# \#use-case **URL:** https://community.vastdata.com/tag/use-case/10.md [Latest](https://community.vastdata.com/latest.md) · [Categories](https://community.vastdata.com/categories.md) · [Tags](https://community.vastdata.com/tags.md) --- ## [Demystify KV$. Learn about KV Cache offload strategy, best practices, and see new KBs](https://community.vastdata.com/t/demystify-kv-learn-about-kv-cache-offload-strategy-best-practices-and-see-new-kbs/2086)
**Author:** [@calvin.nieh](https://community.vastdata.com/u/calvin.nieh)\ **Replies:** 0\ **Last updated:** [September 26, 2026, 12:47am UTC](https://community.vastdata.com/t/demystify-kv-learn-about-kv-cache-offload-strategy-best-practices-and-see-new-kbs/2086 "2026-09-26T00:47:21Z")
Agentic AI Demands Less Recomputation As practioners of AI shifts to the use of autonomous agents and production scale inference, KV cache offloading has become a critical solution to reduce high cost of GPU recomputati… --- ## [VAST Block for ScoutAM: RAID0, Snapshots & Multi-Host (ScoutFS) – Best Practices?](https://community.vastdata.com/t/vast-block-for-scoutam-raid0-snapshots-multi-host-scoutfs-best-practices/1962)
**Author:** [@amritraj.shetty](https://community.vastdata.com/u/amritraj.shetty)\ **Replies:** 0\ **Last updated:** [May 4, 2026, 5:52pm UTC](https://community.vastdata.com/t/vast-block-for-scoutam-raid0-snapshots-multi-host-scoutfs-best-practices/1962 "2026-05-04T17:52:42Z")
Hey folks — looking for some quick feedback on a design using VAST block devices for Versity ScoutAM (metadata + primary cache layer, scale: hundreds of TB). A few specific questions: • Device sizing: While we can prov… --- ## [Demo Presentation: VAST's Zero-Trust Framework for Higher Education and Research](https://community.vastdata.com/t/demo-presentation-vasts-zero-trust-framework-for-higher-education-and-research/1782)
**Author:** [@karen.bethune](https://community.vastdata.com/u/karen.bethune)\ **Replies:** 0\ **Last updated:** [October 20, 2025, 7:48pm UTC](https://community.vastdata.com/t/demo-presentation-vasts-zero-trust-framework-for-higher-education-and-research/1782 "2025-10-20T19:48:40Z")
We recently participated in the virtual EDUCAUSE Demo Day where Dennis Sheehan presented on VAST’s Zero-Trust framework for Higher Education and Research. Listen to the recording here. --- ## [Hacking LLM Chat and Building a Local Video Summarization Tool](https://community.vastdata.com/t/hacking-llm-chat-and-building-a-local-video-summarization-tool/1318)
**Author:** [@matthew](https://community.vastdata.com/u/matthew)\ **Replies:** 1\ **Last updated:** [July 12, 2025, 1:42pm UTC](https://community.vastdata.com/t/hacking-llm-chat-and-building-a-local-video-summarization-tool/1318 "2025-07-12T13:42:20Z")
Hacking LLM Chat and Building a Local Video Summarization Tool At VAST Data, innovation moves at the speed of AI itself. With our recent integration of NVIDIA’s Video Search and Summarization (VSS) technology into the VA… --- ## [S3 bucket overlap](https://community.vastdata.com/t/s3-bucket-overlap/1369)
**Author:** [@carlilek](https://community.vastdata.com/u/carlilek)\ **Replies:** 3\ **Last updated:** [May 28, 2025, 2:28pm UTC](https://community.vastdata.com/t/s3-bucket-overlap/1369 "2025-05-28T14:28:39Z")
Currently, views providing S3 buckets with different Security policies cannot overlap. For example if /share is presented as s3://vast.example.org/share-bucket from a View that has the NFS permissions model, I cannot th… --- ## [Build Where the Action Is: Why the Edge Is the New AI Dev Frontier](https://community.vastdata.com/t/build-where-the-action-is-why-the-edge-is-the-new-ai-dev-frontier/1264)
**Author:** [@allyson](https://community.vastdata.com/u/allyson)\ **Replies:** 0\ **Last updated:** [April 25, 2025, 4:10pm UTC](https://community.vastdata.com/t/build-where-the-action-is-why-the-edge-is-the-new-ai-dev-frontier/1264 "2025-04-25T16:10:42Z")
One could argue that the biggest target for AI in 2025 doesn’t live in the cloud. It lives where your data is created. From autonomous vehicles to industrial robotics, smart cities to retail analytics – edge AI is quick… --- ## [Is system thinking the future of AI development?](https://community.vastdata.com/t/is-system-thinking-the-future-of-ai-development/1130)
**Author:** [@biyagapatrick](https://community.vastdata.com/u/biyagapatrick)\ **Replies:** 0\ **Last updated:** [March 11, 2025, 4:28pm UTC](https://community.vastdata.com/t/is-system-thinking-the-future-of-ai-development/1130 "2025-03-11T16:28:52Z")
To produce a better unique result—it’s better to See-Docs & Thenavigo to use systems thinking during our whole developement delivery. Thinking like an architect is the future of AI development. I would need to learn wh… --- ## [Anthropic Claude.ai Styles: Can AI Mimic Written Voices?](https://community.vastdata.com/t/anthropic-claude-ai-styles-can-ai-mimic-written-voices/768)
**Author:** [@noah](https://community.vastdata.com/u/noah)\ **Replies:** 2\ **Last updated:** [December 11, 2024, 5:25pm UTC](https://community.vastdata.com/t/anthropic-claude-ai-styles-can-ai-mimic-written-voices/768 "2024-12-11T17:25:25Z")
I recently moderated a panel discussion about Human-AI collaboration for content creation. One of the topics that came up was how writers might best use AI in their workflows. In early 2022, just after ChatGPT first …