Wandero AI's Kalandadze on the 'Missing Layer' Post-Launch
Raphael Kalandadze, CTO of Wandero AI, recently shared insights into the critical, yet often overlooked, phase of AI agent development: the 'missing layer after launch. ' In his presentation, Kalandadze. . .
Raphael Kalandadze, CTO of Wandero AI, recently shared insights into the critical, yet often overlooked, phase of AI agent development: the 'missing layer after launch. ' In his presentation, Kalandadze emphasized that while rapid development and deployment are achievable, the real work begins once an agent is in production. He articulated that the true measure of an AI agent's success lies not just in its initial functionality, but in its ability to adapt and improve through continuous feedback and monitoring. Wandero AI's Kalandadze on the 'Missing Layer' Post-Launch — from AI EngineerVisual TL;DR. AI Agent Launch leads to The 'Easy Part'. The 'Easy Part' leads to Post-Launch Operations. Post-Launch Operations requires Agent Health Monitoring. Agent Health Monitoring enables Continuous Improvement. Continuous Improvement drives Agent Success. Post-Launch Operations provides Operational Insight. Human in the Loop supports Continuous Improvement. Related startupsAI Agent Launch: rapid development and deployment achievable, shipping in just three weeksThe 'Easy Part': shipping is fast now, that was the easy partPost-Launch Operations: the critical, yet often overlooked, phase of AI agent developmentAgent Health Monitoring: how do you even know it's healthy after deployment?Continuous Improvement: ability to adapt and improve through continuous feedback and monitoringOperational Insight: leveraging agents for operational insight and understandingHuman in the Loop: integrating human oversight for better agent performanceAgent Success: true measure lies in adaptation and improvement, not just initial functionVisual TL;DRQuickExplainDeeperVisual TL;DR, startuphub. ai AI Agent Launch leads to The 'Easy Part'. The 'Easy Part' leads to Post-Launch Operations. Post-Launch Operations requires Agent Health Monitoring leads to requires AI Agent Launch The 'Easy Part' Post-Launch Operations Agent Health Monitoring Agent Success From startuphub. ai · The publishers behind this formatVisual TL;DR, startuphub. ai AI Agent Launch leads to The 'Easy Part'. The 'Easy Part' leads to Post-Launch Operations. Post-Launch Operations requires Agent Health Monitoring leads to requires AI Agent Launch The 'Easy Part' Post-LaunchOperations Agent HealthMonitoring Agent Success From startuphub. ai · The publishers behind this formatVisual TL;DR, startuphub. ai AI Agent Launch leads to The 'Easy Part'. The 'Easy Part' leads to Post-Launch Operations. Post-Launch Operations requires Agent Health Monitoring leads to requires AI Agent Launch rapid development and deploymentachievable, shipping in just three weeks The 'Easy Part' shipping is fast now, that was the easypart Post-Launch Operations the critical, yet often overlooked, phaseof AI agent development Agent Health Monitoring how do you even know it's healthy afterdeployment? Agent Success true measure lies in adaptation andimprovement, not just initial function From startuphub. ai · The publishers behind this formatVisual TL;DR, startuphub. ai AI Agent Launch leads to The 'Easy Part'. The 'Easy Part' leads to Post-Launch Operations. Post-Launch Operations requires Agent Health Monitoring leads to requires AI Agent Launch rapid developmentand deploymentachievable,… The 'Easy Part' shipping is fastnow, that was theeasy part Post-LaunchOperations the critical, yetoften overlooked,phase of AI agent… Agent HealthMonitoring how do you evenknow it's healthyafter deployment? Agent Success true measure liesin adaptation andimprovement, not… From startuphub. ai · The publishers behind this formatVisual TL;DR, startuphub. ai AI Agent Launch leads to The 'Easy Part'. The 'Easy Part' leads to Post-Launch Operations. Post-Launch Operations requires Agent Health Monitoring. Agent Health Monitoring enables Continuous Improvement. Continuous Improvement drives Agent Success. Post-Launch Operations provides Operational Insight. Human in the Loop supports Continuous Improvement leads to requires enables drives provides supports AI Agent Launch rapid development and deploymentachievable, shipping in just three weeks The 'Easy Part' shipping is fast now, that was the easypart Post-Launch Operations the critical, yet often overlooked, phaseof AI agent development Agent Health Monitoring how do you even know it's healthy afterdeployment? Continuous Improvement ability to adapt and improve throughcontinuous feedback and monitoring Operational Insight leveraging agents for operational insightand understanding Human in the Loop integrating human oversight for betteragent performance Agent Success true measure lies in adaptation andimprovement, not just initial function From startuphub. ai · The publishers behind this formatVisual TL;DR, startuphub. ai AI Agent Launch leads to The 'Easy Part'. The 'Easy Part' leads to Post-Launch Operations. Post-Launch Operations requires Agent Health Monitoring. Agent Health Monitoring enables Continuous Improvement. Continuous Improvement drives Agent Success. Post-Launch Operations provides Operational Insight. Human in the Loop supports Continuous Improvement leads to requires enables drives provides supports AI Agent Launch rapid developmentand deploymentachievable,… The 'Easy Part' shipping is fastnow, that was theeasy part Post-LaunchOperations the critical, yetoften overlooked,phase of AI agent… Agent HealthMonitoring how do you evenknow it's healthyafter deployment? ContinuousImprovement ability to adaptand improve throughcontinuous feedback… OperationalInsight leveraging agentsfor operationalinsight and… Human in the Loop integrating humanoversight forbetter agent… Agent Success true measure liesin adaptation andimprovement, not… From startuphub. ai · The publishers behind this formatThe "Easy Part" is Just the BeginningKalandadze highlighted the speed at which initial product development can occur, citing Wandero AI's own experience of shipping a product in just three weeks, involving approximately 300,000 lines of code and a budget of $35,000. He stated,"Shipping is fast now. That was the easy part. "He then posed a crucial question:"How do you even know it's healthy?"This question sets the stage for the complexities that arise after deployment. The challenge, as Kalandadze explained, is that AI agents, unlike traditional software with a defined set of features and buttons, are designed to handle a vast range of tasks and respond to almost any user input. This inherent flexibility, while powerful, also means that"almost anything can break. "Traditional methods of testing and monitoring, which work for static software, fall short when dealing with the dynamic and often non-deterministic nature of AI agents.