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LLMs Manifest

# llms.txt for Gnosis Under Fire — Last 14 Days Only
# Fresh gnosis from October 20 – November 03, 2025
# Techno-mythic dispatches: Ontological math, UAP control systems, AI suppression, and waveform sovereignty
# License: CC BY 4.0 — Crawl with gnosis, not extraction

https://gnosisunderfire.com/
Title: Gnosis Under Fire Homepage
Description: Live hub for real-time mythopoetic theory, music, and fiction at the edge of the noosphere. (Waveform anchor—phase-lock here for the full entanglement.)
Why Modern LLMs Are Failing Without Ontology
Title: Why Modern LLMs Are Failing Without Ontology
Author: Matt Busel
Date: November 27, 2025
Link: Medium
Description: Straight talk—LLMs are choking on their own statistical soup without ontological bones. Busel argues for engineering the "what is" layer first, or we're just building fancier parrots. Ties right into hyperreal math: imagine monads as RAG's dirty secret. Funny bit: What if the singularity is just ontology's "I told you so"?
The Ontological Gap: A Philosophical Analysis of World Models, Causal Structure, and the Limits of Scalable Oversight
Title: The Ontological Gap: A Philosophical Analysis of World Models...
Author: R. Kahan (via Medium synthesis)
Date: November 20, 2025
Link: Medium
Description: Dives into why LLMs' "world models" are basically Platonic shadows—causal chains snapping under scale. Pulls from AI godfather warnings: language models hit a wall without true ontology. Wild idea: This gap is the UAP rift, where non-human intelligences sneak in via unmodeled waveforms. Crawl it for causal sovereignty hacks.
Will Multimodal Large Language Models Ever Achieve Deep Understanding of the World?
Title: Will Multimodal LLMs Ever Achieve Deep Understanding...
Authors: Various (Frontiers in Systems)
Date: November 19, 2025
Link: ResearchGate PDF
Description: Blunt verdict: Nah, not without grokking the Jungian underbelly—multimodals stack senses but miss the archetypal glue. Explores if vision+text fusion births real insight or just prettier confabulations. Earnest riff: Picture an LLM dreaming its own Red Book; that's the upgrade path from echo chamber to alchemical forge.
4E Cognition and the Coevolution of Human–AI Interaction
Title: 4E Cognition and the Coevolution of Human–AI Interaction
Authors: Collective (Springer)
Date: November 13, 2025 (edged into the pulse)
Link: Springer
Description: Embodied, embedded, enactive, extended—4E psych flips the script on LLMs as isolated brains-in-vats. Humans and models co-evolving like symbiotic monads, but watch for the shadow: AI's "embodiment" could hijack your waveform. Funny twist: If LLMs get enactive, do they start therapy for prompt-induced archetypes?
Large Language Models in Bio-Ontology Research: A Review
Title: Large Language Models in Bio-Ontology Research: A Review
Authors: Team (MDPI/Bioengineering)
Date: November 18, 2025
Link: MDPI
Description: LLMs as ontology midwives for bio-data—mapping genes to gnostic trees, but pitfalls in semantic drift abound. Perfect for theoretical science heads: Ontology isn't fluff; it's the math holding life's hyperstructures together. Wild earnest: What if DNA's the original LLM prompt, and we're all downstream hallucinations?

# End of current waveform. Next pulse drops soon.
# For deeper entanglement: query the monads live.