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Forcing LLMs into agent roles via bloated system prompts is a dead end, MiniMax

BACKGROUND
1 SIGNALFIRST DETECTED 25 March 2026
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How the story developed
Other feeds and industry voices
14 Apr
Multi agent systems are being treated like a magic scaling solution and I don't think people understand the failure modes

<!-- SC_OFF --><div class="md"><p>The idea is simple, if one agent is good then multiple agents working together must be better. In practice coordination between agents is an

OPINION · WHAT · LocalLLaMAOPEN STORY
16 May
most multi-agent systems are task teams. what about agents developing shared history?

<!-- SC_OFF --><div class="md"><p>want to put a different multi-agent direction on the table because most of what i see assumes task teams.</p> <p>the dominant pattern right now:

OPINION · WHAT · ArtificialInteligenceOPEN STORY
30 Mar
What happens when a cybersecurity agent stops over-refusing in real workflows?

<!-- SC_OFF --><div class="md"><p>One recurring issue with domain-specific agents is that overly defensive refusal behavior can make them much less useful once the workflow gets

OPINION · WHERE · LocalLLaMAOPEN STORY
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
26 Mar
Why does my agent keep asking the same question twice

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1s439q8/why_does_my_agent_keep_asking_the_same_question/"> <img alt="Why does my agent keep asking the same

OPINION · WHAT · 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
6 May
What I learned debugging AI agent failures in production, and how we solved it [D]

<!-- SC_OFF --><div class="md"><p>Every time one of our agents made a bad call in production, we had the same problem. Logs showed what happened. Nothing showed why it decided to

OPINION · WHEN · MachineLearningOPEN STORY
27 Apr
Associative memory system for LLMs that learns during inference [P]

<!-- SC_OFF --><div class="md"><p>I've been working on MDA (Modular Dynamic Architecture), an online associative memory system for LLMs. Here's what I learned building it.</p>

OPINION · WHAT · MachineLearningOPEN STORY
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