# qualification insights

Rangoon Insights reporting and guides tagged qualification.

Canonical: https://rangoon.ai/insights/tags/qualification/

## Topics
- [Agent systems](https://rangoon.ai/insights/topics/agents/): Agent runtimes, handoffs, tools, and the boundaries that make them reviewable.
- [Governance](https://rangoon.ai/insights/topics/governance/): Policy, identity, authorization, approvals, and evidence for consequential work.
- [Infrastructure](https://rangoon.ai/insights/topics/infrastructure/): Model serving, sandboxes, tool services, and deployment boundaries.
- [Models](https://rangoon.ai/insights/topics/models/): Inference choices, local serving, compatibility, and operational tradeoffs.

## Stories
- [ASML’s EXE:5200B shipment showed High-NA progress still needed process proof](https://rangoon.ai/insights/archive-asml-exe-5200b-shipment-2025/)
  ASML reported its first TWINSCAN EXE:5200B shipment on July 16, 2025. A new scanner generation changes exposure capability but leaves fab-specific qualification work open.
- [SK hynix’s HBM4 samples marked a qualification stage, not volume supply](https://rangoon.ai/insights/archive-sk-hynix-hbm4-samples-2025/)
  SK hynix said it shipped 12-layer HBM4 samples to customers on March 19, 2025. The event showed why sample, qualification, and mass-production records need separate meanings.


## More information

- [Documentation index](https://rangoon.ai/llms.txt)
- [AI access and policies](https://rangoon.ai/ai/)
- [Source repository](https://github.com/hypler-dev/rangoon)