Smashing AI's Memory Wall

Applying Agentic AI to Legacy Systems: 4 Critical Challenges & Solutions
Think agentic AI will magically fix your legacy systems? Think again. Without a clear strategy, deploying autonomous agents into complex software environments is a high-risk, high-cost gamble.
In this video, we break down why agentic AI—a technology that uses autonomous agents to undertake actions within software systems rather than just creating content—is poised to revolutionise how we maintain and upgrade legacy IT assets like SAP ERP environments. However, the path to successful digital transformation is fraught with unique complexities that require foresight and planning.
What You’ll Learn:
We explore the four major challenges highlighted by industry experts that every CIO and IT leader must prepare for:
1. Complex Integration Requirements: Legacy systems often feature intricate data models and proprietary logic that prevent a "plug and play" experience.
2. ROI Risks: Building AI agents is a costly investment. We discuss how to use "T-shirt sizing" to estimate cost-to-value ratios and why starting with pilot projects is essential to ensure worthwhile business outcomes.
3. Data Privacy and Security: AI agents often require broad access to sensitive data. Learn why applying role-based access controls (RBACs) and maintaining audit trails is critical for compliance.
4. Hallucination Tendencies: Just like LLMs, AI agents can make incorrect assumptions. We explain why keeping "humans in the loop" for high-stakes tasks is the best way to mitigate this risk.
Key Strategies for Success:
• Target Bounded Use Cases: Focus on well-defined areas like custom code analysis or test automation rather than attempting to automate entire systems at once.
• Leverage Modern Tools: Utilise features like SAP BTP AI Core or SAP Graph to expose legacy data in API-consumable formats.
• Optimise Costs: Consider open-source frameworks like LangChain and cost-optimised databases like Pinecone to manage ROI risks.
Agentic AI offers enormous potential for adding efficiency to legacy system transformation, but success requires navigating these hurdles with a strategic, analyst-led approach.

--------------------------------------------------------------------------------
About the Expert Source: This content is based on insights from Kausik Chaudhuri, CIO of Lemongrass and a thought leader in migrating complex mission-critical applications.
Don't forget to: 👍 Like this video if you found it helpful! 🔔 Subscribe for more deep dives into Artificial Intelligence, IT Strategy, and Enterprise Applications. 💬 Comment below: What is the biggest challenge your organisation faces with legacy system modernisation?
#AgenticAI #LegacySystems #DigitalTransformation #ITStrategy #SAP #GenerativeAI #CIO #EnterpriseAI #DataSecurity #LangChain #Modernisation