Linkedin Learning – Claude Code Designing Multi Model AI Systems 2026 BOOKWARE-LERNSTUF

                         .                                 .                   
              .         /-  .                .-.            .                  
 .. - - ___- _/ \____---' \\___---____-------- . ... . - _-- -\\_ ___--'-__ .. 
             /                          _____--- .                             
            //                         //                     .                
      _____//              ____.____  //                     /                 
  .///    //--. .. ------./         \/.-------.             //                 
    /    //___.__________/    .     //______ --.           //                  
   /    //    \   .      \   //  __//  .    \     .-.. . .-. -. ... - ..- ..-. 
  /    //    //  //     .   //   \    //    //.---. _____//.-----.             
 /  ._______    //_____//__//   //   //    //______/    //___ ---. .     .---. 
 \____//---/      //--.    /        //\_  //  .__      __.  /_____//________ . 
     // .--\_____//----   /    /___// /  .     \ /    //   //    //         \  
    //    . -- - --.      \___//  .. /  //_____//    //   //   _.     .    //  
    /          /         .---//   / _\_____   \/    //   //    //   //____///. 
   .                   . ----/     /     //   /    //   //    //    ___//.     
                            .     /\_________/    //\________//   //..         
        [ LERNSTUF ]             //   . ---//    //. .mR'24./    //            
                                //         .\___//----.   ..\___//             
                               //              //           .--//              
 .. - -  - -- --- _- _   __-  _/              /\\_____----- .. . .. ----. _- . 
                             .     .   -- ___/                                  
                               Linkedin Learning
                  Claude Code Designing Multi Model AI Systems
                                      2026
            __.                                                ..            . 
 .. - -  - /- --- _- [   R E L E A S E   D E T A i L S   ]- . ./\ . - __./---' 
  Release Date : 2026-05-17
  Publisher    : Linkedin Learning
  Title        : Claude Code Designing Multi Model AI Systems
  Year         : 2026
  Month        : 04
  Category     : Unknown
  Language     : English
  Section      : BOOKWARE
  Files        : 04 x 100 MB
               _                                             .                 
 .. - - ___- _/ \____--[   R E L E A S E   N O T E S   ] _-- -\\_ ___--'-__ .. 
 https://www.linkedin.com/learning/claude-code-designing-multi-model-ai-systems
 Use multi-modal AI systems with Claude Code to transform the way you approach
 AI developments. Dr. Isil Berkun, AI educator and founder of DigiFab.AI, shows
  you how to implement effective routing, fallback, and guardrail strategies.
 Explore ways to optimize decision quality, job robustness, and safety through
  a comprehensive evaluation pipeline that examines latency, cost, and routing
     outcomes. Build the practical skills you need to create resilient and
  maintainable AI systems, through hands-on exercises. Perfect for applied ML
   engineers, AI-focused individual contributors, and technical leaders, this
    course offers insights on mapping tasks to proper models and efficiently
 operating AI systems with human-in-the-loop reviews and incident response. By
    the courses end, youll have completed a Claude Code project showcasing a
                     scalable, production-ready AI system.
                _       .                                 __.                  
 .. - - _//- ___\____---' [   R E C R U i T i N G   ] . - _\_ ___--'-_ -- -_ . 
                         iF YOU HAVE ANYTHiNG TO OFFER                         
                CONTACT US ViA THE SCENE, OR EMAiL ADDRESS BELOW               
              ...       .                                      ___.            
 .. - - ___- _/ \____--' \ [   G R E E T i N G S   ] _-------' \\___-- -  // . 
    GREETiNGS TO ALL THE PAST AND PRESENT SCENE GROUPS AND SCENERS WHO MADE    
       STUF AVAiLABLE FOR THOSE THAT MAY NOT OTHERWISE HAD THE PRiViLEGE       
          _                                                   _             _  
 .. -_- -/_- __--\__ [   C O N T A C T   D E T A i L S   ] --- -___-- -  \ - . 
                         lernstuf [at] proton [dot] me                         
               .          .                    .-.                .            
 .. - - ___- _/ \____---' \\___-- .. - - ___- _/ \___----  -___-/__-- -  -- .  
           ._/       -     '                 -                 '    - .        

8.1M	001-multimodel_ai_systems_and_demo_final_project.mkv
23M	002-the_single_model_trap_why_ai_products_fail_at_scale.mkv
14M	003-build_a_chatbot_with_claude.mkv
8.1M	004-find_chatbot_failures_cost_latency_and_verification_gaps.mkv
32M	005-designing_multi_model_workflows_for_scale.mkv
14M	006-choosing_the_right_claude_model.mkv
18M	007-fast_intent_classification_with_claude_haiku.mkv
14M	008-smart_routing_directing_requests_to_the_right_model.mkv
20M	009-confidence_based_fallbacks_for_edge_cases.mkv
5.3M	010-guardrails_first_zero_cost_safety_before_model_calls.mkv
18M	011-detect_pii_with_local_regex_emails_and_phone_numbers.mkv
34M	012-block_unsafe_prompts_injection_and_jailbreak_detection.mkv
11M	013-beyond_accuracy_balancing_latency_cost_and_risk.mkv
21M	014-build_ai_metrics_timing_tokens_and_routing.mkv
13M	015-implement_status_thresholds_red_amber_green.mkv
31M	016-generate_evaluation_reports_with_routelevel_insights.mkv
23M	017-run_the_full_stack_debug_view_and_metrics_dashboard.mkv
29M	018-review_route_distribution_and_cost_breakdown.mkv
27M	019-production_practices_logging_human_in_the_loop_and_monitoring.mkv
3.8M	020-what_you_built_and_where_to_go_next.mkv
8.0K	Exercises
4.0K	Exercises/source_code_link.txt
652K	LERNSTUF
648K	LERNSTUF/lernstuf_introduction_2025.rar
361M	total