developer tools
Atlassian MCP v2 Adds 220+ Tools. What Platform Teams Need to Verify.
The expanded hosted server separates tool discovery from execution. Its internal token-efficiency claim leaves permissions, enriched-context charges, and client migration for teams to assess.
DGX Spark Memory Saver: How to Assess the UVM Patch Evidence
Assess DGX Spark Memory Saver UVM patch evidence, its distinct memory baselines, performance limits, and Secure Boot and update obligations.
NVIDIA’s $4,999 DGX Spark 64GB: What Can It Run Locally?
NVIDIA’s DGX Spark 64GB starts at $4,999. Examine its model-capacity claim, shared memory, two-system option and questions to ask before ordering.
Kiro’s Supervised Diff Was Not a Firewall. AWS Says Upgrade and Rotate Credentials.
AWS says older Kiro IDE versions could expose workspace data through an agent-written setting before a pending diff was resolved. Here is who should upgrade and rotate credentials.
DeepSeek V4.1-Flash Makes AI Cost a Cache Problem
DeepSeek’s new open-weight model promises to shrink the memory bill for long-running agents. The engineering claim is meaningful, but buyers still have to price the whole workflow—not just the token line item.
Google Cloud Gives Coding Agents a Portable Plugin—With IAM Guardrails Attached
Google has packaged Cloud knowledge and actions for coding agents. The practical benefit is less hand-wired setup; the operational risk is treating a plugin install as proof of least privilege, current documentation or a traceable infrastructure change.