Integrating Volt Active Data with AI Agents and Chatbots
Using Volt Skills EffectivelyOnce you have the skills installed in the ~/.claude/skills folder, they are ready to use. The AI agent will decide whether to apply the skills in part or in total based on the proximity of the request to the description of the skill. So, for example, if your prompt asks to develop "a VoltDB application" the agent may choose to apply the voltdb-development skill.
- ▪Using Volt Skills EffectivelyOnce you have the skills installed in the ~/.claude/skills folder, they are ready to use.
- ▪The AI agent will decide whether to apply the skills in part or in total based on the proximity of the request to the description of the skill.
- ▪So, for example, if your prompt asks to develop "a VoltDB application" the agent may choose to apply the voltdb-development skill.
Hacker News (AI / LLM) files mainly under ai. We currently carry 5,680 of its stories.
Story provenance
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Story provenance
Attribution is not the same as permission. This drawer separates discovery metadata, excerpts, WeSearch-generated summaries, reuse status, and whether the publisher receives the visit. Nothing here claims a legal grant the publisher has not made.
Record
| Original publisher | Voltdb |
| Canonical URL | https://docs.voltdb.com/UsingVoltDB/ChapAI.php |
| Publication time | Sun, 20 Sep 2026 04:07:46 +0000 |
| Retrieval time | 2026-09-20T04:18:46.940Z |
| Last seen | 2026-09-20T04:18:46.940Z |
| Headline source | Publisher (no WeSearch rewrite) |
| Excerpt source | publisher body |
| Excerpt method | First ~120 words (~800 chars) of extracted publisher body, fair-use limited. |
| Summary | WeSearch · cerebras-chat (WeSearch summarizer) |
| Summary source text | contentText |
| Citation coverage | Summary is a WeSearch-generated derivative; primary citation is the original publisher URL. |
| Cluster | oc9k2ByrbXN- · 1 stories |
| Cluster logic | Grouped by semantic title/content similarity across sources within a rolling window. Same-publisher template collisions are excluded from coverage comparison. |
| Ranking reason | Story pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking. |
| Publisher visit | Yes — open original |
| Substitutes article? | No — link-out required for full text |
Rights status (four layers)
WeSearch handling by dimension
| Indexing | May the item be indexed (stored, ranked, made findable)? | Allowed |
| Snippet | May a short excerpt of the publisher's text be shown? | Allowed |
| AI summary | May WeSearch generate its own short summary of the article? | Limited |
| Retrieval / RAG | May the content be exposed for third-party retrieval-augmented generation? | Not asserted |
| Model training | May the content be used to train AI models? | Not asserted |
| Commercial reuse | May the content be reused commercially? | Not permitted |
Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.
Opening excerpt (first ~120 words) tap to expand
9.1.2. Using Volt Skills EffectivelyOnce you have the skills installed in the ~/.claude/skills folder, they are ready to use. The AI agent will decide whether to apply the skills in part or in total based on the proximity of the request to the description of the skill. So, for example, if your prompt asks to develop "a VoltDB application" the agent may choose to apply the voltdb-development skill. But in this case, the decision to apply a skill or not is up to the agent.If, on the other hand, you know you want to use a skill you can explicitly invoke it by typing a slash (/) followed by the skill's name on the Claude Code command line.
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Excerpt limited to ~120 words for fair-use compliance. The full article is at Voltdb.