Your AI Agent Does Not Need Better Prompts. It Needs Continuous Evaluation.
Most AI systems do not fail because the model is weak. They fail because nobody built the feedback loop that makes them reliable in… Continue reading on Medium »
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We absolutely need Qwen3.6-397B-A17B to be open source
The benchmarks may not show it but it's a substantial improvement over 3.5 for real world tasks. This model is performing better than GLM-5.1 and Kimi-k2.5 for me, and the biggest area of improvement has been reliability. It feels as reliable as claude in getting shit done end to end and not mess up half way and waste hours. This is the first OS model that has actually felt like I can compare it to Claude Sonnet. We have been comparing OS models with claude sonnet and opus left and right months now, they do show that they are close in benchmarks but fall apart in the real world, the models that are claimed to be close to opus haven't even been able to achieve Sonnet level quality in my real world usage. This is the first model I can confidently say very closely matches Sonnet. And before s
The Clarity Reckoning: How Precise Prompting with AI Is Rewriting the Rules of Executive Leadership
The Clarity Reckoning: How Precise Prompting with AI Agents Is Rewriting the Rules of Executive Leadership From ‘forward this and pls fix’ emails to true leverage: why precise prompting has quietly become the rarest — and most powerful — executive skill The leap from casual “forward this and pls fix” emails to disciplined agent orchestration is quietly exposing decades of hidden execution gaps — while handing clear-thinking leaders the single greatest leverage opportunity in modern business. The rain hammered the windows of our Hong Kong office as I sat alone at 11:47 p.m., the harbor lights smearing into a neon haze beyond the glass. A senior relationship manager from one of our key clients – a multinational institution navigating cross-border payments and FX volatility – had just forward
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We absolutely need Qwen3.6-397B-A17B to be open source
The benchmarks may not show it but it's a substantial improvement over 3.5 for real world tasks. This model is performing better than GLM-5.1 and Kimi-k2.5 for me, and the biggest area of improvement has been reliability. It feels as reliable as claude in getting shit done end to end and not mess up half way and waste hours. This is the first OS model that has actually felt like I can compare it to Claude Sonnet. We have been comparing OS models with claude sonnet and opus left and right months now, they do show that they are close in benchmarks but fall apart in the real world, the models that are claimed to be close to opus haven't even been able to achieve Sonnet level quality in my real world usage. This is the first model I can confidently say very closely matches Sonnet. And before s
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