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Learning-oriented guides

Worked examples with runnable code. Each tutorial walks one model or workflow end-to-end, from import to result, in five to thirty minutes.

Run Your First Service
COMING SOON
5 min

Run Your First Service

Generate an image from a text prompt with the Python SDK. Ends with a saved PNG on disk.

Face Restoration
COMING SOON
5 min

Face Restoration

Repair and upscale faces in old or low-resolution photos with the hosted gfpgan model.

Clone Any Voice
COMING SOON
5 min

Clone Any Voice

Capture a voice embedding from a short audio clip with SpeechCraft, then synthesise new speech in th…

Lip Sync a Portrait
COMING SOON
10 min

Lip Sync a Portrait

Turn a still portrait and a voice clip into a talking-head video with the hosted img-and-audio2video…

Reasoning with deepseek-v3
COMING SOON
10 min

Reasoning with deepseek-v3

Solve a maths problem step by step and generate code from a spec with deepseek-v3 chain-of-thought.

Wrap Your Own Model
COMING SOON
15 min

Wrap Your Own Model

Turn a PyTorch model into a cloud API by adding the @app.endpoint decorator with APIPod.

Multi-Model Pipeline
COMING SOON
10 min

Multi-Model Pipeline

Fan out an image generation job and a voice narration job in parallel, then gather both results.

Deploy to Cloud
COMING SOON
10 min

Deploy to Cloud

Build an APIPod service into a container and run it on serverless GPU via RunPod.

Monitor and Optimize
COMING SOON
15 min

Monitor and Optimize

Read execution time from runtime_info, watch cold starts, and tune GPU usage on the dashboard.

Social Media Content Pipeline
COMING SOON
30 min

Social Media Content Pipeline

Chain a script LLM, image model, voice clone, and video render into one end-to-end content workflow.

Deploy an LLM with APIPod
COMING SOON
20 min

Deploy an LLM with APIPod

Wrap a Hugging Face chat model with APIPod and serve an OpenAI-compatible /chat endpoint.

SpeechCraft
COMING SOON
Reference

SpeechCraft

Text-to-speech and voice cloning. Bark-based, 13 languages, emotion markers. Methods: text2voice, vo…

Face2Face
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Reference

Face2Face

Face swap and enhancement. Insightface plus GFPGAN, single-shot, no training. Methods: swap, swap_im…

Audio-Driven Face Video
COMING SOON
Reference

Audio-Driven Face Video

Hosted image + audio to talking-head video via lucataco/img-and-audio2video.

flux-schnell
COMING SOON
Reference

flux-schnell

Black Forest Labs flux-schnell via Replicate. Text-to-image in four diffusion steps, 1MP output.

deepseek-v3
COMING SOON
Reference

deepseek-v3

DeepSeek V3 reasoning LLM via Replicate. Math, code generation, and step-by-step problem solving.