Tagged Engineering

27 articles

A watercolour-style greenhouse in winter seen from outside at dusk, warm light behind fogged glass, snow on the frames and a bicycle leaning by the door

ImageSep 26, 202614 min read

Run your own LoRA on a hosted API: a URL instead of an upload queue

Run a trained LoRA on a hosted Qwen Image API from a URL: no upload step, a runnable script, per-image prices, and which bad links fail at once or later.

Adult creator comparing two duplicate fully clothed character portrait prints.

ImageSep 25, 202615 min read

NSFW AI Image API Retries: Avoid Paying Twice for the Same Picture

An NSFW image is slow, rejected or off-brief. Learn when to wait, replay a submission or buy a new attempt, with real prices and billing rules.

An adult creative developer and photographer prepare a fragrance advertising shoot in a softly lit studio

APISep 22, 202611 min read

Hosted AI Media API or Your Own GPU: Decide From One Production Job

Choose hosted media APIs, your own GPU, or a hybrid. Compare image and video costs, character workflows, utilization, and break-even math.

A short-haired woman and a man in a blue shirt inspect a black frame bag and a package of straps.

TextSep 9, 202610 min read

GLM 5.3 Flash API: Extract Product JSON and Validate It

Call GLM 5.3 Flash with streaming, extract product JSON, check it against the source and handle cut-off answers, errors and cost.

Adult theater colleagues in a fictional backstage planning scene with a blue scarf and amber lamp

TextSep 8, 20269 min read

GLM 5.2 vs 5.3: API Prices, Controls and Adult Content

See GLM 5.2 and 5.3 prices, actual reasoning and tool-control differences, adult-content observations and a working migration example.

Two adults at a wooden desk compare index cards and a pinboard of linked notes while weighing two options.

TextSep 7, 202614 min read

DeepSeek V4 Flash vs Pro: Choose an API for the Actual Task

Pick DeepSeek V4 Flash or Pro by task: output ceiling, tool-call control, cost per request, uncensored writing behavior, and when V4.1 Flash is better.

Two adult reviewers compare a paper evidence packet in a sunlit office

TextSep 7, 20269 min read

Grok 4.6 vs 4.5: Cache Prices, API Limits and NSFW Tests

Compare Grok 4.6 and 4.5 with exact cached-token prices, shared API limits and adult-content test results. Includes a copyable request.

Two software developers discussing a coding workflow at a workstation by a city window

TextSep 6, 202617 min read

Grok 4.6 in Cursor and Through an API: Setup, Code and Cost

Choose built-in Cursor or a direct Grok 4.6 API, configure the right identifiers, fix a runnable parser example and compare token costs.

A fictional mature man in an open-collar charcoal silk shirt sits by a neon rain window, with his cuff and wrist marked as a small repair area.

ImageAug 29, 202633 min read

NSFW AI Inpainting: Fix One Area Without Redrawing the Whole Image

Repair hands, garment edges and background defects in adult character images. Set masks and crop context, then composite repairs onto the original.

An emerald satin character illustration saved beside a black archive envelope, silver earring.

ImageAug 26, 202634 min read

Civitai NSFW LoRA Disappeared? Save the Model and Rebuild Your Workflow

A missing Civitai LoRA does not always mean deleted weights. Find the version, save your files and rebuild an adult character workflow without guessing.

A winding path of circular checkpoints beside a direct golden route to a glowing sphere.

IntegrationAug 11, 20267 min read

createTask, then what? Polling vs webhooks for async generation jobs

Every image and video model here returns a taskId, not a result. Choose polling or webhooks, resume safely after a timeout and avoid paying twice.

Landscape cards linked by golden light from a glass bowl through a shielded bell jar to a glass display frame

StorageAug 4, 202612 min read

AI image and video storage: temporary upload URLs, short-lived results, and a reliable API handoff

What SpicyAPI keeps and for how long: 1-day uploads, 14-day results, 20-minute links, and the settings and API calls that shorten or destroy it.

Two film editors examining a dancer on a large projection and smaller preview screens

VideoAug 4, 202612 min read

Video Upscaling API: A Delivery and Quality Control Workflow

Upscale an approved clip to 720p, 1080p, 2K or 4K from $0.006 per source second, then check size, length and audio before you export.

A fictional adult woman in a navy work jacket walks across a workshop carrying a closed grey toolbox, while an adult man in a cream shirt leans on a workbench beside a camera on a tripod; Illustration, not a CharacterSwap result.

VideoAug 3, 202610 min read

Video Character Swap: References, Target Selection and Review

Prepare full-body references, analyse a 5–30 second clip, select the correct preview index, then check wardrobe, contact, occlusion and unchanged people.

A fictional adult casting director in a rust suit stands beside an adult male and female actor on a camera set, holding a portrait print.

VideoAug 3, 202610 min read

Video Head Swap API: Analysis, Target Selection and Editing

Analyse a short clip, read the numbered head previews, choose reference photos, keep video and resolution aligned, then review the swapped performance.

Editorial illustration of a curly-haired editor with glasses marking a lamp on a transparent sheet over a café portrait; not an Object Eraser API result.

ImageAug 1, 20268 min read

Object Removal API: Make a Mask and Download the Edited Image

Remove objects with a white-on-black mask at $0.03 per image. Playground steps, mask setup, a Python example and fixes for common failures.

Close-up of a man in an olive jacket on a coastal cliff at sunset, with two inset frames showing the same scene in portrait and landscape

ImageJul 28, 202611 min read

Image Outpainting API: Turn Product Photos into Ad Formats

One call turns a square photo into a 16:9 banner or 9:16 story at $0.024: output sizes, how much of the photo is redrawn, and a working API script.

Editorial illustration of an auburn-haired photographer using a magnifying glass to inspect a large portrait print in a bright print room; not an Image Upscaler API result.

ImageJul 28, 20267 min read

Image Upscaling API: Choose 2K, 4K or 8K and Download the Result

Choose a 2K, 4K or 8K tier from your final crop in pixels, try it in the Playground, run a short Python example and fix engraved text, faces and file size.

A fictional adult potter in a rust apron holds a blue ceramic cup by its handle on a wooden workbench beside a microphone and camera; Illustration, not a Foley API result.

VideoJul 27, 20269 min read

Foley API Workflow: Add and Review Sound for Video

Prepare a short video, describe its sound sources, set the requested duration, then review event timing, unwanted voices and the final mix before delivery.

A woman in a cobalt jumpsuit beside an acrylic panel with a checkerboard portrait silhouette

ImageJul 25, 202617 min read

Background Removal API: Deliver Transparent Product PNGs

Cut out product photos to transparent PNGs with one API call, then verify the alpha channel and edges before you deliver.

Two reviewers comparing reference boards and colour swatches in a dark studio

ImageJul 24, 202612 min read

AI face swap API workflow: authorised uploads, async jobs, and reliable delivery

Pick the right face, head or video swap endpoint, send consented photos from code, retry safely, check identity and copy results before they expire.

An adult red-haired catalogue editor and an adult male colleague compare a bookmarked catalogue and a separate paper revision in an archive

TextJul 12, 202610 min read

Gemini 3.1 Pro API: Long Context, Tools and Cost

Use Gemini 3.1 Pro with text packets, JSON and tools. See the exact long-context price boundary, working API code and adult-content test limits.

A hand sliding a glowing photo card from a temporary dock with an hourglass into a drive bay beside an editing monitor

IntegrationJul 11, 202612 min read

Your AI API returned an asset key. Now make the media durable

Generated media is kept about 14 days and uploaded references 1 day. See what expires when, then copy results into storage you control from a callback.

An operator at monitors overlooking separate image and video conveyor lanes in an illustrated server room

ImageJul 9, 202620 min read

Batch image and video generation without queue collapse

A production design for concurrency, backpressure, idempotency, fair scheduling, retries, cost guards, and observability in high-volume media generation.