#UX
Articles tagged with "UX"
3 articles
ai-development
March 4, 2026
File Uploads in AI Chat: Letting Agents Read Contracts and Screenshots
Drag in a contract, paste a screenshot, get answers. How we build file upload pipelines for AI chat: vision vs text extraction, UX details, security rules.
Ostap Kovalisko
Founder & AI Systems Architect
7 min read
File UploadVision ModelsDocument AI
ai-agents
February 13, 2026
Voice AI Agents: When Talking to Your Systems Beats Typing
Voice input to AI agents is cheap to ship and used more than teams expect. Where voice wins, where it fails, and how we build voice-to-action safely.
Ostap Kovalisko
Founder & AI Systems Architect
6 min read
Voice AIWeb Speech APIAI Agents
ai-agents
September 25, 2025
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
7 min read
Confidence ScoringLLMCalibration