Blog

Data and AI Integration

Integrating Agents with Data Layers for True Business Value

To achieve true business value, we must leverage our unique data by integrating a network of agents with a data layer, going beyond simple memory utilization.

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Your Name Here 2025-04-28
Article
Memory Management in AI Agents

Memory Management in Intelligent Solutions: Key Types of Agent Memory

Memory management is a critical challenge in creating intelligent solutions. Discover the nine types of Agent memory used in our platform.

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Your Name Here 2025-04-24
Article
AI Agents in Action

Firstscore AI Platform: The Power of Agents in Action

Our platform is fully agent-based, enabling the creation of a wide range of applications with incredible flexibility. Here's a closer look at the principles behind it.

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Mariusz Jażdżyk 2025-04-23
Article
AI Agents Future

The Rise of AI Agents: Shaping Our Future

AI agents, once a distant concept, are now becoming an integral part of our daily lives. The new frameworks and breakthroughs in orchestration are leading us to a future where AI collaborates seamlessly.

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Mariusz Jażdżyk 2025-04-21
Article
AI Logic Transparency

Introducing Full Transparency of Logic on Our Platform!

We're introducing a new feature that brings complete transparency to AI logic on our platform. Now, users can track every action and decision made by AI in real time.

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Mariusz Jażdżyk 2025-04-19
Article
Reducing AI Hallucinations in Firstscore

How We Effectively Reduce AI Hallucinations in Firstscore Platform

Discover the simple and advanced methods we use to effectively reduce AI hallucinations in the Firstscore platform, leading to more reliable and accurate results.

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Mariusz Jażdżyk 2025-04-18
Article
AI Testing with Intelligent Agents

How I Solved the Problem of a Fatigued AI Tester

Discover how a system of four AI agents solved the problem of manual testing, improving reliability and efficiency. Could this be the future of AI testing?

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Mariusz Jażdżyk 2025-04-15
Article
GPT-4 vs Deepseek v3 Debate

GPT-4 vs Chinese Deepseek v3 in a Heated Debate!

We put two powerful models in the ring to debate the future of education. The conversation became so intense that it almost got too heated. This is no longer prompt engineering – it’s the next level of AI interaction.

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Mariusz Jażdżyk 2025-04-12
Article
AI Platform Features

Three Key Features of Our Platform – Contact Us for Pilot Implementations

Discover the key features of our platform that help extract knowledge from private documents, support a wide range of LLM providers, and offer contextual decision-making assistance. Contact us for pilot implementations.

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Mariusz Jażdżyk 2025-04-10
Article
LLM Models and Predictions

A Month Ago, I Challenged LLM Models – They Had to Predict Whether a Fort Knox Audit Would Happen

A challenge was issued to LLM models to predict a Fort Knox audit, and while the models showed conservative results, some did highlight potential market movements. The experiment raises important questions about the predictive power of AI.

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Mariusz Jażdżyk 2025-04-08
Article
AI Agents at Work

Your Competitor Just Announced They Run the Entire Company with a Team Five Times Smaller Than Yours – And Still Grow.

While your competitors run their companies with smaller teams, your AI agents may still be stuck in basic, generalized models. In this article, we explore how learning from mistakes, adapting to context, and personalizing communication can give your business the edge.

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Mariusz Jażdżyk 2025-04-01
Article
AI Development Process

Marketers Start with Packaging. Engineers Start with Foundations.

Marketers and engineers approach AI development differently, but both have a significant impact. In this article, we discuss the balance between creativity, seriousness, and the evolution of the Firstscore AI platform.

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Mariusz Jażdżyk 2025-03-29
Article
App Development Process

An App in 17 Minutes? Nonsense!

Apps created in minutes may be "cool," but do they solve real problems? In this article, we explore the importance of product-driven development, user understanding, and the future of AI engineering.

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Mariusz Jażdżyk 2025-03-12
Article
Finetunning architecture design

AI Does Not Know the Future.

Despite the growing enthusiasm around AI, it is important to understand its limitations. Artificial intelligence does not know the future, does not understand meanings, and does not create inspiration. AGI remains more of a myth than a real goal.

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Mariusz Jażdżyk 2025-03-04
Article
System Architecture Overview

Classic RAG Was Definitely Not Enough

After encountering many obstacles and failures while building a textbook architecture, we've developed something more advanced. Soon, we'll have our internal perplexity engine working on private data and granting superpowers to users.

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Mariusz Jażdżyk 2025-02-29
Article
Finetunning architecture design

RAG vs finetunning

The race for industry-specific AI models is accelerating, with companies choosing between fine-tuning generic models for precision and consistency or adopting RAG for flexibility, up-to-date information, and cost efficiency, each offering distinct advantages and challenges.

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Mariusz Jażdżyk 2025-02-19
Article
Oil installation as a symbol for data source

Data in AI

The key to outperforming universal AI models lies in acquiring exclusive, high-quality industry-specific data, as real data—rather than generic LLM outputs—drives competitive advantage in AI development.

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Mariusz Jażdżyk 2025-02-18
Article
Blackboart with text 'next word'

Stateless AI

AI-powered services rely on predictive algorithms to generate responses, but their success hinges on effective context retention, achieved through scalable data modeling and dual NoSQL databases.

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Mariusz Jażdżyk 2025-02-15
Article
Symbolic search image

AI Search

Developing AI-driven data systems requires structured, accessible data and a blend of traditional search techniques with AI to deliver precise, contextual insights from proprietary information.

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Mariusz Jażdżyk 2025-02-10
Article
Palantir stock price chart

Where Two Fight, the Third Gains: Who Benefits from the AI War?

The article highlights how companies like Palantir are benefiting in the AI race, with Palantir’s stock rising 23%. It emphasizes that the real advantage in AI comes from unique data and local applications, not just cheap algorithms, and those who integrate AI effectively will find true value.

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Mariusz Jażdżyk 2025-02-05
Article
Cover of Book of Why - Judea Pearl

Data and Causality

Data alone isn't enough to solve business problems. It explains three levels of reasoning - data analysis, understanding causality, and simulations. While AI is improving, combining data with expert knowledge and advanced tools could be the ideal solution.

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Mariusz Jażdżyk 2025-01-25
Article
Personal Computer with a search window visible on the screen

Can AI Truly Understand Your Organization?

Effective AI relies on precise, context-aware search to leverage internal knowledge, ensuring accurate results in recommendation systems and RAG models by preparing, enriching, and optimizing domain-specific data.

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Mariusz Jażdżyk 2024-12-15
Article
Labirynth

How to Build a Recommender System

AI projects can be exciting yet challenging, requiring clear goals, quality data, and flexibility to navigate hurdles like the "valley of death" and technical debt, ultimately leading to valuable, scalable solutions.

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Mariusz Jażdżyk 2024-12-08
Article
Team of agents

The Dream Team

Discover how our "dream team" of integrated language models, including LLaMA, Gemma, and Bielik, collaborates to create a highly efficient, self-improving Personal Advisor for superior IT advice.

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Mariusz Jażdżyk 2024-12-01
Article
Photo from wargames movie representing the process of self-learning of algorithms

AI Wargames

We simplify AI implementation by automating hyperparameter tuning, using AI to validate models, and continuously refining algorithms, ensuring high-quality, cost-effective solutions for any business.

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Mariusz Jażdżyk 2024-10-28
Article
Illustration of a shark, representing the Sharkstracker.com platform.

We've surpassed a million!

SharksTracker.com analyzes daily transactions from hedge funds, ETFs, and insiders managing $50 trillion in capital, providing unique data for investment decisions with growing user engagement.

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Mariusz Jażdżyk 2024-10-20
Article
Illustration of an eye symbolizing the concept of a hallucination

Avoiding AI Hallucinations: Best Practices

AI solutions require careful planning, solid data, and effective constraints to prevent hallucinations and ensure accurate results, especially when extracting knowledge from unstructured or private data.

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Mariusz Jażdżyk 2024-10-12
Article
Napoleon Bonaparte thinking

The Role of Conversation Flows

The AI market is rapidly growing, with chatbot automation expected to reach billion-dollar valuations by 2030, while startups face challenges from technology providers replicating their innovations.

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Mariusz Jażdżyk 2024-10-04
Article
Person shopping online, symbolizing personalized shopping experience

New Era of Personalization

AI-driven hyper-personalization is revolutionizing user experiences by continuously adapting to individual preferences and behaviors, making interactions more tailored and valuable than ever before.

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Mariusz Jażdżyk 2024-09-27
Article
Close-up of a GPU chip symbolizing the foundational infrastructure for AI technology

Infrastructure for AI

When implementing AI, companies must carefully choose between cloud, hybrid, or on-premise infrastructure to align with their goals, ensuring the right balance of flexibility, security, and scalability.

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Mariusz Jażdżyk 2024-09-20
Article
Bielik eagle, symbolizing the Polish LLM (Language Model) technology

Optimizing Non-English LLMs

To effectively use non-English LLMs like Bielik for Polish, combining it with larger models for advanced logic and reasoning ensures both linguistic accuracy and task performance.

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Mariusz Jażdżyk 2024-09-12
Article
Sketch depicting a group of editors.

AI-Driven Journalism

In the past year, I wrote 2500 articles—equivalent to three full-time journalists—by leveraging AI, efficient data acquisition, and cloud services, producing content at scale with minimal cost.

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Mariusz Jażdżyk 2024-09-07
Article
Chessboard representing strategic planning and decision-making.

Strategy Leading to Evolution

Success in startups requires embracing evolution, discarding failed attempts, and continuously adapting strategies based on customer needs and feedback.

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Mariusz Jażdżyk 2024-08-30
Article
Futuristic robot

The Challenges for Companies

In 2024, AI is set to transform business, with companies focusing on implementation, customization, and security while leveraging open-source models and emerging applications to unlock data-driven insights.

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Mariusz Jażdżyk 2024-08-24
Article
Atari keyboard from the 80s

From Curiosity to AI Breakthroughs

A childhood encounter with a computer sparked a lifelong passion for technology, leading to groundbreaking discoveries in AI and the ongoing UX revolution reshaping industries and automating tasks.

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Mariusz Jażdżyk 2024-08-14
Article