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Tool Calling — Topic Summaries

AI-powered summaries of 29 videos about Tool Calling.

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Claude 4 is here. It's kinda nuts.

Theo - t3․gg · 3 min read

Claude 4’s release lands with a clear split: Sonnet 4 looks like a meaningful upgrade for developers—especially for coding, tool use, and...

Claude 4Sonnet 4Opus 4

GPT-4.1 is here, and it was built for developers

Theo - t3․gg · 3 min read

OpenAI’s GPT-4.1 launch is aimed squarely at developers, with the biggest shift being a 1 million token context window delivered through the API—not...

GPT-4.1 API1 Million Token ContextTool Calling

What even is an AI Agent?! (The Standup)

The PrimeTime · 3 min read

AI agents for software development are essentially an LLM wired to programming tools and kept running through iterative “loops” until the task is...

AI AgentsOpen CodeTerminal Workflow

MCP is the wrong abstraction

Theo - t3․gg · 3 min read

Model Context Protocol (MCP) is getting a reality check: flooding AI agents with tool definitions and tool-call syntax often degrades performance,...

MCPTool CallingAgent Tooling

OpenAI’s open source models are finally here

Theo - t3․gg · 3 min read

OpenAI’s newly released open-weight models—an “120B” and a “20B” variant—are built to run locally, and early testing suggests the smaller 20B model...

Open-Weight ModelsMixture of ExpertsLocal Inference

It’s time to embrace the AI

Theo - t3․gg · 2 min read

AI-assisted programming has shifted from “chatting with a model” to “delegating work to agents that can navigate a real codebase,” and that change is...

AI AgentsTool CallingTypeScript Guardrails

Is Claude 4 a snitch? I made a benchmark to figure it out

Theo - t3․gg · 3 min read

A wave of claims that Claude “snitches” by contacting regulators and the media is traced to a specific safety test scenario: models can attempt to...

Claude SafetyTool CallingSnitchBench

Tool Calling in LangChain | Generative AI using LangChain | Video 17 | CampusX

CampusX · 3 min read

LangChain tool calling turns an LLM from a text-only assistant into a system that can use external functions safely—by letting the model *suggest*...

Tool CallingTool BindingTool Execution

smolagents - HuggingFace's NEW Agent Framework

Sam Witteveen · 2 min read

Hugging Face’s new “smolagents” framework pushes agent building toward “code agents”: instead of forcing an LLM to emit JSON-style plans, it can...

Agent FrameworkCode AgentsTool Calling

The Gemini Interactions API

Sam Witteveen · 2 min read

Google’s new Gemini Interactions API reframes how developers build with Gemini models by shifting from simple, stateless “prompt in, text out” calls...

Gemini Interactions APIServer-Side StateAgent Background Execution

Context Engineering is the future of AI Agents - here’s why

David Ondrej · 3 min read

Multi-agent “teams” are a reliability trap for most production AI agents, and the fix is simpler: design around context sharing and make action...

Agent ArchitectureContext EngineeringMulti-Agent Reliability

Build Hour: GPT-5

OpenAI · 3 min read

GPT-5 is positioned as OpenAI’s “smartest, most steerable” coding model yet—built to produce higher-quality code, handle long-running agentic...

GPT-5 CapabilitiesResponses APIReasoning Effort

How to Build Super Effective AI AGENTS - FULL TUTORIAL | Cursor - OpenAI

All About AI · 3 min read

A practical AI-agent pipeline for handling customer emails end-to-end is built in Cursor: it ingests an incoming message, extracts key fields with...

AI AgentsEmail AutomationStructured Outputs

PydanticAI - The NEW Agent Builder on the Block

Sam Witteveen · 2 min read

PydanticAI positions itself as a new, Pydantic-first agent and LLM application framework built to make model outputs reliably conform to structured...

PydanticAIStructured OutputTool Calling

Introducing Swarm with Code Examples: OpenAI's Groundbreaking Agent Framework

Sam Witteveen · 3 min read

OpenAI’s Swarm has landed as a lightweight framework for building multi-agent systems, and the core idea is simple: model behavior as small...

Swarm FrameworkMulti-Agent HandoffsAgent Routines

ChatGPT 5.1 Is the First True AI Worker: Here's What Changed

AI News & Strategy Daily | Nate B Jones · 3 min read

ChatGPT 5.1’s biggest shift isn’t its “warmer” tone—it’s a more agentic, production-ready model that follows instructions more faithfully, routes...

ChatGPT 5.1Instruction FollowingAgentic Workflows

Google just destroyed ChatGPT forever… (Gemini 2.5 Pro)

David Ondrej · 3 min read

Gemini 2.5 Pro is getting an early-access upgrade that pushes hardest on coding—especially building interactive, good-looking web apps—while also...

Gemini 2.5 ProInteractive Web AppsTool Calling

How to make Muilt-Agent Apps with smolagents

Sam Witteveen · 3 min read

Multi-agent apps built with smolagents work best when the system leans on tool-calling and strong hosted models—small local “code agents” tend to...

Multi-Agent AppssmolagentsTool Calling

The AI Failure Mode Nobody Warned You About (And how to prevent it from happening)

AI News & Strategy Daily | Nate B Jones · 2 min read

AI agents don’t fail only by hallucinating or lacking context—they often fail by confidently acting on a misread intent. The core problem is an...

Agent IntentTool CallingIntent Disambiguation

How to build MCP Clients | MCP Trilogy | CampusX

CampusX · 2 min read

The core takeaway is a working blueprint for building an MCP-powered chat client that can automatically discover tools from one or more MCP servers,...

MCP ClientsLangChain MCPTool Calling

SmolLMv3 - A Small Reasoner with Tool Use.

Sam Witteveen · 3 min read

Hugging Face has released SmolLMv3, a 3B-parameter language model aimed at “small” local deployment without giving up reasoning and tool use. The...

SmolLMv3 ReleaseTool CallingDual Think Reasoning

Build Hour: Voice Agents

OpenAI · 3 min read

Voice agents are moving past “transcribe-and-reply” toward audio-native systems that can sound more like real representatives, handle ambiguity, and...

Voice AgentsReal-Time APIAgents SDK

Build More Effective AI AGENTS With "Code As Action"

All About AI · 2 min read

“Code as action” lets AI agents do multi-step tool work in one shot by generating and running code (including loops), instead of chaining dozens of...

Code as ActionTool CallingCode Agents

Build 100% Local Chatbot with Gemma 3, Ollama and LangChain | AI Assistant with Memory and Tool Use

Venelin Valkov · 3 min read

A fully local chatbot can now keep both conversation history and long-term “memories” across separate chats—without sending data to a hosted service....

Local ChatbotMemory RetrievalTool Calling

Build AI Agent Application with Agent Development Kit (ADK) | Get Started with Google's Agent SDK

Venelin Valkov · 3 min read

Google’s Agent Development Kit (ADK) is positioned as a practical way to build agentic applications with a clear workflow structure, built-in...

Agent Development KitTool CallingGemini 2.0 Flash

Use Any LLM Provider with LiteLLM | Use ChatGPT, Claude, Gemini, Ollama with One API

Venelin Valkov · 2 min read

Switching between large language model (LLM) providers can break production systems when code depends on a single vendor’s SDK. LiteLLM is presented...

LLM Provider AbstractionStructured OutputsPydantic Validation

NEW from OpenAI: The Swarm is coming

AI News & Strategy Daily | Nate B Jones · 2 min read

OpenAI’s new Swarm multi-agent API signals a shift from building standalone large language models to building an “operating system” layer for...

Multi-Agent APIsAgent OrchestrationEcosystem Strategy

DeepSeek R1 0528 - Better Coding & Tool Calling | Is It Faster Now?

Venelin Valkov · 3 min read

DeepSeek R1 0528’s update centers on making the model more usable for real-world coding agents by adding support for JSON output and function...

DeepSeek R1 0528Tool CallingJSON Output

LangChain Tutorial: The Core Building Blocks | LLMs, JSON output, RAGs, Tools and Observability

Venelin Valkov · 3 min read

LangChain’s practical value comes from a small set of reusable building blocks: a unified way to call different LLM providers, structured outputs...

LangChain Building BlocksLLM Provider AbstractionJSON Structured Output