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Capabilities

Generate

Image GenerationCreate and edit images from prompts or references.Video GenerationCreate motion outputs from text and image inputs.Music GenerationProduce music tracks through one runtime.Audio GenerationGenerate speech, dialogue, sound effects, and complete audio scenes from text, audio, or image input.

Understand

Image UnderstandingRead screenshots, diagrams, and visual references.Video AnalysisInspect recordings and extract structured details.Audio UnderstandingTranscribe and analyze voice and audio files.

Retrieve

Web SearchSearch the web from the same agent workflow.Grounded Web SearchReturn synthesized answers with live citations.Web CrawlFetch pages and convert them into clean content.

Store

DriveStore outputs, organize assets, and create public URLs.
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GuidesDecision guides for building reliable agent workflows.Context EngineeringUnderstand how prompts, files, and workspace state shape agent behavior.Agent SkillsSee how reusable skills package workflows and capability usage for agents.

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AnyCap for DeepSeek Harness

AnyCap support planned

Product direction · Updated August 19, 2026

Bring AnyCap capabilities
to DeepSeek Harness.

DeepSeek provides the model and agent harness. AnyCap is planning support for that environment so users can access the same web and multimodal capability layer available in Codex and Claude Code. AnyCap is not launching or replacing DeepSeek Harness.

See supported setupsUnderstand agent harnesses

One workflow, three jobs

Do not make the model pretend it is the runtime.

01 / DeepSeek + your provider

Reason and decide

The model interprets the request, plans the work, and decides when a tool should be called. You keep your own model provider and credentials.

02 / DeepSeek Harness

Run the agent loop

DeepSeek provides and maintains the harness, including the session, tool registry, and execution loop. AnyCap support belongs at this tool boundary.

03 / AnyCap

Perform the action

AnyCap provides web and multimodal capabilities. Planned DeepSeek Harness support will bring the same capability layer used with Codex and Claude Code into this agent environment.

What DeepSeek actually released

A plugin-based harness, not another model.

DeepSeek describes Harness as the environment around a model: it gives an agent tools, sessions, sandboxes, storage, loops, scheduling, and UI. Every capability is mounted as a plugin through the Cordis kernel, and every run is reconstructed from an append-only session log.

Official overview ↗Architecture docs ↗

Standard mode

The full coding-agent environment: files, shell, web search, skills, planning, goals, subagents, and workflows.

Code mode

Lets the model combine multiple tool operations in a TypeScript program instead of issuing one isolated call at a time.

Minimal mode

Keeps only a persistent shell and file editor so model behavior can be tested with less harness assistance.

Creator mode

Adds runtime inspection and in-memory plugin experiments for developers composing their own presets.

Avoid duplicate tools

Add capabilities without replacing the harness.

DeepSeek Harness already covers core coding-agent work. The planned AnyCap support targets the work outside that native boundary: understanding media, creating media, and delivering artifacts. This follows the same product model AnyCap uses with Codex and Claude Code—keep the agent environment, add one shared capability layer.

TaskDeepSeek Harness roleAnyCap decision
Edit a repository or run a commandUse the native file, shell, planning, and approval flow.No extra capability layer is needed.
Search for current technical informationStandard mode already includes web search.Add AnyCap only when the workflow needs the same search and crawl surface used across other agents.
Inspect an image, recording, or audio fileThe agent loop decides what evidence it needs and when to request it.Planned AnyCap support will expose dedicated image, video, and audio understanding capabilities at the tool boundary.
Create a visual, video, soundtrack, or audio sceneThe harness carries the brief, references, approvals, and follow-up steps.AnyCap provides the media-generation runtime and model catalog without replacing the harness or reasoning model.
Deliver an artifact outside the coding sessionThe agent decides which result is ready to hand off.AnyCap Drive and Page can store and publish outputs once the planned DeepSeek Harness support is available.

AnyCap support status

Planned

DeepSeek Harness is an external agent environment maintained by DeepSeek. AnyCap is planning a dedicated supported path so its capabilities can be used there. Package names and installation steps will only be published after that AnyCap support is ready.

Planned workflow

One agent environment, a broader capability set.

The planned support keeps the DeepSeek agent loop intact and adds AnyCap only when the task requires capabilities outside the repository.

  1. 01

    Inspect

    DeepSeek Harness reads the repository, runs commands, and identifies the product change.

  2. 02

    Plan

    DeepSeek turns the change into an asset brief and decides which external outputs are required.

  3. 03

    Create

    AnyCap handles the selected media understanding or generation task through the planned capability connection.

  4. 04

    Deliver

    AnyCap returns or publishes the artifact while DeepSeek Harness continues to own the session and approval flow.

In practice

Read the workflow before you build it.

These implementation guides connect the capability decision to a concrete agent workflow.

  • Give a DeepSeek agent multimodal tools →See how DeepSeek can remain the reasoning layer while an agent harness delegates image, video, and audio work to a capability runtime.
  • Understand DeepSeek's video boundary →Separate what the reasoning model can inspect itself from the video-analysis tool an agent can call when it needs evidence from a recording.
  • Map DeepSeek models to an AnyCap workflow →Separate planning and tool selection from the external actions a capability layer can perform for the agent.

FAQ

Does AnyCap provide the DeepSeek model?

No. AnyCap does not provide, proxy, or configure the DeepSeek model. DeepSeek remains the reasoning layer, DeepSeek provides the harness, and AnyCap supplies the external capability layer.

Is AnyCap launching DeepSeek Harness?

No. DeepSeek owns and ships DeepSeek Harness. AnyCap is planning support for that environment so its web and multimodal capabilities can be used there, just as AnyCap supports workflows in Codex and Claude Code.

Can I use AnyCap in DeepSeek Harness today?

Not through a dedicated supported setup yet. This page describes the planned AnyCap compatibility layer. Use the current install guide for agent environments that AnyCap already supports.

Keep the responsibilities clear

Keep DeepSeek Harness. Add the AnyCap capabilities your workflow needs.

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Capabilities

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  • Music Generation
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