bilimforallhack

BilimForAll is an autonomous, gamified learning workflow designed to transform corporate training from passive reading into highly interactive, career-specific training tracks. Inspired by the engaging mechanics of Duolingo, the platform utilizes a sophisticated multi-agent system powered by Google Gemini 3.1 and orchestrated by Bob, an intelligent AI career coach. The enterprise-ready platform automates corporate learning through four core modules: AI Onboarding: Utilizes Agent-Analyst and Agent-Methodologist to read new hire profiles and instantly build personalized learning roadmaps. Content Automation: Employs Scriptwriter, Visualizer, and Translator agents to automatically turn dry corporate text updates into ready-made video materials. Star Mentors Simulator: Allows employees to practice soft skills through real-time voice roleplays with demanding AI personas, while Bob serves as a Coach-Agent to analyze transcripts and flag mistakes. Smart Verification: Uses Gemini 1.5 Flash for high-frequency, multimodal evaluation, allowing the AI to automatically review hands-on proof like CRM setup screenshots. To make the platform completely viable for enterprise scale, BilimForAll integrates Google’s Context Caching technology. When hundreds of team members access the same dense training documentation simultaneously, the system reads directly from the cache. This eliminates repetitive token processing, ensuring lightning-fast performance while saving companies up to 85% on API operational costs.