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Replying to @mattn_jp
私もPro 5倍プラン無料で受け取りました。 GPT6 Astraと一緒に使うと週間限度という言葉が無色に一日しかできず逆体感がひどいですが、それでも非常食がひとつ生じたようで心強いです。ありがとう @OpenAI
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Thanks for @OpenAI and @AnthropicAI. Got accepted into the Codex and Claude Code OSS Programs, so that 6 months the the 5x/20x plans are free. I'll come true SDD (Spec Driven Development) with these free tokens through compiler-powered evidence graph. github.com/wrtnlabs/evidence
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Claude Code gifted me 11 new SSDs when I asked for git worktrees
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I made TS Compiler Graph MCP, that can reduce 90% token usage in both Codex and Claude Code. With strong CoT compliance harness, it beats every code graph MCP tools, even in the general-purpose usage. dev.to/samchon/i-made-ts-com…
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@ryoppippi Your "@ryoppippi/unplugin-typia" has been revived as "@ttsc/unplugin". Now any TS transformer plugin (typia, nestia, or your own) can plug into Vite, Webpack, Rollup, esbuild, and more — with zero extra config. github.com/samchon/ttsc
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Transformer and executor for TS v7 (typescript-go). It's 10x faster than "ts-node", and can do type checking that "tsx" can't do. Also, it supports transformer libraries like "typia". github.com/samchon/ttsc
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I play VR boxing games on the company rooftop every day. A clean hit for the first time in a while.
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Finally, AutoBe achived 100% compilation success rate on small sized model "qwen3.5-27b". The more important thing is, difference of AI model does not affect to result quality. This is the function calling harness. github.com/wrtnlabs/autobe
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CoT becomes 100% structurally guaranteed. Streaming + property order validation catches the AI skipping steps in real time, mid-generation. DeepPartial<T> fills corrections progressively as output streams in. If you can verify the process, you can harness any domain.
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Next subject: function calling for domains where the final answer is unverifiable. Legal rulings, business decisions: you can't verify the conclusion. But you can verify the process. Model every mandatory reasoning step as typed schema properties, put the verdict last.
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