Hyperon and PRIMUS fuse symbolic reasoning with neural learning through shared Atomspace memory to support broader intelligence aims. PRIMUS cognitive loops guide goals and pattern discovery while integrated tools handle tasks within one unified memory structure. SingularityNET’s lead scientist Ben Goertzel recently released a detailed whitepaper presenting Hyperon and PRIMUS as an integrated architecture aimed [...]]]>Hyperon and PRIMUS fuse symbolic reasoning with neural learning through shared Atomspace memory to support broader intelligence aims. PRIMUS cognitive loops guide goals and pattern discovery while integrated tools handle tasks within one unified memory structure. SingularityNET’s lead scientist Ben Goertzel recently released a detailed whitepaper presenting Hyperon and PRIMUS as an integrated architecture aimed [...]]]>

SingularityNET Reveals Unified Framework for AGI With Hyperon and PRIMUS

2025/12/02 20:58
  • Hyperon and PRIMUS fuse symbolic reasoning with neural learning through shared Atomspace memory to support broader intelligence aims.
  • PRIMUS cognitive loops guide goals and pattern discovery while integrated tools handle tasks within one unified memory structure.

SingularityNET’s lead scientist Ben Goertzel recently released a detailed whitepaper presenting Hyperon and PRIMUS as an integrated architecture aimed at evolving current AI systems into artificial general intelligence (AGI). The project brings together symbolic reasoning and neural learning in one structure, with the goal of eventually reaching superintelligence. 

SingularityNET stated, 

Unlike many AI frameworks built from disconnected modules, Hyperon uses a unified method for processing perception, memory, and learning. It stores all system content, including goals, information, processes, and neural patterns within a structure called Atomspace. This setup lets symbolic and neural systems interact directly on shared memory without external data calls.

A key advancement lies in MORK, the scalable version of Atomspace. It supports rapid access without locking and uses efficient formats like PathMap and Merkle-DAGs to manage data. MORK also incorporates neural elements by embedding multiresolution graphs directly into memory through QuantiMORK, removing the delays that typically occur when switching between symbolic and neural processing.

PRIMUS Cognitive Loops Guiding Goal Decisions

At the decision-making level sits PRIMUS, the cognitive architecture built to run on Hyperon. It operates using two main loops. One loop manages direct goals using a mechanism called MetaMo, which controls motive generation. The other runs quietly in the background, constantly looking for patterns and improving predictions based on existing knowledge.

These loops operate on shared Atomspace memory and use common methods to control reasoning and resource use. For example, reasoning difficulty is measured by “geodesic effort,” while decision simplicity is guided by a quantale-based system.

PRIMUS includes several subsystems that perform key roles. WILLIAM compresses and generalizes patterns, while MOSES performs evolutionary program search. SubRep breaks large tasks into smaller actions. The ECAN module manages attention allocation based on utility. These systems interact fluidly, with no translation layers between symbolic and neural domains

SingularityNET Platform Driving Progress Across Fields

By 2025, Hyperon and PRIMUS are supporting game AI pilots, bioinformatics, mathematical tools, and social robotics. This approach improves not only patterns but also the framework that is being presented as a path toward broad and safe general intelligence.

The shared format makes it possible for AI models to run on android devices or across distributed networks. Code written in MeTTa can run across various systems, including blockchain-based environments. All of it is designed with reproducibility and traceability in mind, setting it apart from traditional machine learning setups.

SingularityNET’s shift from separate AI components toward a single cognitive system reflects an intent to build general intelligence with clear rules, unified memory, and decentralized execution.

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BitcoinWorld Unprecedented Surge: Gold Price Hits Astounding New Record High While the world often buzzes with the latest movements in Bitcoin and altcoins, a traditional asset has quietly but powerfully commanded attention: gold. This week, the gold price has once again made headlines, touching an astounding new record high of $3,704 per ounce. This significant milestone reminds investors, both traditional and those deep in the crypto space, of gold’s enduring appeal as a store of value and a hedge against uncertainty. What’s Driving the Record Gold Price Surge? The recent ascent of the gold price to unprecedented levels is not a random event. Several powerful macroeconomic forces are converging, creating a perfect storm for the precious metal. Geopolitical Tensions: Escalating conflicts and global instability often drive investors towards safe-haven assets. Gold, with its long history of retaining value during crises, becomes a preferred choice. 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Gold offers a tangible asset that is not subject to the same digital vulnerabilities or regulatory shifts that can impact cryptocurrencies. While digital assets offer exciting growth potential, gold provides a foundational stability that appeals to a broad spectrum of investors. Moreover, the finite supply of gold, much like Bitcoin’s capped supply, contributes to its perceived value. The current market environment, characterized by economic uncertainty and fluctuating currency values, only amplifies gold’s intrinsic benefits. It serves as a reliable hedge when other asset classes, including stocks and sometimes even crypto, face downward pressure. How Does This Record Gold Price Impact Investors? A soaring gold price naturally raises questions for investors. For those who already hold gold, this represents a significant validation of their investment strategy. For others, it might spark renewed interest in this ancient asset. 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It serves as a powerful reminder of gold’s role as a safe haven asset, a hedge against inflation, and a vital component for portfolio diversification. While digital assets continue to innovate and capture headlines, gold’s consistent performance during times of uncertainty highlights its timeless value. Whether you are a seasoned investor or new to the market, understanding the drivers behind gold’s ascent is crucial for making informed financial decisions in an ever-evolving world. Frequently Asked Questions (FAQs) Q1: What does a record-high gold price signify for the broader economy? A record-high gold price often indicates underlying economic uncertainty, inflation concerns, and geopolitical instability. Investors tend to flock to gold as a safe haven when they lose confidence in traditional currencies or other asset classes. Q2: How does gold compare to cryptocurrencies as a safe-haven asset? Both gold and some cryptocurrencies (like Bitcoin) are often considered safe havens. 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Demand from jewelers and industrial uses also play a role, but investment and central bank demand are often the biggest drivers. Q5: Is gold still a good hedge against inflation? Historically, gold has proven to be an effective hedge against inflation. When the purchasing power of fiat currencies declines, gold tends to hold its value or even increase, making it an attractive asset for preserving wealth during inflationary periods. To learn more about the latest crypto market trends, explore our article on key developments shaping Bitcoin’s price action. This post Unprecedented Surge: Gold Price Hits Astounding New Record High first appeared on BitcoinWorld.
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Coinstats2025/09/18 02:30