Cognix Dev

Cognix Dev

@cognix-dev.bsky.social

Engineer | Philosopher | Pragmatist | Positivist | Life-is-a-Comedyist | Ex-Microsoft | Tokyo https://cognix-dev.github.io/cognix/ https://cognix-dev.github.io/cognix/ja.html

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Claude code, codex, aider. Is there no longer any demand for command-line interface coding AI agents like this? Do you prefer web-based ones? I'd like to hear your opinions.

AI writes plausible-looking code. But it fills in assumptions about how that code will be called — and when those assumptions are wrong, the code breaks. Benchmarked Claude Code, Aider, and Cognix on the same LLM. The difference wasn't the model. It was the validation layer. dev.to/cognix-dev/a...

dev.toAI CLI Coding Tool Execution Accuracy Benchmark: Claude Code vs Aider vs Cognix on the Same LLM📋 Summary You've probably been there: AI generates some code, you run it — and it...

ソース: Business Insider Japan Anthropic Japan President Tojo stated that the company is committed to developing AI focused on safety and security. I believe this is a key factor for AI to succeed in the enterprise, not just in Japan.

Deeply inspired by Patil et al. (2025) and the concept of "Grounded Synthesis." I am implementing a "Layer-by-layer stacking" workflow for autonomous agents. While this does not guarantee absolute accuracy, it functions as a safety rail for a much more controlled and reliable execution.

I think it resembles the dawn of the automotive industry. First came speed races, like Ferrari. Fast cars were valued above all. But next came passenger cars. Safe, controllable vehicles became the true value. Isn't it passenger-car-like AI and LLM that will spark societal demand?

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