Articles tagged with "LLM"
How We Built a 30-Action AI Agent Platform in 6 Months
The complete architecture of a production AI agent platform: intent classification, graph-based routing, multi-model consensus, and an approval queue. Real numbers from 6 months in production.
Ostap Kovalisko
Founder & AI Systems Architect
Multi-Model Consensus: Why Critical AI Decisions Need More Than One LLM
How running Claude, GPT and Gemini in parallel turns model disagreement into a signal for human review. Architecture, cost analysis, and when 3x the price is worth it.
Ostap Kovalisko
Founder & AI Systems Architect
LLM Cost Optimization: Small Models for Routing, Big Models for Judgment
Production LLM bills are an architecture problem, not a pricing problem. The tiering, caching, and routing strategies that cut our per-query cost by 90%.
Ostap Kovalisko
Founder & AI Systems Architect
Structured Outputs: Making LLM Responses Production-Safe
Free-text LLM output cannot drive software. How schemas, validation layers, and typed UI cards turn model responses into data your system can safely act on.
Ostap Kovalisko
Founder & AI Systems Architect
Tool Use and Function Calling: How AI Agents Touch Real Systems
Function calling is easy to demo and hard to productionize. How we design tool layers for AI agents across 9 connected systems: schemas, idempotency, permissions.
Ostap Kovalisko
Founder & AI Systems Architect
RAG in Production: What Breaks After the Demo
A RAG demo takes a weekend. Production takes months. The six failure modes we hit running RAG over 9 live business systems — and the fixes that held.
Ostap Kovalisko
Founder & AI Systems Architect
Confidence Scoring: The Most Underrated Feature in LLM Systems
A calibrated confidence score changes what an AI system is allowed to do. How we tier behavior by confidence and keep the numbers honest in production.
Ostap Kovalisko
Founder & AI Systems Architect
The Complete Guide to AI Tools Integration: Building Intelligent Applications in 2025
Master AI tools integration with this comprehensive guide. Learn how 78% of organizations are implementing AI, explore OpenAI vs. Anthropic, and discover proven integration patterns that deliver 3.5X ROI.
Eucalipse Team
AI Integration Specialists