Đừng chỉ “tuning” embeddings—đóng gói kiến thức để retrieval hiệu quả! Chia tài liệu theo “unit of meaning”, giữ cấu trúc, gắn metadata (doc_type, product, plan, region, version, audience...). Đặt version mới nhất thắng, phân quyền nội bộ, thêm tóm tắt & câu hỏi mẫu, kiểm tra 10 truy vấn vàng. HuTouch tự động hoá toàn bộ quy trình. #RAG #AI #KnowledgeManagement #HuTouch #Retrieval #QuảnTrịKiếnThức #TríTuệNhânTạo

https://dev.to/dowhatmatters/stop-tuning-embeddings-package-your-knowledge-for-retr

lernOS

lernOS ist eine Community und eine Sammlung von Lernpfaden rund um das selbstorganisierte, lebenslange Lernen.

Federating knowledge: exploring ways to bridge wikis and notes

Join the workshop at #39C3!

NEW DATE: Day 4, 13:40 @ Free Knowledge Habitat Workshop Area.

Most people and organisations have their very own way of acquiring, organising, archiving, sharing, and collaborating on knowledge repositories. A broad spectrum of opinions and approaches resulted in a diverse and rich ecosystem of knowledge management solutions. Nevertheless, this also implies scattered and disconnected knowledge sources. What would it mean to build bridges among wikis and federate knowledge?

This workshop is going to be heavily centred on a twofold discussion, exploring the challenge of federated knowledge starting from two questions.

  • What does it mean to federate knowledge repositories?
  • Instead of pursuing a silver-bullet solution to embrace all use-cases, what would it mean to foster and enable interoperability for different software?

These questions stem from years of questioning and wondering how to integrate my personal note-taking and collective, participatory knowledge management at work, in organisations, institutions, and informal collectives. Recently, I began actively researching this topic as I started playing with the MediaWiki API to cross-synchronise my local Markdown notes and the XPUB wiki, the public learning wiki of the Experimental Publishing master. I am puzzled by taking advantage of the potential of a specific software (in this case, MediaWiki) while fearing of being locked-in.

Some further, more specific, insights and questions:

  • Local-first approaches and software (e.g. Reflection)
  • Interesting experiments based on existing protocols, such as Ibis
  • What do we take of semi-open and obscure yet very cool initiatives like Anytype
  • The power and the limits of plain-text: how to enable collaboration on simple Markdown files and build on top of it, as Obsidian does

Cc: @modal @p2panda @obsidian @wikimediaDE @dweb

#knowledge #FreeKnowledge #wiki #MediaWiki #API #Obsidian #Anytype #Ibis #IbisWiki #Reflection #CCC #Federation #federatedKnowledge #docs #PKM #knowledgeManagement #personalKnowledgeManagement #collectiveKnowledgeManagement #DWeb #decentralization #ActivityPub

Federating knowledge: exploring ways to bridge wikis and notes Free Knowledge Habitat 39c3

Most people and organizations have their very own way of acquiring, organizing, archiving, sharing, and collaborating on knowledge repositories. A broad spectrum of opinions and approaches resulted in a diverse and rich ecosystem of knowledge management solutions. Nevertheless, this also implies scattered and disconnected knowledge sources. What would it mean to build bridges among wikis and federate knowledge?

Khi trung tâm trợ giúp phát triển, việc duy trì chất lượng nội dung trở nên khó khăn hơn. Các mô hình quản trị nội dung (governance) giúp đảm bảo tính chính xác, nhất quán và độ tin cậy của nội dung ở quy mô lớn. Bài viết chia sẻ cách xây dựng hệ thống quản trị hiệu quả, linh hoạt, không gây chậm trễ cho团队.

#ContentGovernance #HelpCenter #ContentQuality #KnowledgeManagement #ScalingContent
#QuảnTrịNộiDung #TrungTâmTrợGiúp #ChấtLượngNộiDung #QuảnLýKiếnThức #MởRộngQuyMô

NONE

https://dev.t

Day 14 trong hành trình Advent of AI: hoàn thiện hệ thống kiến thức vận hành lễ hội bằng goose Skills. 6 skill độc lập (khách hàng, bảo mật, mất‑hồ, marketing, tình nguyện…) với markdown, checklist, template, script và decision‑tree, tạo kiến trúc modular, tái dùng & mở rộng. #AI #goose #Engineering #KnowledgeManagement #TríTuệNhânTạo #KỹThuật #QuảnLýKiếnThức

https://dev.to/eriperspective/ai-engineering-advent-of-ai-with-goose-day-14-complete-operations-system-2cm2

AI Engineering: Advent of AI with goose Day 14 - Complete Operations System

Day 14: Building a Complete Operations Knowledge System with goose Skills The Winter Festival...

DEV Community

Let's have a little break for #Christmas 🌟⛄🌟
We will be on company vacation from December 24, through January 6. We wish you happy #holidays and a great start to the new year!

https://bluespice.com/christmas-vacation-2025/

#BlueSpice #MediaWiki #wiki #knowledgemanagement #documentation #opensource

After years of helping organizations move off Confluence, one thing is clear: the tool is only half the story. The other half is a migration method you can trust.

We documented our migration methodology so teams can reduce uncertainty and keep migrations reviewable and under control.

If migration is on your roadmap, this is worth a look:
https://store.xwiki.com/xwiki/bin/view/Extension/Confluence%20Migration%20Toolkit/

#OpenSource #KnowledgeManagement #Migration #technology

The biggest agency profit killer isn’t missed deadlines or bad clients, it’s trusting complex folder structures over instant search.
Your team shouldn’t memorize hierarchies. They need Google-like access to everything.

#BusinessOps #KnowledgeManagement

Đang tìm hệ thống quản lý kiến thức đơn giản, tích hợp tự nhiên vào công việc hằng ngày để lưu trữ thông tin dễ dàng như thực hiện nhiệm vụ? Các nhà sáng lập từng trải qua điều này, hệ thống nào thực sự hiệu quả khi mở rộng quy mô và làm sao thuyết phục toàn đội sử dụng? #QuảnTrịKiếnThức #PhầnMềmDoanhNghiệp #KnowledgeManagement #StartupVietnam

https://www.reddit.com/r/selfhosted/comments/1po1b64/what_knowledge_management_software_actually_keeps/

Metadata isn't optional for AI precision!

Without "tags" like Status: Approved or Department: Legal, the search system lacks the precision to distinguish between a final policy and a deprecated draft.

How precise is your index?

https://intranetfromthetrenches.substack.com/p/the-ai-is-lying-to-you-because-of-your-documents

#Copilot #M365 #Microsoft365 #SharePointOnline #SharePoint #KnowledgeManagement #AI #DocumentManagement

The AI is Lying to You (Because of Your Documents)

Why is Copilot giving you inaccurate, cited responses? It's not the AI's fault. Uncover how poor classification leads to "grounded hallucinations" and security risks.

Intranet from the Trenches