يا جماعة.. DeepSeek-Harness إطار مفتوح المصدر ومجاني لبناء coding agents، تقدر تبدّل فيه الموديل والأدوات والـ sandbox والـ UI والـ agent loop.
ويشتغل مع DeepSeek وClaude وGPT وGemini وغيرها 💻
Serving massive context windows is no longer an arithmetic problem.
Once sparse attention reduces compute costs, the absolute limit on agent deployment becomes memory bandwidth and cache capacity. A new paper, "DeepSeek-V4.1-Flash: Pushing the Limits of KV Cache Compression",
Shipped a small geography game this week.
DROPPED Coding: DeepSeek V4 Flash Audit: Nemotron 3 Ultra Design cost = $0 👀 thanks for AntSeed 🐜🐜🐜 try it =
I gave two models the exact same prompt.
Build me a landing page. Fable 5: $1.21 DeepSeek V4.1 Flash: $0.026 That's 46x cheaper. For nearly identical output. The benchmark that actually matters isn't performance. It's performance per dollar. And that gap just got hard to
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