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Guiding AI Reasoning: A New Architecture for Reliable Answers

21.03.2026 by Ray Dalio

Researchers have developed a process-control framework designed to significantly improve the trustworthiness of large language models and reduce the risk of fabricated responses.

Categories Science

Finding Hidden Bugs in Sparse Tensor Compilation

21.03.2026 by Ray Dalio

The system iteratively generates and evaluates tensor programs, alongside subtly altered versions, compiling and running each to pinpoint discrepancies in output that signal underlying compiler errors.

A new fuzzing framework, TenSure, systematically uncovers errors in the increasingly complex process of compiling code for sparse tensors.

Categories Science

Grayscale S-1: HYPE ETF Heads to Nasdaq-A Dazzling High-Stakes Caper

21.03.2026 by Ray Dalio

The product will track the price of HYPE (net of fees) and may also incorporate staking rewards, subject to conditions. The fund intends to be listed on Nasdaq and will carry the ticker GHYP. A splendid notion, if you enjoy a good futurist forecast with a side of paperwork.

Categories Crypto news

Beyond Accuracy: The Hidden Costs of Phishing Defense

21.03.2026 by Ray Dalio

New research reveals that high accuracy in phishing detection doesn’t necessarily translate to security, as attackers can exploit low-cost feature manipulation to bypass defenses.

Categories Science

Beyond Residuals: Guaranteeing Accuracy in Neural PDE Solutions

21.03.2026 by Ray Dalio

Despite the elegance of numerical methods like the fourth-order Runge-Kutta, a neural network architecture-specifically one composed of three hidden layers with ten neurons each-provides a competitive solution, suggesting that even well-established techniques face challenges from emerging, data-driven approaches.

A new framework provides verifiable bounds on the error of neural network-based solvers for partial differential equations, moving beyond empirical observation to solution-space guarantees.

Categories Science

Elon Musk’s Cosmic Bitcoin Circus: Satellites & $573M BTC!

21.03.2026 by Ray Dalio

SpaceX, that most daring of modern-day Don Quixotes, hurled 29 Starlink satellites into the cosmos on March 19 via a Falcon 9 rocket, as if to say, “Behold, I’ve conquered gravity and the stock market alike!”

Categories Crypto news

Time Travel for Knowledge Graphs: Querying the Past with QuaQue

21.03.2026 by Ray Dalio

QuaQue facilitates translation from [latex]\text{SPARQL}[/latex] to [latex]\text{SQL}[/latex], enabling queries across knowledge graphs and relational databases through a unified interface.

A new system, QuaQue, enables efficient querying of evolving knowledge graphs by representing version history in a compact, relational format.

Categories Science

Beyond Mesons: Hunting Exotic Tetraquarks with Heavy Quarks

21.03.2026 by Ray Dalio

The study presents continuum-extrapolated results for tetraquark states-specifically, the axialvector and scalar [latex]b\bar{s}\bar{u}\bar{d}[/latex]-normalized against their respective decay thresholds of [latex]B^*K[/latex] and [latex]BK[/latex], with uncertainties quantified by [latex]1\sigma[/latex] bands, offering insights into the composition and stability of these exotic hadronic structures.

New lattice QCD simulations explore the potential for stable, four-quark states containing bottom and strange quarks, shedding light on the complex landscape of hadron physics.

Categories Science

Securing the Industrial Edge: Performance of ChaCha20-Poly1305

21.03.2026 by Ray Dalio

A new analysis demonstrates the viability of lightweight cryptography for real-time communication in critical infrastructure networks.

Categories Science

Keeping Buses on Schedule: A Robust AI for Fleet Control

21.03.2026 by Ray Dalio

Reinforcement learning algorithms-specifically, variations of the RE-SAC method alongside SAC, DSAC-v1, and BAC-demonstrate varying rates of cumulative reward acquisition, as evidenced by their distinct learning curves, suggesting differing efficiencies in exploration and exploitation strategies.

Researchers have developed a new reinforcement learning framework to improve the stability and reliability of bus fleet management in the face of real-world uncertainties.

Categories Science
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