Symmetry

Experiments show LIFAGU achieves near‑zero error vs. ground truth and speeds up inference via lifting, generalizing colour passing to unknown factors.

When Graphs Have Gaps: LIFAGU Finds Symmetry and Speeds Up Inference

Learn about the symmetry of space-time quanta through the lens of the 24-cell and the F4 group.

The Symmetry of Space-Time Quanta

The platform envisions a future where anyone can create an index fund, manage on-chain funds and portfolio strategies, and convert wallet portfolios to funds.

Decentralized Crypto Indices & Actively Managed Funds Arrive on Solana via Symmetry

Skin in the game is a foundational concept in the context of crypto networks. Stakeholders have skin in the game through owning tokens of monetary value, and are as a result financially incentivised to collectively work for a network. Its a powerful concept and a means to ensure risk symmetry, which is the notion that when people take on risk&nbsp;, they are directly exposed to both the potential upside <em>and</em> downside. That is, downside risk can’t be arbitrarily transferred to somebody else when it feels right. You own your risk.

On Risk Symmetry and Code is Law

Stochastic Diffusion Search (SDS) is a multi-agent optimisation algorithm formed of two steps, testing and diffusion&nbsp;. The test phase calculates an individual’s objective value, and the diffusion phase controls decentralised communication between agents. The standard SDS algorithm comprises a population of agents with each agent’s features initialised randomly within a search space. These features serve as the agent’s hypothesis. The test phase calculates whether their hypothesis is correct or incorrect and sets each individual’s status to active or inactive based upon said hypothesis. The diffusion phase then governs communication between active and inactive agents. If an agent is inactive, it will select another agent randomly. If this selected agent is active, then the original agent will adopt it’s hypothesis as their own. However, if this chosen agent is inactive then the agent will randomise their hypothesis once more to continue exploring the search space. Many variations of the algorithm exist to adapt to different problem spaces by altering properties such as the recruitment strategy and context mechanism used.

Stochastic Diffusion Search: Finding Symmetry

AI can generate infinite content, but it can’t decide what should exist. Taste, built through exposure, discernment, and intent, is the real edge in the AI age.

Taste Is the New Moat

Controlled experiment compares perceived vs actual defect-detection effectiveness across testing and code reading, measuring mismatch cost and project loss.

Why We Misjudge Our Own Effectiveness at Finding Software Bugs

Do you ever get that rush when the latest drop is released? But with high demand comes the risk of counterfeit products, especially on online marketplaces

Labubu Authenticity Guide

Do transformer-based LLMs really show emergent understanding? Probably not! A higher-level look at model outputs vindicates the "glorified autocomplete" take.

How AI Reasoning Mirrors Borges' Library of Babel 

An objective analysis using text embedding AI that shows the US constitution is not based on verses from the Bible or Christian theology or dogmas. 

Are Judeo-Christian Values the Foundation of American Democracy?

Learn how to build a logistic regression model with TensorFlow Core to classify tumors using the Wisconsin Breast Cancer Dataset.

Logistic Regression for Binary Classification With Core APIs

Coinchange's Daily Earn delivers low-risk, actively managed stablecoin yields for institutional investors with full transparency and daily liquidity.

Navigating Risk to Harvest Predictable Yield: The Coinchange Daily Earn Framework

We test ChatGPT as a pair programming partner, evaluating its code accuracy, response consistency, and understanding of complex statistical models.

Testing ChatGPT as a Pair Programming Partner

A critical look at rule-based AI safety and a blueprint for ethics by cognitive coherence. 

Unleashing the Mind: Why an "Ethical AI" Shouldn't Be Obedient

This study explores how generative AI models reproduce social power dynamics, revealing hidden biases in both neutral and dominant power relationships.

The Power Struggles Buried in AI Responses 

Explore how large language models learn through reward models and preference functions in RLHF, including Nash equilibrium and on-policy learning.

The Best Way to Train AI: Reward Models vs Preference Optimization 

At first glance, the promise of concurrency is appealing, but lurking beneath that promise are several complex challenges.

Concurrency Bugs You Can’t See (Until Your System Fails in Production)

This study explores an inertia-augmented relaxed micromorphic model incorporating Curl P & Curl Ṗ to enhance wave propagation predictions in metamaterials. 

The Role of Curl Terms in Micromorphic Models

Explore 4th order tensors in tetragonal symmetry, their Voigt notation, and the role of symmetric and skew-symmetric tensors in dispersion curve modeling.

How Symmetric and Skew-Symmetric Tensors Interact

A Mathematica-based semi-analytical fitting algorithm optimizes micromorphic model parameters using Comsol Multiphysics® data and analytical asymptotes.

Semi-Analytical Algorithm for Metamaterial Parameter Fitting

Discover how refining asymptotes in micromorphic models improves wave dispersion accuracy by solving third-order polynomials and optimizing parameter fitting.

The Science Behind Stronger, Smarter Materials

Explore how Curl P improves asymptotic fitting in micromorphic models, simplifying wave propagation analysis and optimizing metamaterial parameter tuning.

A New Method for Predicting How Waves Move Through Materials

Explore asymptotic fitting in micromorphic models, refining dispersion curve analysis & balancing Bloch-Floquet limits for precise metamaterial wave simulations

Fine-Tuning Acoustic and Optical Waves in Metamaterials

How Unit Cell Size Affects Dispersion in Metamaterials

Symmetryis in the Cryptocurrencies Industry

SYMMETRY

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Symmetry's stories on HackerNoon

When Graphs Have Gaps: LIFAGU Finds Symmetry and Speeds Up Inference

The Symmetry of Space-Time Quanta

Decentralized Crypto Indices & Actively Managed Funds Arrive on Solana via Symmetry

On Risk Symmetry and Code is Law

Stochastic Diffusion Search: Finding Symmetry

Taste Is the New Moat

Why We Misjudge Our Own Effectiveness at Finding Software Bugs

Labubu Authenticity Guide

How AI Reasoning Mirrors Borges' Library of Babel

Are Judeo-Christian Values the Foundation of American Democracy?

Logistic Regression for Binary Classification With Core APIs

Navigating Risk to Harvest Predictable Yield: The Coinchange Daily Earn Framework

Testing ChatGPT as a Pair Programming Partner

Unleashing the Mind: Why an "Ethical AI" Shouldn't Be Obedient

The Power Struggles Buried in AI Responses

The Best Way to Train AI: Reward Models vs Preference Optimization

Concurrency Bugs You Can’t See (Until Your System Fails in Production)

The Role of Curl Terms in Micromorphic Models

How Symmetric and Skew-Symmetric Tensors Interact

Semi-Analytical Algorithm for Metamaterial Parameter Fitting

The Science Behind Stronger, Smarter Materials

A New Method for Predicting How Waves Move Through Materials

Fine-Tuning Acoustic and Optical Waves in Metamaterials

How Unit Cell Size Affects Dispersion in Metamaterials

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