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[P] Cold Validation: Open-source system where one AI agent audits another with z

BACKGROUND
1 SIGNALFIRST DETECTED 25 March 2026
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How the story developed
Other feeds and industry voices
25 Mar
Open-sourced a dual-agent validation system one agent builds, another audits with zero context

<!-- SC_OFF --><div class="md"><pre><code>Built a system where Claude Code writes the code and Codex CLI reviews it independently — the reviewer never sees the builder's

OPINION · WHERE · LocalLLaMAOPEN STORY
13 Apr
What I wish I knew about how to secure mcp connections for chatgpt and claude at work

<!-- SC_OFF --><div class="md"><p>Rolled out mcp tool access for our ai assistants about 6 weeks ago so chatgpt and claude could hit our crm, project management tool, and a few

OPINION · HOW · OpenAIOPEN 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
6 May
The GB10 Solution Atlas is now open source, the inference engine made for the community with breakneck inference speeds (Qwen3.6-35B-FP8 100+ tok/s)

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1t5p2yv/the_gb10_solution_atlas_is_now_open_source_the/"> <img alt="The GB10 Solution Atlas is now open

OPINION · WHAT · LocalLLaMAOPEN STORY
8 Apr
I tried to create my own fully autonomous security agent.

<!-- SC_OFF --><div class="md"><p><a href="https://github.com/SomeoneAlt-86/open-mythos">https://github.com/SomeoneAlt-86/open-mythos</a><br /> Claude just previewed their Mythos

OPINION · WHAT · 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
5 May
What if memory could reject an agent’s action instead of just informing it?

<!-- SC_OFF --><div class="md"><p>I’ve been experimenting with a different way of handling agents and I’m trying to sanity check if this makes sense.</p> <p>Right now most setups

OPINION · WHAT · LocalLLaMAOPEN STORY
27 Apr
how do you actually catch your agent breaking in prod before users do?

<!-- SC_OFF --><div class="md"><p>we run an agent thing in production and we use langfuse for traces.</p> <p>last month our agent started refusing requests it should have

OPINION · WHEN · LocalLLaMAOPEN STORY
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