Oracle Mission Critical Scale, AI Benchmarking Pitfalls & Cost of Context | Agents of Dev Episode 19

Oracle Mission Critical Scale, AI Benchmarking Pitfalls & Cost of Context | Agents of Dev Episode 19

Email your topics and questions to the podcast here.

What if the biggest challenge in AI is not building it, but understanding how it changes underneath you?

In this episode of Agents of Dev, Mitch Ashley and Brad Shimmin explore Oracle’s latest mission critical data infrastructure advancements alongside the fast evolving realities of AI systems, benchmarking, and cost management.

The discussion covers Oracle’s push toward extreme scale and high availability for global workloads, while also unpacking the hidden instability in AI systems caused by shifting APIs, model updates, and opaque pricing changes.

They also discuss why transparency is becoming essential for trust, how benchmarking AI models can mislead if not carefully designed, and why developers are increasingly relying on memory management, caching, and local models to control cost and performance.

The episode also highlights creative engineering approaches, from simple tools like curl to local AI experimentation, showing how practitioners are adapting to a rapidly changing AI landscape.

This and more on Agents of Dev.

#AgentsofDev #AI #ArtificialIntelligence #DataManagement #CyberSecurity #Microsoft #Anthropic #GraphDatabase #MachineLearning #AIGovernance

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Episoder(39)

Beyond AGI Hype: Demystifying AI Harnesses, Context Economics, and Agentic Workflows | Agents of Dev Episode 39

Beyond AGI Hype: Demystifying AI Harnesses, Context Economics, and Agentic Workflows | Agents of Dev Episode 39

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Beyond the AI Doomer Hype Harness Engineering, Context Economics, and Agentic Workflows | Agents of Dev Episode 38

Beyond the AI Doomer Hype Harness Engineering, Context Economics, and Agentic Workflows | Agents of Dev Episode 38

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AWS DuckDB Moves, Fixing "Lazy" AI Agents, and the 2026 AI Budget Reckoning | Agents of Dev Episode 37

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10 Sep 52min

Inside the Mind of an Open Source Innovator with Tracy Ragan | Agents of Dev Episode 36

Inside the Mind of an Open Source Innovator with Tracy Ragan | Agents of Dev Episode 36

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3 Sep 49min

Model Fatigue, Phantom Fixes, & Toolchain Chaos: Finding Control in Agentic Dev | Agents of Dev Episode 35

Model Fatigue, Phantom Fixes, & Toolchain Chaos: Finding Control in Agentic Dev | Agents of Dev Episode 35

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27 Aug 48min

DynamoDB Vectors, Shift Zero Security, and Taming AI Tech Debt | Agents of Dev Episode 34

DynamoDB Vectors, Shift Zero Security, and Taming AI Tech Debt | Agents of Dev Episode 34

Email your questions and topics to the podcast here.  As AI moves deeper into software development, keeping up with rapid updates can feel like chasing a moving target. In this episode of Agents of De...

20 Aug 46min

Stop Reviewing Agent Code? Anthropic, DynamoDB & AI Tech Debt | Agents of Dev Episode 33

Stop Reviewing Agent Code? Anthropic, DynamoDB & AI Tech Debt | Agents of Dev Episode 33

Email your questions and topics to the podcast here.  Are your AI agents creating more technical debt than they actually solve? In this episode of Agents of Dev, hosts Mitch Ashley and Brad Shimmin br...

13 Aug 44min

Unifying Data Stacks, Open-Weight Controversies & Google's Anti-Gravity CLI | Agents of Dev Episode 32

Unifying Data Stacks, Open-Weight Controversies & Google's Anti-Gravity CLI | Agents of Dev Episode 32

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