beer-sakthai/sak-family-agent/sakthai-hf-inference-client-serverless-inference-patterns

Name: sakthai-hf-inference-client-serverless-inference-patterns
Author: beer-sakthai

Claude Code and agent skill by beer-sakthai/sak-family-agent

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By beer-sakthai
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beer-sakthai/sak-family-agent
personas/sakthai/skills/SakThai-hf-inference-client-serverless-inference-patterns/SKILL.md
Updated 5 Oct 2026
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Complete reference on Hugging Face Inference Providers serverless inference patterns — the Routes API, OpenAI-compatible endpoint, provider selection policies, structured outputs, function calling, streaming, pricing tiers, and zero-cost strategies.

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npx vskill@latest install beer-sakthai/sak-family-agent/sakthai-hf-inference-client-serverless-inference-patterns

SKILL.md

HF Inference Providers — Serverless Inference Patterns

Comprehensive reference on serverless inference through Hugging Face's Inference Providers system: a unified proxy layer that routes requests to 18+ AI providers. Covers the modern Responses API (beta), the OpenAI-compatible chat completions endpoint, provider selection policies, structured outputs, function calling, streaming, pricing, and zero-cost strategies.

Key Topics

Topic	Description
Responses API	New unified interface with event streaming, tools, MCP support
OpenAI-Compatible Endpoint	`router.huggingface.co/v1` — drop-in replacement for OpenAI SDK
Provider Selection	`:fastest`, `:cheapest`, `:preferred` policies or explicit providers
Structured Outputs	Guaranteed JSON Schema compliance via `text.format`
Function Calling	OpenAI-compatible function/tool calling with `tool_choice` control
Streaming	Server-Sent Events via `stream: true`
Pricing	Free tier ($0.10/mo), PRO ($2.00/mo), Custom Provider Key option
Zero-Cost Strategies	Free models, credit conservation, caching patterns

See references/hf-learnings.md for the complete research document.

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Source

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