LoopX vs Miora: Features, Pricing & Which Is Better (2026)
A side-by-side comparison of LoopX and Miora — features, pricing, and ideal use cases — to help you decide which AI tool fits your workflow.
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LoopX
huangruiteng
Provider-neutral state kernel and local-first control plane for governing long-running AI agent loops across Codex, Claude Code, Cursor, and peer teams.
Key features
- Loop-Engineering State Kernel: A compact durable-state layer that keeps objectives, gates, todos, evidence, quotas, and handoffs consistent across many bounded turns.
- Runtime-Agnostic: Governs work executed by any coding-agent runtime — Codex, Claude Code, Cursor, or your own — without replacing them.
- Peer-Agent Model: Registered agents are peers; claims, leases, capabilities, and typed continuation decide who acts next, with no durable leader identity.
- Kanban-Style Control Plane: Cards carry identity, authority, evidence, and continuation; moves are validated operators (claim, gate, monitor, writeback).
- Local-First: The control plane runs locally by default — the public/private boundary is explicit, so private data and code stay on your machine.
- Auto-Wake and Quotas: Quota-aware auto-wake keeps agents progressing on long-running goals without a runaway scheduler.
- Evidence & Continuation: 200+ hour example loops preserve decision lineage, evidence branches, and invalid experiments across turns.
- Human-In-Command: Dangerous permissions, publishing, and production writes remain gated to the human owner — not autonomous.
Best for
- Multi-Day SWE Loops: Drive week-long engineering objectives across many bounded agent turns while keeping scope and review state intact.
- PR/Issue Automation: Preserve review state, evidence, and reviewer preferences across a PR that touches multiple turns and agents.
- Auto-ML Experiments: Keep hypotheses, matched evidence, invalid lineages, and promote/stop gates visible in a single graph over hundreds of hours.
- Multi-Agent Coordination: Coordinate a peer team of Codex + Claude Code + Cursor agents on the same objective with typed handoffs.
- Recurring Monitors: Run heartbeat or monitoring loops with owner-visible gates and evidence trails.
- Creator/Research Workflows: Give non-engineering owners a legible board of long-running work with human sign-off at each gate.
Miora
Tencent
Tencent's AI creative agent studio that generates images, video, UI/UX, and 3D on one editable canvas with persistent brand memory.
Key features
- Multi-Modal Canvas: Images, video, UI/UX, and 3D are generated and edited on the same editable canvas — no tool switching.
- Agent Orchestration: A single brief spawns multiple specialized Skills (agents) that collaborate to deliver a full asset pack.
- Persistent Brand Memory: Retains logos, palettes, and style across projects so visual consistency holds across campaigns.
- Natural-Language Brief: Describe the deliverable in plain language and Miora plans the sub-tasks across image, video, and 3D agents.
- Production-Ready Output: Compresses weeks-long creative cycles into hours by handing back an asset pack ready for use.
- Unified Project Workspace: The entire creative project lives on one canvas so context, references, and iterations stay in one place.
- Video + 3D Generation: Native support for video and 3D means storyboards and product visuals live alongside static graphics.
- International Beta Access: Available globally via miora.design during the current beta phase.
Best for
- Campaign Asset Packs: Brief Miora once and receive a coordinated set of key visuals, video cutdowns, and UI mockups for a launch.
- Brand-Consistent Content: Rely on persistent brand memory to keep every generated asset on-palette across weeks of campaign work.
- Product Visualization: Combine 3D generation with UI screens to prototype a product page or launch keynote inside one canvas.
- Storyboard to Video: Sketch a storyboard on the canvas and let video agents extend selected frames into short-form video.
- Design + Marketing Handoff: Keep both design and marketing in the same workspace so approvals and revisions never leave the canvas.
- Rapid Concept Exploration: Iterate on multiple visual directions at once — image, motion, and 3D — without spinning up separate tools.