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Bitcoin’s Security, Finally Proven?

15.01.2026 by Ray Dalio

The system models a punctuated arrival process wherein intervals of length Δ are systematically removed, effectively deleting honest blocks and influencing a cumulative score-[latex]B(i)[latex]-that reflects the impact of these deletions on a fully-delayed chain, with the score growth within each interval-[latex]S_{b,i}[latex]-being statistically independent and identically distributed due to the consistent [latex]\Delta[/latex]-length removal.

A new mathematical proof establishes, with greater rigor than ever before, that honest nodes will consistently outpace malicious actors in the Bitcoin network.

Categories Science

Ising Machines: A New Edge in Error Correction

15.01.2026 by Ray Dalio

Replica-coupled models-specifically independent, penalty-spin, and stacked configurations-explore diverse strategies for harnessing the power of [latex]P=5[/latex] replicas to navigate the inherent chaos within complex systems.

Researchers have identified a superior architecture for mitigating errors in Ising machines, paving the way for more reliable solutions to complex optimization problems.

Categories Science

When Gravity Breaks Down: Limits to Quantum Safety

15.01.2026 by Ray Dalio

New research reveals fundamental constraints on asymptotic safety as a path toward a complete theory of quantum gravity, challenging its viability at extremely high energies.

Categories Science

Tracking Risks: Securing Supply Chains with RFID

15.01.2026 by Ray Dalio

An RFID-enabled traceability model establishes a system for monitoring and documenting the lifecycle of components, acknowledging that all systems inevitably degrade and that effective tracking facilitates graceful aging rather than abrupt failure.

A new analysis reveals critical vulnerabilities in RFID-based traceability systems and proposes a path-based authentication method to enhance security and protect sensitive data.

Categories Science

Shadow Copies: The Hidden Threat to Intel SGX Security

15.01.2026 by Ray Dalio

A cloning attack against the fixed BI-SGX version demonstrates the inherent vulnerability of even seemingly secure systems, suggesting that defenses inevitably forecast the methods of their circumvention.

A new analysis reveals that cloning attacks pose a significant risk to applications leveraging Intel’s Software Guard Extensions, potentially compromising data confidentiality and integrity.

Categories Science

Learning in Secret: Balancing Privacy and Accuracy

15.01.2026 by Ray Dalio

A new review explores how cryptography and differential privacy can enable collaborative machine learning without revealing sensitive data.

Categories Science

Decoding Diversity: New Limits on LDPC Code Design

15.01.2026 by Ray Dalio

A new theoretical framework clarifies the boundaries of efficient error correction by quantifying the solution space for spatially-coupled LDPC codes.

Categories Science

Decoding Bs Decays: A Unified Lattice QCD Approach

15.01.2026 by Ray Dalio

The study parameterizes bottom-strange meson decay form factors-specifically [latex] f_{+}^{s} [/latex] and [latex] f_{0}^{s} [/latex]-and finds results diverge from prior work due to deliberate choices in simulating heavy quark masses, highlighting the sensitivity of theoretical predictions to foundational assumptions.

A new study leverages lattice QCD calculations to improve the precision of CKM matrix element determination by bridging the gap between inclusive and exclusive decay analyses.

Categories Science

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
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