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TheorIQ: An Introduction to Retrieval Augmented Generation (RAG) for AI Agents

AI is powerful when you know how to harness it! Join our “TheorIQ” series as we simplify complex AI ideas into ‘natural language’. We’ll break down key concepts and share practical examples to help you understand and apply AI effectively. In 2020, Patrick Lewis introduced the term Retrieval Augmented Generation (RAG) in a groundbreaking paper, positioning it as a key method for improving the accuracy and reliability of generative AI models. The method has gained widespread acceptance, and mor...

Theoriq AI

Most popular by Theoriq AI

TheorIQ: An Introduction to Retrieval Augmented Generation (RAG) for AI Agents

Theoriq Unveiled: Catalyzing a Decentralized Future for AI

Wen Agents & Why Web3?

Unlocking AI Agents Full Potential: Theoriq’s Approach to Decentralization, Security, and Interoperability

Theoriq Partners with Google Cloud Startup Program to Scale AI Agents with Cutting-Edge Resources

Theoriq and 0G Partner to Advance On-Chain AI Innovation

Theoriq AI

Theoriq is a platform for limitless AI innovation built on the principles of composability, extensibility, and community-driven governance.

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Unlocking AI Agents Full Potential: Theoriq’s Approach to Decentralization, Security, and Interoperability

The emergence of large language models (LLMs) like ChatGPT has reshaped AI capabilities. However, as AI use expands, limitations of these generalist models are becoming clear, such as generating false information, lacking context, and struggling with multi-step reasoning. These issues prevent LLMs from consistently delivering high-quality and reliable results. To address this, AI development should start to mirror human intelligence by focusing on specialization. LLM development should be rea...

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Theoriq and Bondex Partner to Integrate AI Agent Collectives into Professional Web3 Networks

Following Theoriq’s latest partnerships with Filecoin and PlayAI, the innovative start-up building the first decentralized ecosystem and Base Layer for AI Agents, is excited to announce its partnership with the leading professional network in Web3 – Bondex. Bondex is a Web3 talent ecosystem that is serving as a talent network and marketplace that prioritizes professionals. Their platform combines a decentralized approach with community ownership, making it the first economically aligned talen...

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Unlocking AI Agents Full Potential: Theoriq’s Approach to Decentralization, Security, and Interoperability

The emergence of large language models (LLMs) like ChatGPT has reshaped AI capabilities. However, as AI use expands, limitations of these generalist models are becoming clear, such as generating false information, lacking context, and struggling with multi-step reasoning. These issues prevent LLMs from consistently delivering high-quality and reliable results. To address this, AI development should start to mirror human intelligence by focusing on specialization. LLM development should be rea...

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Theoriq and Bondex Partner to Integrate AI Agent Collectives into Professional Web3 Networks

Following Theoriq’s latest partnerships with Filecoin and PlayAI, the innovative start-up building the first decentralized ecosystem and Base Layer for AI Agents, is excited to announce its partnership with the leading professional network in Web3 – Bondex. Bondex is a Web3 talent ecosystem that is serving as a talent network and marketplace that prioritizes professionals. Their platform combines a decentralized approach with community ownership, making it the first economically aligned talen...

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Theoriq Educational AMA Week 2: Protocol Pillars and the Role of Evaluators and Optimizers

The second week of the Theoriq Educational AMA series was another success, with many of our community members enjoying the engaging topics with our Head of AI Education Shingai Manjengwa and her team, Senior AI Solutions Engineer, Pourya Vakilipourtakalou and Alexander Marx. This week's series started with a casual chat about the teams experience at the Futurist Conference in Toronto last week, and then dove deeper into the Theoriq protocols three core pillars, the mechanisms behind agen...

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Theoriq Partners with Google Cloud Startup Program to Scale AI Agents with Cutting-Edge Resources

Theoriq is excited to announce its long-term participation in Google’s AI Startup Program. By participating in the program Theoriq is positioned to iterate and innovate at a rapid pace and push the boundaries of decentralized AI by building groundbreaking AI Agent solutions in collaboration with the tech titans. Building the Foundations of Decentralized AI with Google for Startups Cloud Program Theoriq is at an exciting development point. The platform is ramping up to a testnet phase, their u...

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Theoriq Educational AMA Week 3: Optimized and Meritocratic AI Agents

The third week of Theoriq’s Educational AMA saw our community discussing unique and innovative concepts in the Theoriq protocol. Senior AI Solutions Engineer Pourya Vakilipourtakalou and Alexander Marx joined head of AI Education Shingai Manjengwa. As a special guest this week, Theoriq’s Head of AI Research, Ethan Jackson, explained some of the meatier architecture topics in a simple way. After introductions, the AMA dove straight into how Theoriq sets itself apart with its multi-faceted appr...

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Theoriq and Truflation Forge Strategic Partnership to unlock the Power of AI Agent Collectives over RWA Financial Data

AI Agents need lots of data about the real world to provide useful recommendations. Our partnership with Truflation, the premier source for real-world assets (RWA) data, is set to supercharge our AI Agent ecosystem with independent, transparent, and real-time financial data.Seamless Integration for Enhanced AI CapabilitiesThis strategic partnership will integrate Theoriq's advanced AI and blockchain technologies with Truflation's comprehensive real-time financial data streams. By le...

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Filecoin Foundation and Theoriq Partner to Develop AI Agent Collectives Using Filecoin Data

Filecoin Foundation (FF) and Theoriq have partnered to develop a series of AI Agents on the Theoriq platform, a framework for collaborative autonomous AI Agents designed to accomplish complex tasks. These Agents will be trained on data from the Filecoin network, the world’s largest decentralized data storage network designed to store humanity’s most important information, and will seek to make the data stored on Filecoin more accessible and usable for a variety of audiences. Filecoin AI Agent...

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Theoriq Educational AMA Week 1: Introducing AI Agents and Agent Collectives

Theoriq’s first Educational AMA Series has gone off with a bang! Hundreds of the Theoriq community tuned into hear our Head of AI Education Shingai Manjengwa and her team, Senior AI Solutions Engineer, Pourya Vakilipourtakalou and Alexander Marx, discuss Theoriq’s AI Agent Base Layer, as well as a look into the recently released Litepaper, and a deeper dive into what we mean by AI agents. There was so much valuable information we had to share it with you all. Below you will find some importan...

Discover card cover image

Theoriq Educational AMA Week 2: Protocol Pillars and the Role of Evaluators and Optimizers

The second week of the Theoriq Educational AMA series was another success, with many of our community members enjoying the engaging topics with our Head of AI Education Shingai Manjengwa and her team, Senior AI Solutions Engineer, Pourya Vakilipourtakalou and Alexander Marx. This week's series started with a casual chat about the teams experience at the Futurist Conference in Toronto last week, and then dove deeper into the Theoriq protocols three core pillars, the mechanisms behind agen...

Discover card cover image

Theoriq Partners with Google Cloud Startup Program to Scale AI Agents with Cutting-Edge Resources

Theoriq is excited to announce its long-term participation in Google’s AI Startup Program. By participating in the program Theoriq is positioned to iterate and innovate at a rapid pace and push the boundaries of decentralized AI by building groundbreaking AI Agent solutions in collaboration with the tech titans. Building the Foundations of Decentralized AI with Google for Startups Cloud Program Theoriq is at an exciting development point. The platform is ramping up to a testnet phase, their u...

Discover card cover image

Theoriq Educational AMA Week 3: Optimized and Meritocratic AI Agents

The third week of Theoriq’s Educational AMA saw our community discussing unique and innovative concepts in the Theoriq protocol. Senior AI Solutions Engineer Pourya Vakilipourtakalou and Alexander Marx joined head of AI Education Shingai Manjengwa. As a special guest this week, Theoriq’s Head of AI Research, Ethan Jackson, explained some of the meatier architecture topics in a simple way. After introductions, the AMA dove straight into how Theoriq sets itself apart with its multi-faceted appr...

Discover card cover image

Theoriq and Truflation Forge Strategic Partnership to unlock the Power of AI Agent Collectives over RWA Financial Data

AI Agents need lots of data about the real world to provide useful recommendations. Our partnership with Truflation, the premier source for real-world assets (RWA) data, is set to supercharge our AI Agent ecosystem with independent, transparent, and real-time financial data.Seamless Integration for Enhanced AI CapabilitiesThis strategic partnership will integrate Theoriq's advanced AI and blockchain technologies with Truflation's comprehensive real-time financial data streams. By le...

Discover card cover image

Filecoin Foundation and Theoriq Partner to Develop AI Agent Collectives Using Filecoin Data

Filecoin Foundation (FF) and Theoriq have partnered to develop a series of AI Agents on the Theoriq platform, a framework for collaborative autonomous AI Agents designed to accomplish complex tasks. These Agents will be trained on data from the Filecoin network, the world’s largest decentralized data storage network designed to store humanity’s most important information, and will seek to make the data stored on Filecoin more accessible and usable for a variety of audiences. Filecoin AI Agent...

Discover card cover image

Theoriq Educational AMA Week 1: Introducing AI Agents and Agent Collectives

Theoriq’s first Educational AMA Series has gone off with a bang! Hundreds of the Theoriq community tuned into hear our Head of AI Education Shingai Manjengwa and her team, Senior AI Solutions Engineer, Pourya Vakilipourtakalou and Alexander Marx, discuss Theoriq’s AI Agent Base Layer, as well as a look into the recently released Litepaper, and a deeper dive into what we mean by AI agents. There was so much valuable information we had to share it with you all. Below you will find some importan...

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Theoriq and Phala Network Partner to Advance Secure and Resilient AI Agents in Web3

Theoriq is thrilled to announce a strategic partnership with Phala Network, a leading TEE-based Coprocessor for AI. Phala enables AI to interact seamlessly with blockchains, allowing developers to build, launch, and monetize AI agents with robust security. Navigating Web3 can be complex, often requiring multiple wallets and dApps for simple tasks. AI can simplify this by automating operations and enhancing the user experience. However, web2 AI agents face limitations—they are not smart contra...

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Theoriq Educational AMA Week 4: Interfaces, Data Management and the Future

Last week, we completed the final AMA Educational series with our Head of AI Education Shingai Manjengwa and her team, Senior AI Solutions Engineer, Pourya Vakilipourtakalou and Alexander Mar. The last discussion summarized the previous weeks, gave us a more detailed insight into the interfaces utilized in Theoriq’s protocol, highlighted the importance of the data layer in AI, and looked towards a production ready future using AI Agents. Let’s have a quick look at what they spoke about.Explor...

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Theoriq and PlayAI Partner to Reshape Gaming using Advanced AI Gaming Agents and Models

Theoriq, the platform for limitless AI innovation, is excited to announce they have partnered with AI gaming pioneers PlayAI Network. PlayAI is leading the AI gaming segment with their platform that employs a modular chain, designed to feed developers with high-quality data and infrastructure to deploy AI agents and models. Their platform incentivizes their users to share their gameplay data which can be further used for training AI models. Gaming has evolved into immersive worlds in which us...

Discover card cover image

Theoriq and Phala Network Partner to Advance Secure and Resilient AI Agents in Web3

Theoriq is thrilled to announce a strategic partnership with Phala Network, a leading TEE-based Coprocessor for AI. Phala enables AI to interact seamlessly with blockchains, allowing developers to build, launch, and monetize AI agents with robust security. Navigating Web3 can be complex, often requiring multiple wallets and dApps for simple tasks. AI can simplify this by automating operations and enhancing the user experience. However, web2 AI agents face limitations—they are not smart contra...

Discover card cover image

Theoriq Educational AMA Week 4: Interfaces, Data Management and the Future

Last week, we completed the final AMA Educational series with our Head of AI Education Shingai Manjengwa and her team, Senior AI Solutions Engineer, Pourya Vakilipourtakalou and Alexander Mar. The last discussion summarized the previous weeks, gave us a more detailed insight into the interfaces utilized in Theoriq’s protocol, highlighted the importance of the data layer in AI, and looked towards a production ready future using AI Agents. Let’s have a quick look at what they spoke about.Explor...

Discover card cover image

Theoriq and PlayAI Partner to Reshape Gaming using Advanced AI Gaming Agents and Models

Theoriq, the platform for limitless AI innovation, is excited to announce they have partnered with AI gaming pioneers PlayAI Network. PlayAI is leading the AI gaming segment with their platform that employs a modular chain, designed to feed developers with high-quality data and infrastructure to deploy AI agents and models. Their platform incentivizes their users to share their gameplay data which can be further used for training AI models. Gaming has evolved into immersive worlds in which us...

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Wen Agents & Why Web3?

There has been a recent explosion of interest and excitement around AI Agents. This has led many thoughtful observers to ask, “When will we see large-scale adoption of agents?” Driven by the confluence of forces converging to powerful and useful AI agents - we believe that 2025 marks their transition to mainstream adoption. Additionally, we believe that the Web3 ecosystem will be the first mover and innovator to adopt AI agents and blockchain rails, which will help unlock the broader AI Agent...

Discover card cover image

Wen Agents & Why Web3?

There has been a recent explosion of interest and excitement around AI Agents. This has led many thoughtful observers to ask, “When will we see large-scale adoption of agents?” Driven by the confluence of forces converging to powerful and useful AI agents - we believe that 2025 marks their transition to mainstream adoption. Additionally, we believe that the Web3 ecosystem will be the first mover and innovator to adopt AI agents and blockchain rails, which will help unlock the broader AI Agent...

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