黑洞智能体BLACK HOLE AGENTS
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Knowledge and Content Workflow

Knowledge bases, notes, painting, and translation are not isolated tools. They handle organizing materials, refining content, creating visual assets, and processing multilingual files, respectively, and all can be passed to an Agent for further use.

Flowchart of materials entering the knowledge base, passing recall tests, being handed to the Agent, and forming text, images, or translations

Start by running recall tests with real questions, then have the Agent create reports, translations, or images based on the materials.

How the Four Entry Points Divide the Work

Entry PointBest ForCommon Next Steps
[Knowledge Base]Making materials retrievable by questionBind to a chat assistant or Agent
[Notes]Writing, organizing, and maintaining Markdown content long-termExport documents or add to a knowledge base
[Painting]Generating, editing, merging, and enhancing imagesDownload, or use in content tasks
[Translation]Processing text, images, and documentsSave results, reuse history, or continue editing
Create a knowledge base by entering a name and selecting an embedding model (Chinese interface).Create a knowledge base by entering a name and selecting an embedding model (Chinese interface).

Create a knowledge base by entering a name and selecting an embedding model (Chinese interface).

From Materials to Deliverables

1. Organize Sources First

Add long-term reference materials to the knowledge base, and keep drafts being edited in Notes or the Work directory. Do not import all unconfirmed temporary chats into the knowledge base.

2. Verify Key Information Retrieval

Use recall tests in the knowledge base to ensure real questions find the correct snippets. If retrieval fails, fix the materials and settings first; do not let the Agent guess.

3. Create Text, Translations, and Images

Have the Agent draft content based on the materials; refine images and translations in [Painting] and [Translation], respectively. Finally, a human should check facts and expression.

Building Knowledge Bases and Recall Tests
From Importing Materials to Verifying Retrieval
Notes, Knowledge Bases, and Agents
Ensuring Smooth Flow of Drafts, Materials, and Tasks
Image Generation, Editing, and Enhancement
Creating Usable Images from Templates
Translating Files, Images, and Long Text
Handling Different Formats and Reusing Historical Results

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