WHAT NEW IN X10.30 FRI

X 上的 AI 合集档案 · 22 个合集 · 60,637 条

jevVIDEO

Claude Code 多 agent 工作流脚本与 Jev 分流

作者提出用脚本编排 Opus 规划、Haiku 扫描、Sonnet 修复的多 agent 流程,并把工具选择、重试等简单决策交给 Jev 处理。

kiosa
@thegreatest_sv10 天前收录原推发布于 2026.10.19
kiosa @thegreatest_sv原推发布于 2026.10.19
在 X 上打开原推

THIS IS A PURE F*CKING CODING JACKPOT Anthropic built the most powerful Claude Code feature and hid it from us Claude Code can now run a whole team of AI agents from one script, and almost nobody has switched it on here's the idea: Opus 5.5 writes the plan as a script, cheap fast models do the grunt work in parallel, and Opus only reads the final result the script holds the loop. not Opus. so your expensive model isn't burning context on a hundred agent chats you turn it on like this: claude --model opus --effort ultracode here's how I'd split the work: -> Opus 5.5 turns your goal into a workflow script -> Haiku 5.5, the fastest Claude model right now, scans every file in parallel -> Sonnet 5.5 makes each fix in its own isolated copy of the repo, so edits don't collide -> separate checker agents try to knock down every finding before you see it Opus only shows up three times: -> writing the script before the run -> reading what survived the checks -> your final yes before anything goes to git Opus plans. Haiku scans. Sonnet fixes. and here's my twist: Jev is the same idea one level down. the tiny forks that don't need a thinker (which file, which tool, retry or stop) go to Jev in milliseconds, and the big models only get the hard ones paste this into Claude Code: "Rebuild my Claude Code setup around this: 1. Run the main session on Opus 5.5 with ultracode on 2. In every workflow, run read-only scan stages on claude-haiku-5-5 and edit stages on claude-sonnet-5-5, each edit in its own isolated copy 3. Add one rule to CLAUDE.md: every finding gets an independent checker agent before it's reported, and fix loops stop after two rounds with no progress 4. Send fast simple decisions (tool choice, path selection, retries) through Jev Show me every change as a diff first. No edits until I say go." the catch: ultracode spends a lot more tokens per request. great for big sweeps, overkill for a one-line fix ↳ https://code.claude.com/docs/en/workflows save it, you'll need it

这条是引用着另一条写的:x.com/thegreatest_sv/status/2077035062952915243

x.com/thegreatest_sv/status/2111881943117664275采集于 2026.10.19 09:59