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ReAct tool-calling issue: Orchestration model computes internally instead of usi

BACKGROUND
1 SIGNALFIRST DETECTED 26 May 2026
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How the story developed
Other feeds and industry voices
23 Mar
Why LLMs sound right but fail to actually do anything (and how we’re thinking about datasets differently)

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1s1ckkm/why_llms_sound_right_but_fail_to_actually_do/"> <img alt="Why LLMs sound right but fail to actually

OPINION · HOW · LocalLLaMAOPEN STORY
9 Apr
My LLM said it created a GitHub issue. It didn't.

<!-- SC_OFF --><div class="md"><p>I've been messing around with local models to see when they fail silently or confidently make stuff up. One test I came up with is a bit wicked

OPINION · WHO · LocalLLaMAOPEN STORY
9 Apr
Gemma4 and Ollama: Native tool calling

<!-- SC_OFF --><div class="md"><p>Beginner here, now I have a good GPU and ollama using docker. Pulled the Gemma4 weights and was able to add it to cursor using ngrok. </p>

OPINION · WHO · LocalLLaMAOPEN STORY
15 Apr
Claude API Tool Use: Building Reliable Agentic Workflows in Production

<p>Claude's tool use (function calling) API is what separates toy chatbots from actual agents. I've built production agents with it — here's what reliable tool use looks like when

REPORT · WHEN · Dev.toOPEN STORY
23 Apr
The real story of 5.5 isn't the model it's what openai just told us about their strategy

<!-- SC_OFF --><div class="md"><p>everyone's focused on the benchmarks (14 state of the art evals, beats mythos on terminal-bench, etc) but i think the actual story of 5.5 is what

OPINION · WHERE · OpenAIOPEN STORY
23 Mar
"Agent washing" — calling your local LLM workflow an agent when it really isn't. Anyone else caught themselves doing this?

<!-- SC_OFF --><div class="md"><p>Read a piece this week where the author admitted she built what she was confidently calling an agent — RAG-based, tool-aware, natural language

OPINION · WHERE · LocalLLaMAOPEN STORY
22 Mar
<tool_call> write code in <think> --> failed

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1s0d7ps/tool_call_write_code_in_think_failed/"> <img alt="&lt;tool_call&gt; write code in &lt;think&gt;

OPINION · WHAT · LocalLLaMAOPEN STORY
14 Apr
Dynamic tool lists vs KV cache: how do you handle this trade-off in LLM agents?

<!-- SC_OFF --><div class="md"><p>I’m working on an LLM agent setup (using Qwen-style chat templates with tool calling), and I ran into a design trade-off that I’d like to get

OPINION · HOW · LocalLLaMAOPEN STORY
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