Posts by Themis Angelopoulos

@Themis Angelopoulos

Themis Angelopoulos

https://github.com/Nireus79/Nireus79
Patra hermesoftware.wordpress.com Joined June 2026
1.3k Points18 Badges3 Connections4 Followers6 Following

Posts by Themis Angelopoulos

Themis Angelopoulos in Articles 7 min read
Your organization has knowledge scattered everywhere: docs, wikis, Slack conversations, emails, databases. Your AI agents need access to it. But you can’t let every agent access every document security, privacy. I built Socratic-knowledge: enterprise...
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Themis Angelopoulos in Articles 6 min read
You start defining a project. Three weeks later, you’re still asking questions. You’re not sure if you’re ready to start building. I built Socratic-maturity to track context maturity across 4 phases Discovery, Analysis, Design, Implementation. It tel...
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Themis Angelopoulos in Articles 8 min read
You test your code. 95% coverage. But in production, agents are making bad decisions. Code quality tools missed what matters: Does the agent reasoning make sense? Are edge cases handled? Is the system’s behavior predictable? I built Socratic-analyzer...
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Themis Angelopoulos in Articles 7 min read
Your workflow has 10 steps. Today they run sequentially one after another. Step 5 depends on Step 2, but Step 3-4 could run in parallel. You’re wasting time. I built Socratic-workflow to intelligently schedule tasks: parallel where possible, sequenti...
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Themis Angelopoulos in Articles 8 min read
Your multi-agent system is running. You have no idea if it’s healthy. Agents are fighting, quality is degrading, costs are exploding, and you don’t know until users complain. I built Socratic-performance to solve this: real-time monitoring for agent ...
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Themis Angelopoulos in Articles 8 min read
Your agents make decisions. Then they forget. They make the same mistakes tomorrow. I built Socratic-learning to fix this: agents learn from every decision, update their behavior, and improve continuously. Not through manual retraining. Through feedb...
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Themis Angelopoulos in Articles 16 min read
You have 4 agents offering different solutions. Code Agent says “rewrite in Rust.” Architecture Agent says “optimize current Python.” Security Agent says “redesign with encryption.” Performance Agent says “cache aggressively.” Who wins? Voting fails ...
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Themis Angelopoulos in Articles 13 min read
Your multi-agent system optimizes each step independently. Step-by-step cost minimization. But local optima destroy global efficiency. Save €0.10 per step, spend €100 extra total. I built a QualityControllerAgent that evaluates full workflow paths be...
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Themis Angelopoulos in Articles 17 min read
For 2,500 years, human societies have relied on one insight: ethical behavior isn’t enforced by rules alone—it’s sustained by understanding that fairness benefits you. Socrates taught this: “It is better to suffer injustice than to commit it.” Your A...
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Themis Angelopoulos in Articles 12 min read
Stop Overpaying for LLMs: The Multi-Provider Strategy That Cuts Costs by 40-60% You may pay a lot of money every year to an AI vendor because you’re locked in. Another vendor may be better for reasoning but 3x more expensive. Local models work for si...
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Themis Angelopoulos in Articles 8 min read
Socrates AI is a comprehensive system for solving the context problem in human-AI communication. By applying the Socratic method 2,400 years of philosophical tradition to modern AI systems, Socrates ensures that projects are defined correctly before ...
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