#tool-calling
825 related articles
·3 min
Needle: Fine-Tuning a 26M Ultralight Tool-Calling Model Locally — Full Walkthrough
Needle is a 26M-parameter tool-calling model. Learn how to replace Gemini with Ollama for local training data generation and fine-tune on a single GPU, achieving 96.7% F1 — ideal for edge AI deployment.
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Tutorials·4 min
Dify AI Agent Tutorial: Build Tool-Calling & Smart Search with Zero Code
Learn how to build an AI Agent on Dify with zero code, covering Function Call vs ReAct modes, Exa search tool setup, time-awareness solutions, and Agent best practices.
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Tech Frontiers·2 min
LLM CLI 0.32a1 Released: Fixes Tool-Calling Session Storage Bug
Simon Willison's open-source CLI tool LLM releases v0.32a1, fixing a data integrity issue when restoring tool-calling sessions from SQLite. Learn about the fix, core features, and how to update.
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Tech Frontiers·1 min
LLM 0.32a1 Released: Fixes Critical Bug Where Tool-Calling Conversations Failed to Restore from SQLite
Simon Willison releases LLM CLI tool v0.32a1, fixing a critical bug where tool-calling conversations failed to restore from SQLite. Details on the fix and installation.
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Tech Frontiers·1 min
LLM 0.32a1 Released: Detailed Fix for Tool-Calling Conversation Storage Bug
Simon Willison releases LLM CLI tool v0.32a1, fixing a critical bug where tool-calling conversations failed to reload from SQLite. Details on the fix and upgrade.
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Tech Frontiers·1 min
LLM 0.32a1 Released: Critical Bug Fix for Tool-Calling Conversation Recovery
Simon Willison releases LLM CLI tool v0.32a1, fixing a critical bug where tool-calling conversations couldn't be properly restored from SQLite database.
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Tech Frontiers·1 min
LLM CLI Tool 0.32a1 Released: Fixes Tool-Calling Conversation Storage Bug
Simon Willison releases LLM CLI tool 0.32a1 preview, fixing a critical bug where tool-calling conversations failed to restore from SQLite. Learn about the update and installation.
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Tech Frontiers·1 min
LLM 0.32a1 Released: Fixes Tool-Calling Conversation Storage Bug
LLM 0.32a1 alpha release fixes a critical bug where tool-calling conversations failed to reload correctly from SQLite database storage.
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Tech Frontiers·2 min
LLM CLI Tool 0.32a1 Released: Fixes Tool-Calling Conversation Storage and Restoration Bug
Simon Willison releases LLM CLI tool 0.32a1 alpha, fixing a critical bug where tool-calling conversations couldn't be correctly restored from SQLite, ensuring data integrity in AI Agent workflows.
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Tech Frontiers·3 min
LLM 0.32a1 Released: Fixing the SQLite Storage Bug for Tool-Calling Conversations
Simon Willison releases LLM CLI tool v0.32a1, fixing a data integrity bug when reloading tool-calling conversations from SQLite. Details on the fix, impact, and upgrade steps.
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Deep Dives·3 min
LLM 0.32a0 Major Refactor Analysis: How a Backward-Compatible Architecture Upgrade Tackles the Multimodal and Tool-Calling Era
Deep analysis of Simon Willison's LLM Python library 0.32a0 alpha: message sequences, streaming typed parts, tool calling, and the design philosophy behind backward-compatible refactoring.
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Tech Frontiers·1 min
llm 0.32a1 Released: Fixes Tool-Calling Conversation Restoration Bug, Rapid Alpha Iteration Continues
The llm CLI tool releases version 0.32a1, fixing a critical bug where tool-calling conversations couldn't be properly restored from the SQLite database.
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·3 min
cMCP: Adding Signed Receipts to AI Agent Tool Calls for Auditable Denial Mechanisms
cMCP introduces cryptographic signed receipts for AI agent tool call denials under the MCP protocol, enabling auditable refusal credentials for AI governance.
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·3 min
Why AI Guardrails Are Paper Tigers: Even Script Kiddies Can Bypass Them
Analysis of why AI guardrails are so fragile—from prompt injection to encoding tricks, even script kiddies can bypass LLM safety. Learn how to build defense in depth.
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·2 min
Hey Noah: An In-Depth Analysis of the Proactive AI Executive Assistant Built for Founders
Hey Noah is a proactive AI executive assistant for founders, managing calendars and follow-ups via email, SMS, and WhatsApp. Deep dive into its agent architecture and product strategy.
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·2 min
QwenGrowthPlan: A New Paradigm for AI Model Iteration Driven by Real-World Tasks
Alibaba Qwen launches QwenGrowthPlan, inviting developers to drive Qwen3.8-Max model iteration through real-task feedback. Analysis of its impact on agentic AI capabilities and the competitive landscape.
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·3 min
Agentic Loop in Practice: Lessons from 86 AI Agents Building a GTA 6 Prototype in 22 Hours
A developer used an Agentic Loop with 86 AI agents over 22 hours to build a GTA 6-style 3D game prototype from scratch. Key insights on structured JSON debugging, multi-agent orchestration, and AI coding boundaries.
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·3 min
Xberg v1 Open-Source Document Extraction Engine: CPU-Only Local Processing Supporting 101 Formats
Xberg v1 is an MIT-licensed open-source local document extraction engine. CPU-only, supporting 101 formats with built-in SPLADE and ColBERT retrieval, Rust-powered for RAG and ML pipelines.
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·2 min
Qwen3-Max Deep Dive: Major Upgrades in Coding and Collaboration, Qwen Studio as an All-in-One AI Platform
Alibaba launches flagship model Qwen3-Max focused on coding and collaboration, paired with Qwen Studio platform integrating multimodal AI, tool calling, and Artifacts to compete with GPT-4o and Gemini.
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·3 min
MCP Session Analytics: Building Production-Grade Observability and Evaluation for AI Agents
How to build product analytics and evaluation capabilities for AI Agents at the MCP protocol layer, covering session-level tracing, tool call observability, and quality Evals.
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