Model
Last updated May 13, 2026
Hailuo 2.3
for AI agents
Hailuo 2.3 is exposed in AnyCap as an active video model for text-to-video and image-to-video generation. This page is grounded in the current AnyCap CLI catalog so agents can copy the exact model ID, operation, and modes instead of guessing from provider-facing names. It is meant to help a builder decide whether this model belongs in an agent workflow, then run it through AnyCap without wiring a one-off provider integration.
Best fit
Short narrative clips, expressive character motion, visual storytelling, and reference-image animation.
Tradeoff
Compare against Seedance or Veo models when the job needs a different balance of speed, polish, or cinematic control.
AnyCap fit
Hailuo 2.3 is most useful when an agent needs the model choice, command, output file, and next step to stay inside one AnyCap-controlled workflow.
The short answer
Use hailuo-2.3 when an agent needs short narrative clips, expressive character motion, visual storytelling, and reference-image animation. The current AnyCap catalog lists it as active for text-to-video, image-to-video through the generate operation. The practical value is not only the model call; it is giving the agent a repeatable path from model discovery to generated video file and onward delivery.
Current AnyCap catalog entry
| Model ID | hailuo-2.3 |
|---|---|
| Display name | Hailuo 2.3 |
| Provider | MiniMax |
| Capability | Video generation |
| Operation | generate |
| Supported modes | text-to-video, image-to-video |
| Catalog status | active |
| Credit estimate | Varies by catalog pricing |
AnyCap CLI verifies availability, active status, and supported modes.
How Hailuo 2.3 fits an AnyCap workflow
01 / Discover
The agent lists active video generation models and confirms that hailuo-2.3 is available before it commits to a provider-specific path.
02 / Generate
The agent calls AnyCap with the exact model ID, prompt, mode, and output file instead of asking the user to leave the coding or planning session.
03 / Route
The generated clip can move into review, sharing, Drive delivery, Page publishing, or the next agent step from the same AnyCap workflow.
This is the AnyCap-specific angle: the page does not ask an agent to memorize a provider dashboard. It shows the model ID, the supported modes, the schema command, and the next internal routes so the model can be used as part of a capability layer.
Mode guide for agents
text-to-video
Start from a prompt when the agent needs a net-new launch clip, scene, product demo, or social video draft.
anycap video generate --model hailuo-2.3 --prompt "a short cinematic product reveal with expressive human motion and soft camera movement" -o hailuo-2-3.mp4
image-to-video
Start from a reference frame when the agent needs to animate a design still, screenshot, generated image, or product frame.
anycap video generate --model hailuo-2.3 --mode image-to-video --prompt "animate this reference frame with subtle camera motion" --param images=./frame.png -o hailuo-2-3.mp4
Call Hailuo 2.3 through AnyCap
Discover models
anycap video models
Inspect schema
anycap video models hailuo-2.3 schema --operation generate
Generate with Hailuo 2.3
anycap video generate --model hailuo-2.3 --prompt "a short cinematic product reveal with expressive human motion and soft camera movement" -o hailuo-2-3.mp4
Use a reference asset
anycap video generate --model hailuo-2.3 --mode image-to-video --prompt "animate this reference frame with subtle camera motion" --param images=./frame.png -o hailuo-2-3.mp4
Copy-ready agent brief
Use AnyCap with Hailuo 2.3. Model ID: hailuo-2.3 Capability: Video generation Modes: text-to-video, image-to-video Best fit: Short narrative clips, expressive character motion, visual storytelling, and reference-image animation. Output: hailuo-2-3.mp4 After generation, return the clip path and suggest the next review or publishing step.
This brief is intentionally plain so it can be dropped into Claude Code, Codex, Cursor, or another agent prompt before the agent calls AnyCap.
Compare nearby AnyCap models
Kuaishou
Kling 3.0
Cinematic motion, realistic scene animation, and image-to-video workflows that need controllable camera dynamics.
Kuaishou
Kling O1
Product demos, stylized motion design, and image-conditioned clips where the source frame should drive the video.
ByteDance
Seedance 1.5 Pro
Repeatable product videos, smooth image-to-video jobs, and production workflows that need a steady default.
FAQ
What is Hailuo 2.3 best for in AnyCap?
Hailuo 2.3 is best for short narrative clips, expressive character motion, visual storytelling, and reference-image animation. AnyCap exposes it as an active video generation model with the model ID hailuo-2.3.
What AnyCap CLI model ID should agents use for Hailuo 2.3?
Use hailuo-2.3. Agents can discover the current catalog entry with anycap video models and inspect its schema with anycap video models hailuo-2.3 schema --operation generate.
Which modes does Hailuo 2.3 support through AnyCap?
The current AnyCap CLI catalog lists Hailuo 2.3 as active for text-to-video, image-to-video under the generate operation.
When should an agent avoid Hailuo 2.3?
Compare against Seedance or Veo models when the job needs a different balance of speed, polish, or cinematic control. The model page is intentionally grounded in the AnyCap catalog entry rather than broad provider claims, so teams can choose based on the workflow they can run today.
How does Hailuo 2.3 fit into the broader AnyCap site?
Hailuo 2.3 is one model-level route inside AnyCap's video generation capability. Use this page for model-specific commands, then use the capability page to compare adjacent models and plan the complete agent workflow.