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Mercury 2 vs. DiffusionGemmaDiffusion-based LLMs are now a real competitive front, not just a research curiosity.
DiffusionGemma's transparency questionedA high-profile model launch is getting scrutinized on the specifics of what it discloses, not just its benchmarks.
AWS ships EC2 G7 with Blackwell RTX PRO GPUsMore affordable, workstation-class Blackwell GPUs in the cloud widens who can run serious inference and graphics workloads.
Cloudflare gives AI agents temporary, scoped accountsPersistent credentials for autonomous agents are a security liability; ephemeral scoped identity is the fix.
AWS DevOps Agent goes GA with Datadog MCP integrationAutonomous incident resolution is moving from pilot to production-supported tooling.
Building reliable agentic systems, the hard wayA long-form field guide on making LLM agents actually trustworthy in enterprise settings, grounded in a real deployment.