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Research#llm📝 BlogAnalyzed: Dec 27, 2025 14:31

Why Are There No Latent Reasoning Models?

Published:Dec 27, 2025 14:26
1 min read
r/singularity

Analysis

This post from r/singularity raises a valid question about the absence of publicly available large language models (LLMs) that perform reasoning in latent space, despite research indicating its potential. The author points to Meta's work (Coconut) and suggests that other major AI labs are likely exploring this approach. The post speculates on possible reasons, including the greater interpretability of tokens and the lack of such models even from China, where research priorities might differ. The lack of concrete models could stem from the inherent difficulty of the approach, or perhaps strategic decisions by labs to prioritize token-based models due to their current effectiveness and explainability. The question highlights a potential gap in current LLM development and encourages further discussion on alternative reasoning methods.
Reference

"but why are we not seeing any models? is it really that difficult? or is it purely because tokens are more interpretable?"

Research#llm📝 BlogAnalyzed: Dec 27, 2025 08:02

Zahaviel Structured Intelligence: Recursive Cognitive Operating System for Externalized Thought

Published:Dec 25, 2025 23:56
1 min read
r/artificial

Analysis

This paper introduces Zahaviel Structured Intelligence, a novel cognitive architecture that prioritizes recursion and structured field encoding over token prediction. It aims to operationalize thought by ensuring every output carries its structural history and constraints. Key components include a recursive kernel, trace anchors, and field samplers. The system emphasizes verifiable and reconstructible results through full trace lineage. This approach contrasts with standard transformer pipelines and statistical token-based methods, potentially offering a new direction for non-linear AI cognition and memory-integrated systems. The authors invite feedback, suggesting the work is in its early stages and open to refinement.
Reference

Rather than simulate intelligence through statistical tokens, this system operationalizes thought itself — every output carries its structural history and constraints.

Technology#Pricing👥 CommunityAnalyzed: Jan 3, 2026 09:32

Zed's Pricing Has Changed: LLM Usage Is Now Token-Based

Published:Sep 24, 2025 16:13
1 min read
Hacker News

Analysis

The article announces a change in Zed's pricing model, shifting to a token-based system for LLM usage. This is a common trend in the industry as it allows for more granular and potentially more cost-effective pricing based on actual usage. The impact on users will depend on their specific LLM usage patterns and the new token pricing.

Key Takeaways

Reference