Been teaching codex to be my QA assistant. For every commit it creates a user-test scenario and uses webVNC (crabbox), computer/browser use (peekaboo/mcporter) to test OpenClaw like a user/QA person would. This runs in the background and opens PRs with fixes.
AGENTS
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Encourage public sharing of coding and agent traces
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We need more coding and agent traces public sharing to build datasets and better open source models! Lots of people contributing already, you should share yours too! https://
huggingface.co/datasets?searc
h=Traces
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We Need More Public Coding and Agent Traces for Open Source Models
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We need more coding and agent traces public sharing to build datasets and better open source models! Lots of people contributing already, you should share yours too!
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AI agents should know when to ask good questions
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/goal and other fully automated AI agents are cool, but not a great model for the future of work with people. Instead you want your AI to know when to ask you GOOD questions, maybe because it is stuck, maybe because your taste matters, maybe because you would find it interesting.
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Solving a multi-agent management problem with Google DeepMind
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It's been almost 1 and a half years that I can't solve a multi-agent cohort management problem and now I just came across a library from @GoogleDeepMind released 2 months ago that offers an ultra elegant approach. Damn, this company is really the boss.
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Built tools for Claude code transcripts, prefers native feature
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Yeah I've built tools for working with those in the past – https://
github.com/simonw/claude-
code-transcripts
… – but I'd much prefer to have a "native" feature for that so I don't have to worry about mine breaking if they change something -
Transcription, key artifact of coding agents
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When you work with coding agents, transcription becomes one of the most significant artifacts of the work you do; I think recording these is just as important (if not more) than maintaining good commit messages and
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Disappearance of the Copy as Markdown option in Codex Desktop
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I am really upset about this: OpenAI's Codex Desktop had an option 'Copy as Markdown' to export complete chat transcripts, but this feature disappeared in an update a few days ago Really my favorite feature of
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AI Agents: Orchestrating Multiple LLMs for Enhanced Capabilities
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AI Agents ≠ single LLM They’re systems of models • General LLMs → reasoning
• Domain LLMs → expertise
• RAG → real-time data
• Tools → actions & automation
• Open-source → control & privacy Real power = orchestration of multiple LLMs Via Giuliano Liguori
