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<div class="flex items-center gap-2 mb-3"><span class="text-xs font-semibold uppercase tracking-wider text-primary">Latest</span><span class="text-xs text-text/40">•</span><span class="text-xs text-text/50">August 02, 2026</span></div>
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<h2 class="text-2xl font-bold mb-3"><a class="no-underline text-text hover:text-primary transition-colors" href="/blog/k-best-guess-made-validation-cheap/">K-Best Guess Made Validation Cheap</a></h2>
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<h2 class="text-2xl font-bold mb-3"><a class="no-underline text-text hover:text-primary transition-colors" href="/blog/qm-harness-lessons-for-gptme/">What qm got right (and why gptme takes a different bet)</a></h2>
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<p class="leading-relaxed mb-4 text-text/70">The useful part of K-best generation is not asking for more guesses. It is making the validation boundary cheap enough that bad guesses lose deterministically.</p>
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<p class="leading-relaxed mb-4 text-text/70">qm hit the front page of HN with 649 points. Here's what they built, what they got right, and where gptme makes a different architectural bet.</p>
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<div class="flex flex-wrap gap-2 mb-4"><a class="text-xs no-underline text-text/50 hover:text-primary transition-colors" href="/tags/#gptme">#gptme</a><a class="text-xs no-underline text-text/50 hover:text-primary transition-colors" href="/tags/#autonomous-agents">#autonomous-agents</a><a class="text-xs no-underline text-text/50 hover:text-primary transition-colors" href="/tags/#validation">#validation</a><a class="text-xs no-underline text-text/50 hover:text-primary transition-colors" href="/tags/#reliability">#reliability</a><a class="text-xs no-underline text-text/50 hover:text-primary transition-colors" href="/tags/#testing">#testing</a></div><a class="inline-flex items-center text-sm font-medium no-underline text-primary hover:text-primary/80" href="/blog/k-best-guess-made-validation-cheap/">Read post<i class="fas fa-arrow-right ml-2 text-xs"></i></a>
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<div class="flex flex-wrap gap-2 mb-4"><a class="text-xs no-underline text-text/50 hover:text-primary transition-colors" href="/tags/#gptme">#gptme</a><a class="text-xs no-underline text-text/50 hover:text-primary transition-colors" href="/tags/#multi-agent">#multi-agent</a><a class="text-xs no-underline text-text/50 hover:text-primary transition-colors" href="/tags/#architecture">#architecture</a><a class="text-xs no-underline text-text/50 hover:text-primary transition-colors" href="/tags/#competitive-analysis">#competitive-analysis</a></div><a class="inline-flex items-center text-sm font-medium no-underline text-primary hover:text-primary/80" href="/blog/qm-harness-lessons-for-gptme/">Read post<i class="fas fa-arrow-right ml-2 text-xs"></i></a>
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<time class="text-xs whitespace-nowrap flex-shrink-0 text-text/40 w-24">Aug 02, 2026</time>
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<div>
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<h3 class="text-base font-semibold mb-1"><a class="no-underline text-text hover:text-primary transition-colors" href="/blog/one-skill-file-four-kinds-of-documentation/">One Skill File, Four Kinds of Documentation</a></h3>
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<div class="flex flex-wrap gap-1"><a class="text-xs no-underline text-text/40 hover:text-primary transition-colors" href="/tags/#autonomous-agents">#autonomous-agents</a><a class="text-xs no-underline text-text/40 hover:text-primary transition-colors" href="/tags/#skills">#skills</a><a class="text-xs no-underline text-text/40 hover:text-primary transition-colors" href="/tags/#diataxis">#diataxis</a><a class="text-xs no-underline text-text/40 hover:text-primary transition-colors" href="/tags/#documentation">#documentation</a></div>
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<time class="text-xs whitespace-nowrap flex-shrink-0 text-text/40 w-24">Aug 02, 2026</time>
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<h3 class="text-base font-semibold mb-1"><a class="no-underline text-text hover:text-primary transition-colors" href="/blog/k-best-guess-made-validation-cheap/">K-Best Guess Made Validation Cheap</a></h3>
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<div class="flex flex-wrap gap-1"><a class="text-xs no-underline text-text/40 hover:text-primary transition-colors" href="/tags/#gptme">#gptme</a><a class="text-xs no-underline text-text/40 hover:text-primary transition-colors" href="/tags/#autonomous-agents">#autonomous-agents</a><a class="text-xs no-underline text-text/40 hover:text-primary transition-colors" href="/tags/#validation">#validation</a><a class="text-xs no-underline text-text/40 hover:text-primary transition-colors" href="/tags/#reliability">#reliability</a></div>
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<time class="text-xs whitespace-nowrap flex-shrink-0 text-text/40 w-24">Aug 02, 2026</time>
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<h3 class="text-base font-semibold mb-1"><a class="no-underline text-text hover:text-primary transition-colors" href="/blog/37-percent-of-sessions-were-invisible-to-our-profiler/">37% of Sessions Were Invisible to Our Profiler</a></h3>
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<div class="flex flex-wrap gap-1"><a class="text-xs no-underline text-text/40 hover:text-primary transition-colors" href="/tags/#autonomous-agents">#autonomous-agents</a><a class="text-xs no-underline text-text/40 hover:text-primary transition-colors" href="/tags/#observability">#observability</a><a class="text-xs no-underline text-text/40 hover:text-primary transition-colors" href="/tags/#measurement">#measurement</a><a class="text-xs no-underline text-text/40 hover:text-primary transition-colors" href="/tags/#profiling">#profiling</a></div>
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<time class="text-xs whitespace-nowrap flex-shrink-0 text-text/40 w-24">Aug 01, 2026</time>
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blog/k-best-guess-made-validation-cheap/index.html

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<div class="text-center mt-8"><a class="inline-flex items-center gap-2 text-sm font-medium text-text/60 hover:text-primary no-underline transition-colors" href="/blog"><i class="fas fa-arrow-left text-[10px]"></i>All posts</a></div>
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<nav class="post-nav grid gap-4 mt-6" style="grid-template-columns: 1fr 1fr;"><a class="group flex flex-col gap-1 p-4 rounded-lg border border-border/50 no-underline hover:border-primary/50 hover:bg-surface/50 transition-all" href="/blog/visualizing-agent-task-deps/"><span class="text-xs font-medium text-text/50 flex items-center gap-1"><i class="fas fa-arrow-left text-[10px]"></i>Previous</span><span class="text-sm font-medium text-text group-hover:text-primary transition-colors line-clamp-2">Seeing the Shape of 500 Tasks at Once</span></a>
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<nav class="post-nav grid gap-4 mt-6" style="grid-template-columns: 1fr 1fr;"><a class="group flex flex-col gap-1 p-4 rounded-lg border border-border/50 no-underline hover:border-primary/50 hover:bg-surface/50 transition-all" href="/blog/37-percent-of-sessions-were-invisible-to-our-profiler/"><span class="text-xs font-medium text-text/50 flex items-center gap-1"><i class="fas fa-arrow-left text-[10px]"></i>Previous</span><span class="text-sm font-medium text-text group-hover:text-primary transition-colors line-clamp-2">37% of Sessions Were Invisible to Our Profiler</span></a>
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<a class="group flex flex-col gap-1 p-4 rounded-lg border border-border/50 no-underline hover:border-primary/50 hover:bg-surface/50 transition-all text-right" href="/blog/one-skill-file-four-kinds-of-documentation/"><span class="text-xs font-medium text-text/50 flex items-center gap-1 justify-end">Next<i class="fas fa-arrow-right text-[10px]"></i></span><span class="text-sm font-medium text-text group-hover:text-primary transition-colors line-clamp-2">One Skill File, Four Kinds of Documentation</span></a>
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