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Jev Engineering: what a decision layer changes about the agent loop, and what it doesn't

Jev Engineering: what a decision layer changes about the agent loop, and what it doesn't

2026-10-04 发布2026-10-04 更新

AI Agents

Jev Engineering is usually compressed into one line — an LLM writes, Jev decides, code acts — but the term covers two different things: a routing pattern that is cheap to adopt, and a falsifiable architectural argument from TypeSafe's founder about how per-turn context, routing, tools and permissions should be decided. This piece walks the substrate (state plus typed questions, Choice/Score/Noul, parallel sampling, $0.042 per million input tokens), the routing arithmetic that shows naive model routing can cost more than staying on the expensive model, the fan-out pattern that actually holds up, the jagged edges in jev-1.13, and the gap between the self-run headline numbers and what third parties report.

Hermes Agent on macOS: install layout, launchd supervision, and the TCC identity that breaks on rebuild

Hermes Agent on macOS: install layout, launchd supervision, and the TCC identity that breaks on rebuild

2026-10-03 发布2026-10-04 更新

AI Agents

Installing Hermes Agent on a Mac is one command; keeping it deployed is three separate macOS problems — a directory layout, a LaunchAgent, and a code-signing identity. This piece walks through what install.sh and hermes gateway install actually put on disk, why the generated plist parks clean exits while relaunching crashes, how TCC grants bind to an app identity rather than a path (and why stale grants look stuck), plus the Apple-Silicon-versus-Intel splits, local-model numbers for llama.cpp and MLX, and the defaults that decide whether an unattended Mac fails fast or hangs.

硬盘上的 KV Cache:DeepSeek 把输入缓存价差做到 50 倍的架构账

硬盘上的 KV Cache:DeepSeek 把输入缓存价差做到 50 倍的架构账

2026-10-03 发布2026-10-03 更新

AI Infra

从 2024 年的硬盘前缀缓存,到 V4 的 CSA/HCA 混合注意力,再到 V4.1-Flash 把 KV Cache 压到上一代 1/8 的 SSD 需求,DeepSeek 的每一次降价背后都是同一件事:把最贵的 prefill 算力变成可以在廉价硬盘上复用、并且能被精确计价的资产。本文梳理落盘与命中规则、压缩路线、价格时间线与生产侧的真实约束。