more formatting changes - due to automatic whitespace addressal in the GitHub actions. Trying to get the Abstract to render correctly in the Curvenote preview.

Author: shauryashaurya

papers/SHAURYA_AGARWAL_The_Silmaril_Strikes_Again/The Silmaril strikes again v01.md

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 # THE SILMARIL STRIKES AGAIN: building better AI systems with deterministic reasoning capabilities using Ontologies
 
 
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 # Abstract   
 
 Large language models now power many agentic systems.    
 Common interaction patterns include:    
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-# Abstract
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-Large language models now power many agentic systems.
-Common interaction patterns include:
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 * plan first, then execute [@wang2023plansolve]
 * reason and act in turns, as in ReAct [@yao2023react]
 * reflect on feedback and try again, as in Reflexion [@shinn2023reflexion]
 * call external tools and APIs [@schick2023toolformer]
 * ...and more
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 These patterns make language models more useful as agents. 
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-
-These patterns make language models more useful as agents.
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 But the agent is still largely driven by model-generated state, reasoning, and decisions.
 That creates four pressures:
 * **Grounding:** the system needs stable identities for entities and typed relations between them.