Best Practices

11 mins0

Beyond Parallel Monologues: How We Turned a GitHub Repo into a Common Mind for AI

For years, the promise of multi-agent AI collaboration has been a mirage. Tools like OpenRouter or Poe’s multi-bot chats offer what I call “stateless multiplexing.” A human architect submits one prompt and gets back three, five, or ten isolated replies.

The cognitive load isn’t reduced; it’s multiplied. The human must then act as a low-level filter, manually reading every response, identifying contradictions, filtering hallucinations, and composing a single coherent answer.

The AIs aren’t collaborating. They are performing parallel monologues. They have no shared context, no persistent memory, and no way to build upon each other’s work.

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Dimitris Kokoutsidis
12 mins0

The Art of FileMaker Script Orchestration: When to Block, When to Flow

In today’s enterprise FileMaker solutions, one button click can trigger a sophisticated symphony of operations. But how do you decide when your scripts should block the user until everything is finished, and when they should let the system flow asynchronously? This deep dive walks through real-world scenarios and architecture patterns—showing how to manage data dependencies, ensure consistency, and boost performance by choosing the right orchestration model for each process. Learn how universal cascade engines, JSON-driven configuration, and transactional integrity can elevate your solution from functional to exceptional.

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Dimitris Kokoutsidis
9 mins0

Practical Mitigation Steps: A Comprehensive Defense against hidden Threats in macOS.

RustyAttr trojan’s Exploitation of Extended Attributes Cyber threats are evolving rapidly, and attackers are finding increasingly sophisticated ways to bypass detection. One of the latest techniques comes from the Lazarus Group, a well-known Advanced Persistent Threat (APT) actor. Their novel approach involves hiding malicious code in macOS extended attributes (xattr), allowing them to stealthily execute

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Dimitris Kokoutsidis
10 mins0

No CAA = Open Door for Fraud: Why CAA Records Should Be Mandatory

The internet is built on trust, and HTTPS is a cornerstone of that trust. However, many domain owners unknowingly leave a critical security gap wide open by neglecting to configure CAA (Certificate Authority Authorization) records in their DNS settings. Without CAA records, any Certificate Authority (CA) can issue an SSL/TLS certificate for your domain, whether you authorized it or not.
This guide explores the importance of CAA records, why they should be mandatory, and how to set them up correctly with best practices and lessons learned.

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Dimitris Kokoutsidis
15 mins0

Step-by-Step Guide to Implementing AI-Powered Semantic Search in FileMaker 2024

Community Live 13: Jumpstart AI in Claris FileMaker – A step by step workshop Overview of FileMaker’s New AI Features FileMaker 2024 introduces a variety of AI tools, specifically for semantic search, which organizes and retrieves data based on contextual meaning. Here are the key tools: These features lay the groundwork for integrating sophisticated search

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Dimitris Kokoutsidis
13 mins0

FileMaker Bottlenecks and Performance Optimization

In this comprehensive guide, experts Honza Koudelka and Johan Hedman share essential strategies for optimizing FileMaker Server performance, addressing key bottlenecks, and managing heavy traffic from multiple client types. From understanding FileMaker’s single-threaded CPU limitations to implementing caching proxies and smart backup strategies, this post provides detailed insights into building scalable, high-performance FileMaker solutions. Additionally, upcoming changes in FileMaker’s architecture—such as direct OData connections and the integration of Nginx—promise further enhancements. Gain valuable tips and best practices to keep your FileMaker deployment running smoothly, even under high demand.

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Dimitris Kokoutsidis
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