# LLM Inference

> Use when wanting to interact with any LLM - Explains available inference endpoints so the agent selects suitable models.

- Skill: `tomevault-io/llm-inference` (Agent Skill, multi-file: 2 files)
- Install (CLI): `npx skillmds@latest add tomevault-io/llm-inference`
- Raw SKILL.md: https://api.skillmd.com/api/skills/tomevault-io/llm-inference/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: tomevault-io (https://skillmd.com/u/tomevault-io)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/tomevault-io/llm-inference

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## LLM Inference

The Cloudflare Pages function `functions/cerebras-chat.ts` provides OpenAI-compatible LLM inference. See `tools/cerebras-llm-inference/index.html` for a working example.

### Available models

| Model | Max context tokens | Requests / minute | Tokens / minute |
| --- | --- | --- | --- |
| gpt-oss-120b | 65,536 | 30 | 64,000 |
| llama-3.3-70b | 65,536 | 30 | 64,000 |
| llama3.1-8b | 8,192 | 30 | 60,000 |
| qwen-3-235b-a22b-instruct-2507 | 65,536 | 30 | 64,000 |
| qwen-3-235b-a22b-thinking-2507 | 65,536 | 30 | 60,000 |
| qwen-3-32b | 65,536 | 30 | 64,000 |
| zai-glm-4.6 | 64,000 | 10 | 150,000 |

- `llama3.1-8b` is the fastest option.
- `zai-glm-4.6` is the most powerful option.
- `gpt-oss-120b` remains the best all rounder.

LLMs are not just for chat: they can be used to process any string in any arbitrary way. If making a tool that requires the LLM to respond in a specific way or format then be very clear and explicit in its system prompt; eg what to include/exclude, plain/markdown formatting, length, etc.

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<!-- tomevault:4.0:skill_md:2026-04-11 -->

