ALiBi slope=log(10) for base-10 weighting, sparse embed, gated ReLU FFN, float64
消息来源匹配 Tier路由结果WhatsApp 个人号任意联系人Tier 6: binding.accountpersonalWhatsApp 商务号任意联系人Tier 6: binding.accountworkDiscord #ops 频道Tier 1: binding.peerworkDiscord #general，管理员发消息Tier 3: binding.guild+rolesdevopsDiscord #general，普通成员Tier 4: binding.guildpersonal
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Coding agents are insanely smart for some tasks but lack taste and good judgement in others. They are mortally terrified of errors, often duplicate code, leave dead code behind, or fail to reuse existing working patterns. My initial approach to solving this was an ever-growing CLAUDE.md which eventually got impractically long, and many of the entries didn’t always apply universally and felt like a waste of precious context window. So I created the dev guide (docs/dev_guide/). Agents read a summary on session start and can go deeper into any specific entry when prompted to do so. In my original project the dev guide grew organically, and I plan to extend the same concept to my new projects. Here’s an example of what a dev_guide might include:
Полковник назвал прошедшую зиму крайне тяжелой для наемников ВСУ по одной причинеПолковник Матвийчук: Наемники и солдаты ВСУ замерзали в окопах
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