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You only need the frontier model for one single edit
Hand the cheap model a trajectory, not a plan: /prewalk keeps 92-97% of the frontier pass rate at roughly half the cost, measured on SWE-Bench Pro.
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Snapcompact: SoTA compaction - instant, local, free. Pick 3
Render the context window into dense pixel-font bitmaps and hand it back as images: near-verbatim recall at a third of the input price, benchmarked on four frontier models and probed layer-by-layer on Qwen2.5-VL.
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Stenchill 3D Printable PCB Solder Paste Stencil
Free DIY online tool to generate 3D-printable solder paste stencils from your Gerber files. Convert Gerber to STL/3MF for FDM 3D printing at home. Compatible with KiCad, Eagle, Altium. Free PCB stencil generator for SMD/SMT reflow soldering.
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We improved 15 LLMs at coding in one afternoon. Only the harness changed.
Sixteen models, three edit tools, one variable: hashline, an edit format built on content-hash line anchors, beats patch for 14/16 models - and the weakest models gain the most.
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This 67,800-year-old hand stencil is the world's oldest human-made art
The world's oldest art has an unintentional story to tell about human exploration.
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