Wavemaker Blog

Cast Packs for Multi-Character AI Shoots

Tue, 25 Aug 2026 00:00:00 GMT

Save named bundles of LoRA and voice version pins in Wavemaker, apply them to workflow spec bindings in one step, and ship multi-role apps without rebinding every node.

ComfyUI Workflow Import Errors: Troubleshooting the Report

Mon, 24 Aug 2026 00:00:00 GMT

Fix ComfyUI import failures — unresolved LoRAs, unsupported custom nodes, PNG metadata issues, compile diagnostics, and dropped sampler settings. Transpile-only; no silent fixes.

BYOK for AI Image and Video in Workflow Runs

Sun, 23 Aug 2026 00:00:00 GMT

Bring your own Kling, Gemini, xAI, or other provider keys into Wavemaker workflow blocks — platform fee lines, estimate transparency, and memo behavior.

Best of N Generation Explained: Parallel Candidates, scoreBy, and Memo Salt

Sat, 22 Aug 2026 00:00:00 GMT

The bestOfN combinator runs up to six candidates, picks the highest scoreBy expression, and memo-salts candidate index ≥2 so quality selection cannot reuse the same rejected pixels.

Binding Voice Clones Into Workflows and Cast Packs

Fri, 21 Aug 2026 00:00:00 GMT

After Training Studio clones a voice, bind it to narration blocks, Cast packs, and Hub apps — without re-teaching the consent how-to or the clone recipe.

ComfyUI PNG Workflow Metadata: Extract, Import, and Privacy

Thu, 20 Aug 2026 00:00:00 GMT

ComfyUI embeds full workflow JSON in PNG metadata — often compressed. Wavemaker extracts it client-side, transpiles intent, and never uploads your image bytes. Other tools' PNG formats are not supported.

Dynamic MCP Tools for Published Workflows (wf_)

Wed, 19 Aug 2026 00:00:00 GMT

How Wavemaker registers up to 40 wf_ tools at MCP connect time from your published and favorited Hub workflows — schemas, caps, and fallbacks.

Introducing Wavemaker Projects

Wed, 19 Aug 2026 00:00:00 GMT

A project-first creative workspace that is simple at the start and progressively reveals the production power underneath.

Natural Language Workflow Copilot: Describe the Pipeline, Confirm the Spend

Tue, 18 Aug 2026 00:00:00 GMT

The workflow copilot is a compiler-in-the-loop SSE agent — validate_spec before emit_spec, human-confirmed runs via propose_run, Neon conversation drafts, and the same drafting core as draft_workflow MCP.

Train a Video LoRA for Wan on Wavemaker

Mon, 17 Aug 2026 00:00:00 GMT

Prepare clip datasets, run video_lora and wan_pair jobs on hosted Wan paths, pick motion epochs, and bind video LoRAs into workflow blocks.

Cameraman on Wavemaker

Sun, 16 Aug 2026 00:00:00 GMT

Transfer handheld operator motion onto an otherwise locked shot.

Clean plate on Wavemaker

Sun, 16 Aug 2026 00:00:00 GMT

Remove transient subjects and leave a usable clean plate from a short clip.

Colorization on Wavemaker

Sun, 16 Aug 2026 00:00:00 GMT

Naturally colorize archival or black-and-white footage as a Wavemaker restoration tool.

ComfyUI LoRA Workflows Explained: Import, Bind, and Run on Hosted Engines

Sun, 16 Aug 2026 00:00:00 GMT

How ComfyUI LoRA loader chains map to Wavemaker — filename matching, runnable base models, import report unresolved assets, and what Civitai weights do not auto-run online.

Day to night on Wavemaker

Sun, 16 Aug 2026 00:00:00 GMT

Turn a daylight clip into a night-lit continuation of the same shot without restaging the scene.

Deblur on Wavemaker

Sun, 16 Aug 2026 00:00:00 GMT

Restore sharpness on a soft or motion-blurred clip without inventing a new take.

Foley from video on Wavemaker

Sun, 16 Aug 2026 00:00:00 GMT

Add diegetic sound to a silent clip. Distinct from text-to-audio and from speech TTS.

HDR look (not 16-bit EXR) on Wavemaker

Sun, 16 Aug 2026 00:00:00 GMT

Apply an HDR look to a clip. This is contrast and roll-off, not DaVinci scene-linear EXR unless files harvest EXR.

Lip dub on Wavemaker

Sun, 16 Aug 2026 00:00:00 GMT

Replace the spoken line on a single-speaker clip. English, French, Spanish, German, and Russian. This is not video-localize.

Pixel upscale on Wavemaker

Sun, 16 Aug 2026 00:00:00 GMT

Generative spatial upscale (x2) — not a simple refiner or bicubic enlarge.

Reference-sheet video on Wavemaker

Sun, 16 Aug 2026 00:00:00 GMT

Upload 2–8 stills. We compose a black identity sheet and generate a clip that keeps those characters, props, and locations.

Relight on Wavemaker

Sun, 16 Aug 2026 00:00:00 GMT

Relight a clip with a sun-direction ball composited on the reference still.

Talking greenscreen and restoration tools

Sun, 16 Aug 2026 00:00:00 GMT

Vertical talking greenscreen, day-to-night, colorization, deblur, water, clean plate, relight, and cameraman — restoration jobs in Discover.

Text to audio and audio to video

Sun, 16 Aug 2026 00:00:00 GMT

Prompt-only sound beds versus audio-driven video. Neither is Foley-from-silent-video, and neither is DramaBox speech.

Video inpaint and outpaint on Wavemaker

Sun, 16 Aug 2026 00:00:00 GMT

Repair a masked region or expand the frame on a short clip without rewriting the rest of the shot.

Water simulation on Wavemaker

Sun, 16 Aug 2026 00:00:00 GMT

Add believable water motion to a shoreline or pool shot on a locked camera.

OpenAPI 3.1 for Generative Media and Workflow APIs

Sat, 15 Aug 2026 00:00:00 GMT

How to use Wavemaker's public openapi.json for workflow slug runs, kernel runs, Training Studio, and codegen — and where per-workflow JSON Schema still matters.

Remixing AI Workflows: Lineage, Forks, and Credit Where It Is Due

Fri, 14 Aug 2026 00:00:00 GMT

Hub remix and fork stamp lineage on workflow_spec_versions — parent slug, author org, premium_derived rules — so derivatives stay traceable and Open royalties reach the right creator.

Import Civitai LoRAs into Wavemaker Training Studio

Thu, 13 Aug 2026 00:00:00 GMT

Pull Civitai model pages into your Library with license attestation—know which weights run on krea2/ltx/wan today versus Flux/SDXL library-only storage.

ComfyUI img2img Workflows Online: Import, Transpile, and Run Edits

Wed, 12 Aug 2026 00:00:00 GMT

Bring ComfyUI img2img chains online by importing JSON or PNG — Wavemaker maps encode→sampler paths to edit blocks, snaps aspect ratios, and reports dropped sampler settings. Not pixel-identical Comfy execution.

JSON Schema for Typed Workflow Inputs (Forms, APIs, and Agents)

Tue, 11 Aug 2026 00:00:00 GMT

How Wavemaker promotes workflow inputs into Draft 2020-12 JSON Schema on GET /w/{slug}, validates runs server-side, and keeps one contract for Hub forms, REST, and MCP wf_ tools.

Kling AI Video on Wavemaker — Prompt Tips & QC Path

Tue, 11 Aug 2026 00:00:00 GMT

How to use Kling T2V/I2V as a Wavemaker catalog leaf — credits, Try deep-links, and when directed ads beat raw model leaves.

Localize a Talking Clip to ES/FR/DE/PT-BR/JA on Wavemaker

Tue, 11 Aug 2026 00:00:00 GMT

Single-speaker video localization: Whisper → translated script → ElevenLabs → Kling lip-sync → proofread. Unsupported languages fail closed.

Wavemaker Is Not Another AI Model Aggregator — Here's the Difference

Tue, 11 Aug 2026 00:00:00 GMT

Aggregators resell prompt boxes to partner models. Wavemaker directs productions: QC gates, directed multi-scene spines, honest dual-meter billing, and workflows you own.

Seedance vs Veo on Wavemaker — When to Pick Each Leaf

Tue, 11 Aug 2026 00:00:00 GMT

Honest tradeoffs between Seedance and Google Veo as Wavemaker partner leaves — Try links, demos, and directed-spine routing.

Seedream + Static Ads — Scene Prompts Without Lettering Chaos

Tue, 11 Aug 2026 00:00:00 GMT

Use Seedream for scene heroes and static-ads for letter-perfect type-composite headlines — Wavemaker’s Images Ad spine explained.

Wavemaker vs Thin AI Tool Farms — Why We Cap SEO Pages

Tue, 11 Aug 2026 00:00:00 GMT

Why Wavemaker ships curated /platform/ai-models and /platform/tools pages with provenance demos instead of a model×capability URL matrix.

AI Workflow Marketplace Economics: Open Royalties, Premium 80/20, and Clone Licenses

Mon, 10 Aug 2026 00:00:00 GMT

How Wavemaker settles creator earnings — 10% open royalty on foreign runs, 80/20 premium split on success, clone licenses, ledger idempotency, and the Earnings tab metrics creators actually see.

Flux, SDXL, and Krea LoRAs: What Runs on Wavemaker Today

Sun, 09 Aug 2026 00:00:00 GMT

An honest map of which LoRA base models train and execute on Wavemaker (krea2, ltx, wan, hunyuan, elevenlabs) versus library-only Flux and SDXL imports.

ComfyUI Custom Nodes and Dependency Hell (Why We Don't Execute Them Online)

Sat, 08 Aug 2026 00:00:00 GMT

Custom nodes are arbitrary Python, version pins, and broken graphs — dependency hell that makes multi-tenant Comfy hosting fragile. Wavemaker transpiles supported intent instead of running node code.

Idempotency Keys and Webhooks for Generative Media APIs

Fri, 07 Aug 2026 00:00:00 GMT

Why POST retries must not double-charge credits, how Wavemaker's Idempotency-Key and signed kernel_run webhooks work, and patterns for batch jobs, approval gates, and training jobs.

Publish Your AI Workflow as an App: From Private Graph to /w/{slug}

Thu, 06 Aug 2026 00:00:00 GMT

Publishing compiles your WorkflowSpec, freezes a version, runs moderation, and lists a Hub app at /w/{slug} with JSON Schema inputs, estimates, remix lineage, and Open or Premium economics.

How to Pick the Right LoRA Epoch (Not the Last One)

Wed, 05 Aug 2026 00:00:00 GMT

Wavemaker saves every training epoch with comparable sample grids—here is how to choose a checkpoint that generalizes instead of overfitting your dataset.

ComfyUI JSON Formats Explained: API vs UI Save (and What Imports)

Tue, 04 Aug 2026 00:00:00 GMT

ComfyUI API JSON vs UI save JSON — structure, widgets, links, and what Wavemaker's importer reads. PNG metadata is a third path. Transpile-only; custom nodes are not executed.

Memoized Workflow Runs: Why Changing the Last Step Should Not Re-Bill the First

Mon, 03 Aug 2026 00:00:00 GMT

Wavemaker content-addresses block outputs per org — identical inputs hit the memo cache, while retryUntil and bestOfN use instance salt. How memoization makes iterative workflow runs affordable.

LoRA Dataset Preparation: Curation, Captions, and Safety Gates

Sun, 02 Aug 2026 00:00:00 GMT

How to prepare image, video, and voice datasets for Wavemaker LoRA training—counts, captions, moderation, and promote-from-runs workflows that beat raw folder dumps.

Web-Based ComfyUI Alternatives in 2026 (What Actually Runs Online)

Sat, 01 Aug 2026 00:00:00 GMT

Compare web-based ComfyUI alternatives: hosted Comfy runtimes vs transpile-to-platform workflows. Claim-safe guide — no pixel parity, no custom-node execution on Wavemaker.

Quality Contracts for AI Pipelines: Retry Until, Review Facts, and No Silent Give-Ups

Fri, 31 Jul 2026 00:00:00 GMT

Quality contracts are visible combinator nodes — retryUntil and bestOfN — wired to review_image facts, memo-salted so rejected outputs cannot cache-loop. How Wavemaker encodes them in WorkflowSpec.

Train a Character LoRA: Photos, Checkpoints, and Binding

Thu, 30 Jul 2026 00:00:00 GMT

A practical guide to training a character LoRA on Wavemaker—dataset rules, krea2 training, epoch grids, likeness consent, and binding into video workflows.

How to Run ComfyUI Workflows Online Without a Local GPU

Wed, 29 Jul 2026 00:00:00 GMT

Run ComfyUI workflow intent online by importing JSON or PNG into Wavemaker — hosted engines, upfront quotes, and honest transpile limits. Not a remote ComfyUI desktop or custom-node runtime.

What Is an AI Workflow? (And Why Typed Pipelines Beat One-Off Prompts)

Tue, 28 Jul 2026 00:00:00 GMT

An AI workflow is a compiled graph of typed steps — planning, generation, review, assembly — that you can run, memoize, publish to /w/{slug}, and expose as API and MCP. Here is how Wavemaker defines it.

Train a LoRA Online Without a Local GPU

Mon, 27 Jul 2026 00:00:00 GMT

Use Wavemaker Training Studio to train image, video, and voice LoRAs on hosted GPUs—pick your epoch, bind into workflows, and skip the Python stack entirely.

From ComfyUI Graph to Sellable Product, No GPU Required

Sun, 26 Jul 2026 00:00:00 GMT

Import a ComfyUI workflow, harden it with review gates, and publish to the Hub — a shareable app page, optional per-run pricing, LoRAs on runnable hosts, and lineage — without hosting ComfyUI or custom nodes.

Drive Wavemaker Workflows from Your AI Agent (MCP Builder Mode)

Sat, 25 Jul 2026 00:00:00 GMT

Connect Cursor, Claude, or any MCP client to Wavemaker's builder surface: draft a workflow in plain language, run any Hub workflow as a typed tool, and train custom models — copy-paste configs included.

Every Wavemaker Workflow Is Now an API Endpoint

Fri, 24 Jul 2026 00:00:00 GMT

Call any published workflow by slug with typed inputs, idempotent retries, webhooks, and version pinning — plus an OpenAPI 3.1 contract and JSON Schema inputs your codegen (or your agent) can consume directly.

Why Wavemaker Transpiles ComfyUI Workflows Instead of Running Them

Thu, 23 Jul 2026 00:00:00 GMT

Hosted ComfyUI would mean arbitrary code, unknowable cost, and graphs that rot. Semantic transpilation extracts creative intent, rebuilds typed blocks, and reports every gap — no custom nodes, no pixel parity claims.

Build an AI Video Pipeline Visually: The Workflow Builder, Toured

Tue, 21 Jul 2026 00:00:00 GMT

A screenshot walkthrough of Wavemaker's workflow editor — typed blocks, control flow (Map, Best of N, Retry Until, Approval Gates), the compiler that keeps you honest, the built-in copilot, and publishing to the Hub.

How to Import a ComfyUI Workflow Online (Without Hosting ComfyUI)

Mon, 20 Jul 2026 00:00:00 GMT

Drop ComfyUI API JSON, UI save JSON, or a generated PNG and get a hosted Wavemaker workflow plus an honest import report — transpiled onto platform engines, not executed as Comfy nodes.

A Tour of the Wavemaker Hub: Run and Remix Production AI Workflows

Mon, 20 Jul 2026 00:00:00 GMT

The Hub is a marketplace of ready-to-run AI video workflows — no model files, no environments. A visual walkthrough: browsing, app pages, cost estimates, forking, favorites, and calling any workflow from your agent.

Video Marketing Trends to Watch in 2026

Wed, 15 Jul 2026 00:00:00 GMT

From AI-native production and frame-exact broadcast deliverables to consistent characters and conversational editing — the video marketing trends shaping how brands create in 2026.

Welcome to Wavemaker: AI Video From Idea to Finished Cut

Mon, 29 Jun 2026 00:00:00 GMT

Wavemaker turns a prompt, a URL, or a topic into a complete, on-brand video — script, visuals, voiceover, music, and final render. Here's what it is, who it's for, and how it works.

12 Prompting Tips for Dramatically Better AI Video

Sun, 28 Jun 2026 00:00:00 GMT

Practical, battle-tested prompt techniques for getting professional results from AI video — what to specify, what to avoid, how to handle on-screen text, and how to steer pacing, brand, and tone.

How to Keep Characters and Products Consistent Across Scenes

Sat, 27 Jun 2026 00:00:00 GMT

Character drift is the #1 tell of amateur AI video. Here's how subject references, anchor tokens, and reference-guided generation keep the same person, product, or logo identical from scene to scene.

How to Make a Video Ad with AI (Step-by-Step Guide)

Fri, 26 Jun 2026 00:00:00 GMT

A complete, practical guide to turning a single prompt into a polished, on-brand video ad with AI — brief, script, visuals, voiceover, music, and export — without an editor or a production crew.

What Is AI Video Generation? A Complete Guide for 2026

Thu, 25 Jun 2026 00:00:00 GMT

AI video generation turns text, images, and data into finished video using generative models. Here's how it works, the difference between a single model and a pipeline, what it's good at, where it struggles, and how to get professional results.

AI Video Generators Compared: Approaches, Tradeoffs & How to Choose

Wed, 24 Jun 2026 00:00:00 GMT

A fair, category-level comparison of AI video tools — single-clip generators, avatar/talking-head platforms, template editors, and full-pipeline generators — and how to pick the right one for your goal.

Turn a Website URL Into a Branded Video (How It Works)

Tue, 23 Jun 2026 00:00:00 GMT

Paste a link and AI builds a video grounded in your real brand — colors, logo, and product photos pulled straight from the page. Here's how URL-to-video works and how to get the best result.

Automate Video Creation with the Wavemaker API

Mon, 22 Jun 2026 00:00:00 GMT

A practical guide to generating, rendering, and downloading video programmatically with the Wavemaker REST API — endpoints, auth, the generate→render flow, webhooks vs polling, and a copy-paste script.

Text to Video: A Complete Guide to Generating Video From a Prompt

Sun, 21 Jun 2026 00:00:00 GMT

How to turn text into video with AI — what to put in your prompt, how scenes, voice, and music are produced, and how to go from a one-line idea to a finished, on-brand cut.

Connect Wavemaker to Cursor, Claude & Any AI Agent with MCP

Sat, 20 Jun 2026 00:00:00 GMT

Wire Wavemaker into your AI assistant over the Model Context Protocol (MCP) — one URL, OAuth sign-in, no API key. Generate video, static ads, and downloadable audio straight from Cursor, Claude, Windsurf, or VS Code.

Build an Automated Content Pipeline: Generate → Render → Score → Post

Fri, 19 Jun 2026 00:00:00 GMT

Wire Wavemaker into a fully automated video pipeline — generate on a schedule, render to MP4, gate on an engagement score, and auto-post to social or a scheduler. With copy-paste code and a GitHub Action.

How to Repurpose Blog Posts and Pages Into Video

Thu, 18 Jun 2026 00:00:00 GMT

Turn the content you already have — blog posts, landing pages, product pages, docs — into short, on-brand videos with AI. A practical workflow for scaling video without starting from scratch.