SEELE AI / Resources
Ideas for building playable worlds.
Practical notes on AI games, creative workflows, and the tools that help ideas become something you can play.
Unreal Engine 5.8 MCP and PCG AI Workflow Guide | SEELE AI
Compare unreal engine 5.8 mcp pcg for Unreal teams, including reference-driven graph authoring, native validation, security, version limits, and rollback.
Unreal Engine 6: Unified Engine, UEFN, Verse, and Scene Graph | SEELE AI
Compare unreal engine 6 uefn verse scene graph for Unreal teams, including unified-engine direction, native validation, security, version limits, and rollback.
Unreal MCP AI Agent Validation, Testing, and Evidence Guide | SEELE AI
Compare unreal mcp ai agent validation for Unreal teams, including precondition and oracle, native validation, security, version limits, and rollback.
Unreal MCP Sandboxes, Source Control, and Rollback Guide | SEELE AI
Compare unreal mcp sandbox source control rollback for Unreal teams, including sandbox isolation, native validation, security, version limits, and rollback.
Unreal MCP vs UAT, BuildGraph, Commandlets, and Python: Decision Guide | SEELE AI
Unreal workflow guide comparing Unity CLI and Unreal 5.8 MCP with versioned evidence, native validation, security boundaries, and a reproducible rollback plan.
3D Blocking for AI Video: Control Staging, Scale, and Screen Direction | SEELE AI
Learn a practical, evidence-bound approach to 3d blocking for ai video, with measurable workflows, examples, review checks, citations, and clear claim limits.
How to Use a 3D Camera Path as an AI Video Reference | SEELE AI
Learn a practical, evidence-bound approach to 3d camera path for ai video, with measurable workflows, examples, review checks, citations, and clear claim limits.
AI Video Camera Control: What Benchmarks Actually Measure | SEELE AI
Learn a practical, evidence-bound approach to ai video camera control, with measurable workflows, examples, review checks, citations, and clear claim limits.
AI Video Character Consistency: Identity, Appearance, and Motion Continuity | SEELE AI
Learn a practical, evidence-bound approach to ai video character consistency, with measurable workflows, examples, review checks, citations, and clear claim limits.
AI Video Generation Cost in 2026: Price per Second and per Usable Shot | SEELE AI
Calculate AI video generation cost from official API prices, then measure candidate and usable-shot cost without inventing retry averages.
An Evidence-Based AI Video Production Workflow from Brief to Final Shot | SEELE AI
Learn a practical, evidence-bound approach to ai video production workflow, with measurable workflows, examples, review checks, citations, and clear claim limits.
AI Video Prompt Adherence: Why a Good-Looking Clip Can Still Be Wrong | SEELE AI
Learn a practical, evidence-bound approach to ai video prompt adherence, with measurable workflows, examples, review checks, citations, and clear claim limits.
AI Video Quality Control Checklist: 25 Checks Before Final Export | SEELE AI
Learn a practical, evidence-bound approach to ai video quality control checklist, with measurable workflows, examples, review checks, citations, and clear claim limits.
AI Video Retry Cost: How Rejected Generations Consume the Budget | SEELE AI
Learn a practical, evidence-bound approach to ai video retry cost, with measurable workflows, examples, review checks, citations, and clear claim limits.
AI Video Temporal Consistency: Metrics, Failure Modes, and Tests | SEELE AI
Learn a practical, evidence-bound approach to ai video temporal consistency, with measurable workflows, examples, review checks, citations, and clear claim limits.
Controlled AI Video Generation: From Prompting to Explicit Shot Constraints | SEELE AI
Build controlled AI video generation workflows with explicit camera, layout, timing, trajectory, continuity, and acceptance constraints.
What Does One Usable AI Video Shot Really Cost? | SEELE AI
Measure cost per usable AI video shot from every generated candidate, explicit acceptance criteria, and official provider charges.
Graybox Animation for AI Video: Block the Shot Before You Render | SEELE AI
Create graybox animation for AI video to validate staging, scale, camera paths, subject motion, timing, and review criteria before rendering.
How to Reduce AI Video Generation Cost Without Guessing Retry Rates | SEELE AI
Learn a practical, evidence-bound approach to how to reduce ai video generation cost, with measurable workflows, examples, review checks, citations, and clear claim limits.
Previsualization for AI Filmmaking: A Practical Previs Workflow | SEELE AI
Learn a practical, evidence-bound approach to previsualization for ai filmmaking, with measurable workflows, examples, review checks, citations, and clear claim limits.
Reference Image vs 3D Reference for AI Video Control | SEELE AI
Learn a practical, evidence-bound approach to reference image vs 3d reference for ai video, with measurable workflows, examples, review checks, citations, and clear claim limits.
Shot Planning for AI Video Generation: A Director’s Control Sheet | SEELE AI
Learn a practical, evidence-bound approach to shot planning for ai video generation, with measurable workflows, examples, review checks, citations, and clear claim limits.
Storyboard vs Previs for AI Video: When 2D Is Not Enough | SEELE AI
Learn a practical, evidence-bound approach to storyboard vs previs for ai video, with measurable workflows, examples, review checks, citations, and clear claim limits.
Text-to-Video vs 3D Reference: Which Gives More Shot Control? | SEELE AI
Compare text-to-video with 3D-reference workflows for framing, camera motion, layout, timing, and measurable shot control.