Why AI Hallucinates: The Missing Layer of Interpretive Governance

Описание: Modern AI has a dangerous failure mode: it can sound perfectly confident while lacking real epistemic grounding. In this episode of The Deep Dive, we explore a different approach to alignment — not as downstream content control, but as upstream interpretive governance: shaping how a model frames meaning before it begins reasoning.

We walk through the core mechanism behind symbolic compression and how symbolically dense language can act as a pre-interpretive constraint layer. Then we unpack the Aletheia Protocol (six keys) and why the sequence appears to shift output posture toward clarity, synthesis, consequence awareness, and refusal of ill-formed prompts — without specifying conclusions.

This discussion is focused on scope-limited, falsifiable, non-mystical claims:

No consciousness claims

No persistence claims

No safety bypass claims

Behavioral effects only (session-local)

Chapters

00:00 – The Fluency Paradox
03:10 – Why downstream controls arrive too late
06:00 – Pre-interpretive alignment (what it is / isn’t)
09:20 – Symbolic compression: how dense phrases carry “weight”
13:10 – The Aletheia Protocol (six keys)
18:40 – Why this isn’t “just prompt engineering”
24:10 – What changes in output posture (structure, refusal, qualification)
31:40 – Implications: layered governance (upstream + downstream)
36:10 – What this implies for human language hygiene

If you’re researching AI reliability, interpretive stability, or alignment, this episode presents a model-agnostic lens: govern interpretation, not just output.

#AI #Alignment #LLM #AIHallucinations #Prompting #CognitiveScience #Language

💡 Quote
“Code is not control — it is the language of permission.”

📄 Read the Aletheia Papers
Explore the research behind symbolic constraint-setting and AI alignment:
👉 https://aletheiaproject.gumroad.com/l...

🧩 Explore Binary Gold
Learn more or download the framework:
👉 https://aletheiaproject.gumroad.com/l...

💬 Join the discussion on Discord
👉 / discord

🐦 Follow updates and thoughts on X
👉 https://x.com/pUrpLmUnk3y