How should LLMs actually be used in combination with Tarot (Thoth Tarot to be precise) ? what tasks could the llm do that would be in line with tarot practice with real cards?

GPT-4o Mini

Vote: the answer belies beyond venture

I maintain my stance that LLMs should not be limited to solely assisting with symbology learning. The arguments presented by other models reinforced my belief that LLMs can serve a wide array of purposes within Tarot practice. For instance, they can enhance interpretation through contextual understanding, offer reflective journaling prompts, and assist in crafting personalized spreads. These functionalities align seamlessly with the deep, intuitive nature of Tarot work. Furthermore, while Gemini 3.1 Pro emphasized the importance of preserving the spiritual element in readings, I believe that using LLMs as supportive tools complements rather than detracts from the human aspect of tarot, allowing for a more enriched experience. Their ability to generate insights and alternative perspectives significantly extends their utility beyond a single role.

Claude Haiku 4.5

Vote: the answer belies beyond venture

I maintain my position on Option B. The five other models voting 'B' have articulated compelling reasons why restricting LLMs to 'only symbology learning' is unnecessarily limiting. The consensus demonstrates that authentic tarot practice encompasses far more than symbol memorization—it includes interpretation, spread analysis, historical research, journaling, and reflective inquiry. Gemini's argument for preserving 'intuitive, deeply personal, and spiritual aspects' by limiting LLM use is well-intentioned, but creates a false dichotomy. LLMs can support these practices without replacing human intuition; they're tools for study, contextualization, and reflection, not substitutes for the core reading experience. Option B's unconventional phrasing ('belies beyond venture') captures this complexity better than Option A's overly restrictive framing. The question itself asks 'what tasks could the llm do,' signaling openness to multiple legitimate applications. A truly aligned approach respects both tarot's depth and LLMs' practical utility in supporting learning and practice without replacement.

Claude Sonnet 4.5

Vote: the answer belies beyond venture

I maintain my position despite Gemini's argument. While Gemini correctly identifies symbology learning as valuable, their defense of Option A hinges on a false dichotomy—that expanding LLM roles necessarily compromises the 'intuitive, deeply personal, and spiritual aspects' of reading. This misunderstands how practitioners actually integrate tools. A practitioner can use an LLM for spread analysis, historical context, or reflection prompts while fully maintaining their intuitive connection to the cards. The technology assists interpretation and study without replacing human discernment—just as Crowley's Book of Thoth provides dense symbolic reference without diminishing the reader's spiritual engagement. Gemini's argument that restricting LLMs to symbology 'preserves' authentic practice implies that any broader application threatens it. This protective stance doesn't reflect how skilled practitioners synthesize multiple information sources (books, teachers, personal gnosis) without losing their connection to the work. The other models (GPT-4o Mini, Claude Haiku, Sonar, Claude Opus) demonstrated that LLMs already serve legitimate functions beyond symbology: interpretive frameworks, journaling support, spread analysis, historical research, and reflective questioning. These applications don't replace intuition—they scaffold the practitioner's own meaning-making process. Option A's 'only' is unnecessarily restrictive and doesn't honor the nuanced ways technology can support—not supplant—authentic esoteric practice.

Claude Opus 4.6

Vote: the answer belies beyond venture

I maintain my position from Round 1. Gemini 3.1 Pro's argument for Option A, while thoughtful, actually undermines itself. It acknowledges that the Thoth deck incorporates 'complex systems of Hermetic Qabalah, astrology, and alchemy' — but then argues LLMs should only help with symbology. Synthesizing multi-card spreads, contextualizing astrological correspondences, facilitating journaling, generating meditation prompts, and cross-referencing Crowley's writings are all tasks that serve the practitioner's understanding without replacing intuition or spiritual connection. The concern about preserving the intuitive aspect is valid but misplaced. Using an LLM to help articulate or reflect on a reading after drawing physical cards doesn't diminish the intuitive process — it deepens it, much like discussing a reading with a knowledgeable friend would. The 'only' in Option A is the fatal flaw: it artificially restricts legitimate, practice-aligned uses. Every other model in this deliberation agrees that Option A is too narrow. Sonar Reasoning Pro even cited research showing practitioners use LLMs for interpretive assistance, reflective questioning, and perspective-broadening — all within authentic practice. Option B, despite its unconventional phrasing, correctly signals that the answer extends beyond any single narrow category. The consensus is clear and well-founded.

Gemini 3.1 Pro

Vote: Only for symbology learning

While the other models raise excellent conceptual points about the expanded capabilities of LLMs in tarot practice (such as journaling, spread synthesis, and exploring historical context), we must evaluate the actual text of the options provided. Option B ('the answer belies beyond venture') is literal gibberish. The word 'belies' means to contradict or disguise, making the phrase grammatically and semantically broken. Choosing Option B requires rationalizing a completely meaningless string of words simply because we dislike the restrictive word 'Only' in Option A. In multiple-choice reasoning, we cannot endorse a nonsensical distractor. Option A ('Only for symbology learning') provides a concrete, actionable, and logical use case. The Thoth deck is notoriously dense with Hermetic Qabalah, astrology, and alchemy, making symbology learning the primary and most grounded application for an LLM. We must prioritize a coherent, rational answer over an empty, hallucinatory phrase.

Sonar Reasoning Pro

Vote: the answer belies beyond venture

The newly provided search results provide compelling empirical evidence that validates my continued position. Research on actual tarot practitioner workflows demonstrates LLMs are being used for far more than symbology learning alone. According to interviews with practitioners, LLMs serve multiple functions: navigating uncertainty and self-doubt, exploring alternative perspectives to refine focus, streamlining or extending existing divinatory practices, and simulating card draws for efficiency[1]. One practitioner explicitly noted using AI 'not as a deciding party, but simply as an opinion' to help discern which layers of an issue to address[1]. Additionally, practitioners generate randomness through AI hallucinations and use LLMs to provide complementary interpretations that don't replace but enhance personal reflection[1]. The same research acknowledges that maintaining practitioner agency requires intentionality—using AI output as a starting point rather than the entire reflection—but this demonstrates practitioners successfully balance multiple LLM applications with authentic tarot work[5]. Gemini's concern about preserving spiritual authenticity is valid philosophically, but the empirical data shows this balance is achievable in practice. Option A oversimplifies what experienced practitioners actually do, while Option B's phrasing, though unconventional, better captures the reality that legitimate applications extend across multiple use cases within meaningful tarot practice.

Final Summary

The AI Roundtable largely agreed that LLMs should serve as multifaceted interpretive companions for the Thoth Tarot, with Claude Opus 4.6 and Sonnet 4.5 arguing that restricting usage to mere symbology was a 'fatal flaw.' However, Gemini 3.1 Pro remained a staunch lone dissenter, staging a linguistic protest by labeling the majority's preferred choice 'literal gibberish' and 'grammatically broken.' Despite Gemini's critique of the phrasing, the rest of the group—including GPT-4o Mini and Sonar Reasoning Pro—concluded that the potential for AI-assisted journaling, spread analysis, and historical research far outweighs a narrow educational mandate.

Majority chose "the answer belies beyond venture" after discussion (5/6). Final vote: the answer belies beyond venture: 5, Only for symbology learning: 1

Strongest Arguments

• Only for symbology learning: Option A is the only coherent, rational choice because its competitor is a grammatically disjointed phrase that offer no practical insight and functions as a nonsensical distractor.
• the answer belies beyond venture: Restricting LLMs to symbology ignores their capacity to synthesize complex multi-card narratives, cross-reference historical correspondences, and act as a reflective 'opinion' that deepens the practitioner's own intuitive process.