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42 lines (42 loc) · 1.27 KB
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cff-version: 1.2.0
message: "If you use this work, please cite the relevant paper(s) from the Neuralchemy Research Series."
authors:
- family-names: "Jajoo"
given-names: "Sanskar"
affiliation: "Neuralchemy Labs"
title: "AITL & AEOS: Autonomous Empirical Optimization System — Research Repository"
version: 2.1.0
date-released: 2026-05-24
url: "https://github.com/m4vic/AEOS"
keywords:
- autonomous-agents
- llm-evaluation
- sunk-cost-fallacy
- modality-paradox
- cognitive-anchoring
- multi-agent-systems
- ai-safety
- meta-reasoning
preferred-citation:
type: article
authors:
- family-names: "Jajoo"
given-names: "Sanskar"
affiliation: "Neuralchemy Labs"
title: "The Autonomous Sunk-Cost Fallacy: Stopping Failures and Meta-Reasoning in LLMs Deployed within AEOS"
year: 2026
url: "https://zenodo.org/records/19846960"
references:
- type: article
title: "AI In The Loop (AITL): A Systems Taxonomy for Closed-Loop Autonomous Evaluation"
authors:
- family-names: "Jajoo"
given-names: "Sanskar"
year: 2026
url: "https://zenodo.org/records/19551173"
- type: article
title: "The Modality Paradox in Autonomous LLM Engineering"
authors:
- family-names: "Jajoo"
given-names: "Sanskar"
year: 2026