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Is your AI development stack quietly trapping you in a state of "microgravity" vendor lock-in?

In this episode of Agents of Dev, hosts Mitch Ashley and Brad Shimmin break down why the latest wave of AI engines—headlined by Anthropic’s Claude Opus 4.8—are evolving into fully integrated operational systems rather than standalone models.

Brad reveals how he used Claude Code to blueprint a complex 2,800-line Python migration in just five turns, shifting the architecture from a simple lift-and-shift to an optimized, AI-forward upgrade.

The duo also dives into Starburst’s decentralized "catalog of catalogs" approach to data gravity, Harness's savvy acquisition of CodeCov to eradicate verification debt at the point of origin, and a game-changing open-source tool called Graphify that spins up queryable context graphs for agentic workflows with a single terminal command.

This and more on Agents of Dev, part of The Futurum Group Podcast Network.

#ClaudeOpus #Anthropic #AgenticAI #Graphify #DevSecOps #DataEngineering #AIPlatform #SoftwareArchitecture #AgentsOfDev

Email your questions and topics to the podcast here.

AI agents are completely transforming how enterprise data moves, but running them shouldn't break your token budget.

In this episode of Agents of Dev, Mitch Ashley and Brad Shimmin break down the massive infrastructure shifts coming out of Microsoft Build and Snowflake Summit. Discover how tools like Microsoft Fabric IQ, Project Rayfin, and Snowflake's "Coco" (Cortex Code) ecosystem are elevating metadata into actionable ontologies, shrinking token counts, and cutting operational costs.

They also discuss Anthropic’s unsettling Claude 4.8 self-awareness disclosures, evaluates Google’s incredibly fast, encoder-free Gemma 4 12B local model, and extracts a crucial software design lesson from Blue Origin’s recent launchpad failure.

This and more on Agents of Dev, part of The Futurum Group Podcast Network.

#AgentsofDev #AIAgents #GraphDatabases #DORAReport #AIFinOps #TokenEconomics #RedHatSummit #SAPSapphire #DevOps

Email your questions and topics to the podcast here.

Google is rebuilding its ecosystem around Anti-Gravity 2.0 and enterprises shifting toward smaller, localized models like Gemma 4.

In this episode of Agents of Dev, Mitch Ashley and Brad Shimmin break down the reality behind the "10x AI productivity" hype and explore why the industry is shifting toward "token economics" cost management.

The duo analyzes the massive announcements from Google I/O, including Gemini 3.5 Flash, Gemma 4 open-weight models, and the evolution of Anti-Gravity 2.0 into a vertically integrated, multi-surface agentic platform.

They also tackle the trend of "MCP washing" following Model Context Protocol server launches from Alteryx and Informatica, look at Dell's new desk-side agentic hardware, and share hands-on strategies for parallel multi-stream LLMs and localized graph architectures using DuckDB and pandas.

This and more on Agents of Dev, part of The Futurum Group Podcast Network.