mlsanityData to 14 Oct 2026

From Extraction to Synthesis: Entangled Heuristics for Agent-Augmented Strategic Reasoning

arXiv 2507.13768 ↗First posted 18 Jul 2025cs.AIcited by 4

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Abstract (arXiv)

We present a hybrid architecture for agent-augmented strategic reasoning, combining heuristic extraction, semantic activation, and compositional synthesis. Drawing on sources ranging from classical military theory to contemporary corporate strategy, our model activates and composes multiple heuristics through a process of semantic interdependence inspired by research in quantum cognition. Unlike traditional decision engines that select the best rule, our system fuses conflicting heuristics into coherent and context-sensitive narratives, guided by semantic interaction modeling and rhetorical framing. We demonstrate the framework via a Meta vs. FTC case study, with preliminary validation through semantic metrics. Limitations and extensions (e.g., dynamic interference tuning) are discussed.

Key facts. Cited by 4 papers in the map (data through 14 Oct 2026). Builds on 9 of its 35 references that are in the map. First posted on arXiv 18 Jul 2025.

Builds on

9 of 35 references.

References · 9

  1. 2019Sentence-BERT: Sentence Embeddings using Siamese BERT-Networkscited by 9,170
  2. 2013Efficient Estimation of Word Representations in Vector Spacecited by 4,375
  3. 2023A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questionscited by 1,601
  4. 2024A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applicationscited by 431
  5. 2023TELeR: A General Taxonomy of LLM Prompts for Benchmarking Complex Taskscited by 49
  6. 2020Language Models as Few-Shot Learner for Task-Oriented Dialogue Systemscited by 41
  7. 2024Mitigating Large Language Model Hallucination with Faithful Finetuningcited by 24
  8. 2024A review of faithfulness metrics for hallucination assessment in Large Language Modelscited by 9
  9. 2025Recommending Actionable Strategies: A Semantic Approach to Integrating Analytical Frameworks with Decision Heuristicscited by 3

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2025: 1; 2026: 3.

4 papers.

  1. 2025Quantum Abduction: A New Paradigm for Reasoning under Uncertaintycited by 2
  2. 2026Analytic Abduction: Causal Decomposition and Governed Commitment for Human--AI Coordinationcited by 1
  3. 2026Can Semantic Methods Enhance Team Sports Tactics? A Methodology for Football with Broader Applicationscited by 0
  4. 2026A Minimal kappa--τ Logic for Risk-Sensitive Abductioncited by 0