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第5章：ツール利用

これまで、主に言語モデル間の相互作用のオーケストレーションとエージェントの内部ワークフロー内の情報フローの管理に関与するエージェンティックパターンを討論してきた（Chaining、Routing、Parallelization、Reflection）。しかし、エージェントが本当に有用であり、現実世界またはノチェーン外部システムと相互作用するために、彼らは外部API、データベース、サービスと相互作用するか、コードを実行する能力が必要である。

sit-xinli

Note 7: Scaling Tool Use — Advanced Patterns + Token Economics

Every tool you define consumes context window tokens. This overhead exists _before_ the conversation even starts.

aiagentprompt

harsh-aranga

TOOL_USE.md

Ollama

![Ollama-ex](https://raw.githubusercontent.com/lebrunel/ollama-ex/main/media/poster.webp)

aipromptworkflow

aaronrussell

GUARDRAILS.md

AI Red Teaming Workshop - Discovery & Attack Demonstration Guide

**Report Date:** March 16, 2026

aillmrag

RakeshPrasad21

TOOLS.md

Function Calling / Tool Use

Function calling (also referred to as tool use or function invocation) enables language models (LLMs) to execute predefined actions or functions outside of their internal capabilities. Different AI model vendors may refer to this feature using various terms such as **Function Calling**, **Tool Use**, **Plugins**, or **Function Invocation**.

aillm

chabicht

Gemini by Example

This file contains all examples from the Gemini by Example site (geminibyexample.com).

0xsline

SPEC.md

api_llm Specification

Provide direct, transparent HTTP API bindings for major LLM providers without abstraction layers or automatic behaviors.

aillmrag

iron-cage

Fetch budgets for each unique level

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aiagentmcp

hetpatel-11

EVALS.md

New Papers

https://www.promptingguide.ai/

KaiYan289

FINE_TUNING.md

*-PLUIE: Personalisable metric with Llm Used for Improved Evaluation

**Authors**: Quentin Lemesle, Léane Jourdan, Daisy Munson, Pierre Alain, Jonathan Chevelu, Arnaud Delhay, Damien Lolive

aillmrag

CSQianDong

RAG.md

Great Deep Learning Tutorials for Natural Language Processing (NLP)

A Great Collection of Deep Learning Tutorials and Repositories for Natural Language Processing (NLP)

aievalworkflow

ahkarami

SOCIAL_POSTS.md

TakeMachine Features

Comprehensive list of features and capabilities in TakeMachine.

airagworkflow

elliotcohle

TOOL_USE.md

Paper List for Machine Learning Systems

![Awesome](https://awesome.re/badge.svg)

byungsoo-oh

SOP.md

Anthropic Tool API in TypeScript

The tool use, also called function calling part of the Anthropic API is a few

aipromptclaude

codewithpassion

The Pozitive AI Epic: Roadmap to AI Empowerment

This document outlines the 8-Phase Epic to evolve **Pozitive AI** from a basic guide into a comprehensive, world-class educational platform. This roadmap is based on research into the current state of Generative AI (Late 2024 - Early 2025).

aiagentprompt

genpozi

Klavis AI - LLM API Documentation

Klavis AI is an open-source MCP (Model Context Protocol) integration platform that that let AI agents use any tools reliably at any scale.

Klavis-AI

LLM Constraint Agent - Implementation Plan

Build an LLM agent (Anthropic Claude) that translates natural-language budget descriptions into a structured JSON intermediate representation (IR), which is then fed into the existing OR-Tools CP-SAT solver. The agent uses a **hybrid interaction model** (single-shot by default, follow-ups if ambiguous) and supports **hard constraints** (must hold) and **soft constraints** (priority-tiered, dropped if infeasible).

K1ngHungry

This file provides guidance to agents or humans when working with code in this repository.

aiagentclaude

wanggang316

Agent Skills

background: https://source.unsplash.com/collection/94734566/1920x1080

pakholeung37

AGENTS.MD — Akıllı Kariyer Asistanı · AI Geliştirici Protokolü

aiagentopenai

furkan-ucan

agents.md — Codex Engineering & Data Fetch Agent

Define an AI agent system that: (1) interprets natural language developer or analyst requests, (2) plans multi‑step tasks (code authoring, refactoring, data retrieval), (3) safely invokes internal tools (stock data fetch functions, file I/O, code exec sandboxes), (4) returns structured, auditable results, and (5) adheres to OpenAI Assistants API paradigms (tools: function calling, file search / code interpreter when enabled). ([OpenAI 平台][4], [OpenAI 平台][5], [OpenAI 平台][6])

aiagenteval

PenHsuanWang