Kimi 3 reasoning in SEELE AGENT → real 3D production

Turn a rough 3D asset request into an actionable workflow.

SEELE AGENT integrates Kimi 3 for planning and reasoning, helping you sharpen the brief and build a review checklist. SEELE’s 3D pipeline and supported production tools then handle generation, editing, optimization, testing, and asset handoff.

Generated model cleanupMaterialsRigging reviewUnity / Unreal handoff

What is Kimi K3’s role in SEELE’s 3D workflow?

Direct answer: Kimi K3 is a planning and reasoning model integrated into SEELE AGENT. It can help turn goals into a 3D asset brief, constraints, ordered steps, and acceptance checks. It does not independently generate, edit, rig, texture, or export 3D models; SEELE’s 3D pipeline and supported production tools perform those actions. This page does not imply a Moonshot AI partnership.

Continue in SEELE Workspace →
Start with the problem you have

Four high-value 3D asset workflows

Each route produces a useful planning artifact before anyone starts changing files.

01

Clean up an AI-generated model

Turn “this model looks wrong” into a prioritized pass for scale, silhouette, topology, materials, textures, naming, and target format.

Expected output: ordered issue list, fix priority, acceptance checklist, and delivery notes.
02

Prepare a Unity or Unreal handoff

Define import assumptions before export: units, axes, pivots, hierarchy, materials, collisions, LODs, animations, and package structure.

Expected output: engine-specific handoff sheet and import test plan.
03

Review materials and textures

Map every material slot and PBR channel, identify missing references, and set texture budgets appropriate for web, mobile, or engine use.

Expected output: material inventory, texture risk list, and visual QA checks.
04

Scope a rigging review

Specify the motion set, skeleton expectations, deformation zones, root motion, retargeting needs, and failure poses that must be tested.

Expected output: bone and animation brief, deformation test matrix, and signoff criteria.
From question to verified asset

A five-step path your team can act on

Define

Capture the source asset, visible issue, target experience, engine, format, and budget.

Structure

Use Kimi 3 inside SEELE AGENT to create a prioritized brief, dependencies, risks, and pass/fail checks.

Execute

Carry that plan into SEELE Workspace, your editor, DCC, converter, or engine.

Inspect

Preview the file and test geometry, materials, rigging, scale, and performance.

Handoff

Record the final format, known limits, test evidence, and next owner.

Copy, adapt, use

Production-minded Kimi K3 prompt templates

Replace the bracketed fields. Each template asks for a planning artifact—not an unverified claim that a file was edited or exported.

Generated model cleanup

Build a prioritized cleanup pass

Act as a 3D asset technical reviewer. Turn this generated-model issue into a prioritized cleanup plan.

Source: [Meshy / Tripo / other]
Format: [GLB / FBX / OBJ / USD]
Visible problems: [describe]
Target: [WebGL / Unity / Unreal / mobile]
Visual priority: [silhouette / materials / animation]
Budget: [polycount, textures, file size]

Return: (1) blockers, (2) ordered fixes, (3) geometry/material/texture checks, (4) target-format checks, (5) pass/fail acceptance criteria, and (6) a concise handoff note for the person editing the asset.
Unity / Unreal handoff

Create an engine import contract

Create a 3D asset handoff checklist for [Unity / Unreal Engine].

Asset: [character / prop / environment]
Source format and tool: [details]
Delivery format: [FBX / GLB / USD]
Engine version: [version]
Use in scene: [details]
Animation/collision/LOD needs: [details]

Specify units, axes, pivot, hierarchy, naming, materials, texture paths, color space, collisions, LODs, rig/animation settings, import settings, package structure, and a destination-engine test. Separate required checks from optional polish.
Materials & textures

Plan a PBR material review

Review this 3D asset's material handoff requirements.

Target renderer/engine: [details]
Material slots: [known count or unknown]
Texture set: [list known maps]
Target platform: [web / mobile / desktop]
Current issues: [pink material, missing maps, seams, etc.]

Produce a material-slot inventory template, required PBR channel list, texture naming and folder rules, color-space checks, resolution/compression budget, missing-reference checks, preview lighting setup, and visual acceptance tests. Flag anything that must be verified in the actual rendered asset.
Rigging & animation

Define a deformation test plan

Create a rigging and skinning review brief for this [humanoid / creature / prop].

Target motions: [list]
Skeleton source: [custom / Mixamo / engine mannequin / unknown]
Retarget target: [details]
Known problem areas: [shoulders, hips, face, etc.]
Engine: [Unity / Unreal / web]

Return the required bone hierarchy, naming and orientation checks, root-motion decision, weight-paint risk zones, minimum test poses, animation clips, retarget tests, mesh-intersection checks, and pass/fail criteria. Keep actual rigging and deformation validation as production-tool steps.
Clear ownership at every step

Planning and production are different jobs

Kimi 3 in SEELE AGENT

Make the work explicit

  • Clarify the brief and constraints.
  • Compare handoff routes and tradeoffs.
  • Draft checklists, test cases, and review questions.
  • Turn feedback into an ordered next pass.
SEELE 3D pipeline + production tools

Work with the actual result

  • Continue into an asset or playable workflow.
  • Preview and inspect visible results.
  • Edit or optimize in tools that support the required operation.
  • Export, import, and validate in the destination.

Capability note: SEELE AGENT integrates Kimi 3 for planning and reasoning; SEELE’s 3D pipeline performs the generation and editing workflow. Integration does not imply partnership, endorsement, or a joint product. Kimi 3 alone does not edit meshes, rig models, change materials, or export files; verify the actual asset in the relevant editor and target engine.

Questions teams ask

Kimi K3 and 3D asset workflow FAQ

How can Kimi K3 help with a 3D asset workflow?

SEELE AGENT integrates Kimi 3 for planning and reasoning, turning a rough request into a structured brief, cleanup checklist, material or rigging review, and engine handoff criteria. SEELE’s 3D pipeline and supported production tools handle the generation, editing, inspection, and delivery workflow.

Can Kimi K3 edit or export a 3D model?

No—not by itself. Kimi 3 provides planning and reasoning inside SEELE AGENT. Mesh editing, rigging, material changes, previews, optimization, and GLB or FBX export are performed and verified through SEELE’s 3D pipeline or other tools that support those operations.

What should a game-ready 3D asset checklist include?

Include source and target formats, dimensions and scale, topology and polygon budget, UVs and texture paths, PBR channels, naming, pivot and orientation, rig or animation requirements, engine import settings, performance checks, and a clear acceptance test.

Can I use this workflow for Unity or Unreal Engine?

Yes. The prompt templates can create a target-specific handoff for Unity or Unreal Engine. Import the resulting asset into the target engine and verify materials, scale, orientation, animation, collisions, LODs, and runtime performance there.

Does SEELE AGENT integrate Kimi 3?

Yes. SEELE AGENT integrates Kimi 3 for planning and reasoning, while SEELE’s 3D pipeline performs the generation and editing workflow. The integration is not a partnership, endorsement, or joint product.

Where should I start if I already have a generated model?

Start with the generated model cleanup prompt. Record the source format, visible problems, target engine, visual priorities, and delivery format, then inspect the asset and work through the resulting checklist in the appropriate editor and engine.

Is SEELE partnered with Moonshot AI for Kimi K3?

This page does not claim a partnership. It describes Kimi K3 as a planning and reasoning model integrated into SEELE AGENT, while SEELE’s 3D pipeline performs generation, editing, optimization, and export.

Ready for the next pass?

Bring the plan into SEELE AI Workspace.

Start with a structured brief, choose the production route, and keep the acceptance checklist beside the asset as you iterate.