it’s always skill issues, chris If you build software, the best way is the codex app server sub agent plugin from @huntharo rn!
TOOLS
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MiniMax and Ollama fixes released in latest update
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We added some fixes for the new MiniMax and Ollama in this release as well – just hearing far fewer complains there so didn’t mention these. Check the changelog if you’re curious – we wanna be a great harness for *any* model!
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Codex Harness and Verifiable Stop Conditions for Model Control
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At least if you use codex harness that should not be needed much anymore. If you provide a verify-able stop condition the model is quite relentless
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xAI Unveils Voice API for Developers
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One of the xAI API's most underrated features is our Voice API (which includes text-to-speech and voice agents). We're giving all developers access to literally the same tech that powers experiences like Grok in Tesla. docs.x.ai/developers/model-capabilities/audio/text-to-speech [Translated from EN to English]
→ View original post on X — @scobleizer, 2026-04-12 01:45 UTC
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Hooks enable trivial plugin development for custom setups
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We have hooks, would be quite trivial to write a plugin that does this in your setup. If it’s useful, report back!
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Building Custom AI Harnesses with LangChain and LangSmith
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not for this. if you wanted to roll your own harness, could build one on top of langchain and then use langsmith deploy for roughly the same experience. this is just packaged up more nicely
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Harnesses as Plugins: Custom SDK Integration Now Possible
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Harnesses can now been plugins – meaning it'd be trivial to replace the default Pi harness with e.g. Anthropic’s SDK or another custom one. This won't magically allow Claude subscription, but it's useful to compare different implementations. Using codex as harness will likely
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Native Codex as OpenClaw Harness Configuration and Thread Management
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2) Native Codex as the OpenClaw harness: plugins.entries.codex.enabled = true
agents.defaults.model = "codex/gpt-5.4"
agents.defaults.embeddedHarness = { runtime: "codex", fallback: "none" } Codex owns threads, resume, compaction, app-server execution. https://
docs.openclaw.ai/plugins/codex-
harness
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