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Beyond SHA-256: Diversifying Bitcoin’s Defenses

15.01.2026 by Ray Dalio

A provably correct honest chain, built upon block arrival times and point values, demonstrates that identical point values induce orphan blocks within a time window of Δ, resulting in a chain ordered by arrival-as illustrated by the sequence ABD-while differing point values allow for inclusion of delayed blocks, establishing a chain like ACE, contingent on a node perceiving a higher cumulative score in a subchain-in this instance, 44 for AC versus 2 for AB-thus highlighting the critical role of score evaluation in honest chain formation.

A new protocol, Merged Bitcoin, proposes a shift in how proof-of-work blockchains secure networks by embracing multiple hashing algorithms.

Categories Science

Decoding Resilience: New Quantum Codes Boost Data Reliability

15.01.2026 by Ray Dalio

The parity-check tensor [latex]H_{2-D}[/latex] is defined for [latex]p=3[/latex], utilizing shifts where [latex]\phi(i) = i[/latex], [latex]\psi(j) = j[/latex], and [latex]\eta(k) = k[/latex], thereby establishing a foundational element for error correction within a two-dimensional system.

Researchers have developed a new family of quantum error-correcting codes designed to significantly improve data storage and transmission by addressing burst errors with enhanced cycle-free structures.

Categories Science

Safeguarding AI: A New Approach to Secure Large Language Models

15.01.2026 by Ray Dalio

The research demonstrates a novel safety recovery method that, by integrating alignment recovery directly into post-training quantization, effectively decouples safety optimization from iterative fine-tuning-a design choice that substantially reduces computational demands and streamlines deployment by eliminating the need for repeated fine-tuning loops.

Researchers have developed a method to maintain the safety and performance of powerful AI models even after they’ve been adapted for specific tasks.

Categories Science

Resilient Data: How Majority Logic Ensures Reliable Code Recovery

15.01.2026 by Ray Dalio

The study demonstrates that bit decoding failure probability transitions across distinct availability regimes-linear, polylogarithmic, and sub-logarithmic-as evidenced by the comparison of empirical and theoretical results with a failure probability of [latex] p_f = 0.2 [/latex] and redundancy of [latex] r = 4 [/latex].

A new analysis demonstrates that locally repairable codes, when paired with majority-logic decoding, can achieve near-perfect data recovery even with significant data loss.

Categories Science

Beyond Rough Paths: A Simpler Approach to Option Replication

14.01.2026 by Ray Dalio

New research reveals a surprisingly straightforward method for accurately replicating European and Asian option payoffs without the complexities of rough-path theory.

Categories Science

Securing Cyber-Physical Systems with Blockchain’s Trust

14.01.2026 by Ray Dalio

Decentralized firmware integrity verification establishes a complex interplay between embedded devices, edge verification nodes, and Ethereum smart contracts-a system susceptible to attacks targeting hash values, message replay, and unauthorized contract manipulation, thereby highlighting the inherent fragility of trust in distributed systems.

A novel framework utilizes Ethereum smart contracts to establish a decentralized and tamper-proof system for verifying the integrity of critical firmware in Cyber-Physical Systems.

Categories Science

Mapping the Edge of Quark-Gluon Plasma

14.01.2026 by Ray Dalio

New analysis of constant entropy contours offers a precise location for the QCD critical point and a corresponding equation of state.

Categories Science

Closing the Distance: New Codes Boost Lattice-Based Encryption

14.01.2026 by Ray Dalio

A novel family of error-correcting codes, optimized for maximizing toroidal distance, promises to enhance the security and efficiency of lattice cryptography.

Categories Science

Composing Queries: A New Link Between Randomness and Proof Complexity

14.01.2026 by Ray Dalio

A new theoretical result connects the computational power of randomized queries with the size of the shortest possible proofs for recursively defined Boolean functions.

Categories Science

Entanglement’s Achilles’ Heel: Are Bell Tests Truly Quantum?

14.01.2026 by Ray Dalio

Entangled particles, originating from a shared source, undergo measurement at distant locations-site AA and site BB-where binary outcomes are determined by the orientation of magnets along multiple axes, yielding raw data that reflects the inherent correlations within the quantum system and hinting at the fragility of classical intuition regarding locality and realism.

A new analysis reveals that violations of Bell inequalities, long considered proof of quantum entanglement, may be replicated by alternative, non-quantum models.

Categories Science
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