engineering refers to the process of explicitly or implicitly defining the │ | |
| │ set of entities, properties, relations, and axioms that an AI model (especially a Large Language Model, LLM) is │ | |
| │ assumed to accept as "real" or "valid" within a specific context or task. By modeling these commitments, prompt │ | |
| │ engineers can guide the AI to reason, generate, and act consistently with a desired worldview or domain │ | |
| │ understanding. │ | |
| │ │ | |
| │ Here's how ontological commitment can be mode... │ | |
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| 💭 gemini-2.5-pro: | |
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| │ Excellent question. This topic bridges the gap between the philosophical foundations of AI and the practical │ | |
| │ craft of prompt engineering. │ | |
| │ │ | |
| │ Here is a clear, well-reasoned answer on how ontological commitment can be modeled in AI prompt engineering. │ | |
| │ │ | |
| │ ### What is Ontological Commitment? │ | |
| │ │ | |
| │ First, let's define the term. In philosophy and computer science, **ontological commitment** refers to the set │ | |
| │ of concepts, entities, categories, and relationships that a system (or theory) assumes to exist. It's t... │ | |
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| 🔍 Stage 2: Peer Review & Ranking... | |
| Error calling gemini-2.5-pro: ('Connection aborted.', RemoteDisconnected('Remote end closed connection without | |
| response')) | |
| 🏆 gemini-2.5-flash's Ranking: | |
| 1. Response A | |
| 🏆 gemini-2.5-pro's Ranking: | |
| 1. Response A | |
| 2. Response B | |
| 📊 Aggregate Rankings: | |
| gemini-2.5-flash: 1.00 | |
| gemini-2.5-pro: 2.00 | |
| 🎯 Stage 3: Chairman's Final Synthesis... | |
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| WARNING:tornado.access:429 POST /v1beta/models/gemini-2.5-pro:generateContent?%24alt=json%3Benum-encoding%3Dint (::1) 380.98ms | |
| Error calling gemini-2.5-pro: 429 POST | |
| https://generativelanguage.googleapis.com/v1beta/models/gemini-2.5-pro:generateContent?%24alt=json%3Benum-encoding% | |
| 3Dint: You exceeded your current quota, please check your plan and billing details. For more information on this | |
| error, head to: https://ai.google.dev/gemini-api/docs/rate-limits. To monitor your current usage, head to: | |
| https://ai.dev/usage?tab=rate-limit. | |
| * Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 2, | |
| model: gemini-2.5-pro | |
| Please retry in 53.22299885s. | |
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| ╭────────────────────────────────────────── ✨ Chairman's Final Answer ───────────────────────────────────────────╮ | |
| │ │ | |
| │ [Error from gemini-2.5-pro: 429 POST │ | |
| │ https://generativelanguage.googleapis.com/v1beta/models/gemini-2.5-pro:generateContent?%24a] │ | |
| │ │ | |
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