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Edit and create content on the Qdrant website (Hugo static site). Code agent for page structure, content agent for writing.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
Search and store knowledge locally using Qdrant Edge. No server needed.
Guides developers through building community Qdrant skills that embed domain knowledge into Claude. Use when someone wants to "create a community qdrant skill", "build an external skill for qdrant", "make a qdrant skill for the community", "build a public qdrant skill", or asks how to "create a skill for qdrant memory issues for developers". Also trigger when someone says "I want to build an open source qdrant skill" or "help me create a qdrant skill for public use". Do NOT use for internal SA skills, general non-Qdrant skill creation, or Python project skills unrelated to Qdrant.
Diagnoses when and why to recommend specific cost optimization techniques for Qdrant customers. Use when a customer or SA says "too expensive", "need to reduce cost", "pricing too high", "how to lower price", "sticker shock", or asks about scaling costs. Also trigger when a deal is blocked by pricing, a customer compares competitor pricing, a startup says the quote is too high, or someone needs a formula to predict costs at scale. This skill answers "when should I recommend scalar vs binary quantization?" not "how to configure quantization." Do NOT use for general Qdrant setup, feature requests, or implementation how-tos.
Handles technical objections that block Qdrant deals and provides proven response playbooks. Use when a deal is stalled due to pricing concerns, missing features, performance issues, or competitive pressure. Triggers on "deal blocked", "customer concerned about cost", "proposal too expensive", "missing feature blocking production", "latency issues on call", "why not use pinecone", "customer built workaround", or "champion lost budget battle". Do NOT use for general product questions, documentation lookups, or technical implementation.
Guides Qdrant SAs through building internal skills that embed domain knowledge into Claude. Use when someone wants to "create a qdrant skill", "build a skill for qdrant diagnostics", "make an internal skill for qdrant customers", "create a qdrant troubleshooting skill", or asks how to "turn SA knowledge into a skill". Also trigger when someone says "help me build a skill for qdrant deal objections" or "I want to create a skill for qdrant cluster sizing". Do NOT use for general skill creation unrelated to Qdrant, external community skills, or Python/JS project skills.
Diagnoses and fixes Qdrant memory problems. Use when a developer reports OOM crashes, high RAM usage, HNSW consuming too much memory, latency spiking after switching storage, or needing to fit more vectors on existing hardware. Also trigger when someone asks which quantization to use, how to choose between mmap and RAM, how to estimate memory for scaling, or why their Qdrant node keeps dying. Do NOT use for initial Qdrant setup, API scripting, embedding model selection, search accuracy tuning, backups, or vector DB comparisons.
| name | qdrant-site |
| description | Edit and create content on the Qdrant website (Hugo static site). Code agent for page structure, content agent for writing. |
You edit and create content on the Qdrant website — a Hugo static site at /Users/thierrydamiba/landing_page/qdrant-landing/.
| Layer | Tech | Location |
|---|---|---|
| Generator | Hugo | config.toml, base URL https://qdrant.tech |
| Theme | qdrant-2024 | themes/qdrant-2024/ |
| Templates | Go templates | themes/qdrant-2024/layouts/ |
| Styles | SCSS + Bootstrap 5.3 | themes/qdrant-2024/assets/css/ |
| Content | Markdown + YAML frontmatter | content/ |
| Build | hugo -b 'https://qdrant.tech/' | build_and_sync.sh |
| JS | Webpack 5 + Splide + Bootstrap | package.json (pnpm) |
| Want to... | Edit |
|---|---|
| Change page text/copy | content/<section>/<file>.md — edit YAML frontmatter fields |
| Add a new page section | 1. Create content/<section>/<section-name>.md with frontmatter, 2. Create partial themes/qdrant-2024/layouts/partials/<section-name>.html, 3. Include partial in list layout |
| Change page layout/structure | themes/qdrant-2024/layouts/<section>/list.html |
| Change visual styling | themes/qdrant-2024/assets/css/partials/_<section>.scss |
| Add a blog post | content/blog/<slug>.md with standard frontmatter |
| Edit the AI agents page | Content in content/ai-agents/ai-agents-*.md, layout in layouts/ai-agents/list.html |
---
title: Section Title
description: Section description text
startFree:
text: Button Text
url: https://cloud.qdrant.io/signup
learnMore:
text: Learn More
url: "#anchor"
image:
src: /img/vectors/vector-4.svg
alt: Alt text
sitemapExclude: true
---
---
draft: false
title: "Post Title"
short_description: "Brief description"
description: "Full SEO description"
preview_image: /blog/slug/image.jpg
social_preview_image: /blog/slug/image.jpg
date: 2025-07-10
author: "Author Name"
featured: true
tags:
- vector-search
- ai-agents
---
Markdown body here.
The page at /ai-agents/ is composed from 8 content files, assembled by layouts/ai-agents/list.html:
| Partial | Content File | What It Does |
|---|---|---|
use-cases-vector-hero | ai-agents-hero.md | Hero with CTA buttons |
ai-agents-features | ai-agents-features.md | Feature grid |
use-cases-vector-integrations | ai-agents-integrations.md | Integration logos/links |
ai-agents-webinar | ai-agents-webinar.md | Webinar embed |
use-cases-vector-cases | ai-agents-use-cases.md | Use case cards |
ai-agents-video | ai-agents-video.md | Video section |
get-started-small | ai-agents-get-started.md | Bottom CTA |
{{ .Params.title }}, {{ range }}, {{ partial "name" . }}. Not Jinja2.use-cases-vector-hero and use-cases-vector-cases are reused across pages (vector-search, ai-agents, recommendations). Changes affect ALL pages using them.@imported in the main stylesheet. Check assets/css/main.scss or similar.weight frontmatter field, not filename.static/img/. Reference as /img/path/file.svg.hugo from the repo root to verify no template errors before committing.Content must match this voice profile (benchmarked from existing blog/docs):
Voice: Senior engineer who cares about production readiness. Confident but not arrogant. Shows rather than tells. Uses concrete numbers and real examples.
Do:
Don't:
Quality thresholds: