#Reliability
Articles tagged with "Reliability"
3 articles
ai-agents
May 20, 2026
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
7 min read
LLMClaudeGPT
ai-development
November 19, 2025
LLM Observability: Monitoring AI Agents in Production
AI agents fail silently — wrong answers return HTTP 200. The metrics, traces, and weekly review loop we use to monitor LLM systems running 500+ actions a week.
Ostap Kovalisko
Founder & AI Systems Architect
8 min read
LLM ObservabilityMonitoringAI Agents
ai-development
November 6, 2025
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
7 min read
Structured OutputsJSON SchemaLLM