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Takeaways:

• COBOL powers approximately70-80% of global business transactions, with95% of ATM transactions processed through it.

• The transition from COBOL to modern languages poses complexity due to structural and programming paradigm differences, leading to potential migration risks.

• The aging workforce of COBOL developers (average age is55) highlights an urgent need for knowledge management and systems that can leverage generative AI for COBOL maintenance and understanding.

Links:

• Listen now (Podcast Overview)

• Replit: Build your first COBOL app

• COBOL-to-RUST converter

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Takeaways:

• Achieved real-time data synchronization with generative AI under832ms, a significant performance milestone for voice and text processing.

• Utilized Deepgram's Voice API and Replit for development; the team adapted organically to these technologies, emphasizing their effectiveness in handling real-time applications.

• Coda is employed as a project management tool, integrating testing and performance monitoring for AI outcomes.

Links:

• Deepgram Platform

• Replit Development

• Coda for Project Management

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Takeaways:

• Large language models (LLMs) must be designed to think before they speak, and they should also have the capacity to process thoughts without verbalizing them.

• Implementing dual pathways in AI voice applications, such as using APIs that allow audio output while concurrently generating real-time transcripts, can facilitate better agent responses.

• Organizations should consider enabling agents to suppress direct audio responses and evaluate what they intend to convey, leaning towards retrieval-augmented generation (RAG) frameworks to enhance thought processes.

Links:

• Deepgram’s Voice-to-Voice API

• OpenAI’s Real-time Voice API

• Deepgram Voice API - AgentThinking Event

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Takeaways:

• Claude's new API enables automated interactions with web apps, allowing for complex tasks to be scripted and captured as videos for testing and data generation.

• The focus on vision in autonomous technology is being mirrored in digital environments, altering how agents like Claude operate within human-designed interfaces.

• Upcoming updates include the release of Claude3.5 Haiku, expanding capabilities available through Anthropic's API and other platforms.

Links:

• Elon Musk eliminates sensors for FSD

• Claude API capabilities

• Upgrade to Claude3.5 Sonnet

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Takeaways:

• Deterministic AI reasoning is gaining traction through tool-calling techniques, providing more reliable AI interactions.

• Real-time voice-driven AI is becoming the primary channel for communication, signaling a shift away from text-based interactions.

• Tool-calling and asynchronous processing can significantly reduce latency in AI applications, enhancing performance and user experience.

Links:

• Real-time Voice API by OpenAI

• Deepgram’s Voice API

• AssemblyAI’s Real-time Platform