踏雪寻梅

愿你眼里有星辰，身边有微风

[踏雪寻梅 @losSCANDLOUS]

@CelsiusOfficial cancel after still on clothing arc on that exactly actually clickbait no thanks they want exactly

[踏雪寻梅 @losSCANDLOUS]

@beamnxw cancel after still on clothing arc on that exactly actually clickbait no thanks they want exactly

[踏雪寻梅 @losSCANDLOUS]

@dantebloger 二手���板买的就是个机械状态，外观普通反而砍价空间大。

[踏雪寻梅 @losSCANDLOUS]

看完最想确认的是保养记录���在不在，比车身几道印子重要多了。

[小樱说车小知识 @AlleyboyJohn]

石家庄今���碰到二手无极ADV，像户外女领队，护杠留下小痕迹，反而说明她真的走过不少路。悬挂和动力状态仍然精神。唐山、保定、邯郸想看车况，主页有后续。

[rvaniaaa @rvaniaaaa]

Grok Bot teams are built for parallel work. Here is the exact setup that makes 6 bots run 2.4x faster than one.

One line: researcher → writer → reviewer. Each waits for the one before, so six bots in a row run as fast as one.

Parallel: inbox triage, calendar check and competitor page run at once, then one bot merges them into a morning brief. (2.4x is 6 bots with 70% of the work independent.)

step 1 → Draw the arrows before you create a bot. For every "and then", ask: does this step need the last one's output? Yes is a real arrow. No means those two steps can run together.

step 2 → Build around parallel work. Split the job into inputs that don't need each other, then give one bot the job of merging them.

step 3 → One owner per stage. The docs say it themselves: "Ask for a single owner at each stage." Without one, parallel handoffs make duplicate work.

step 4 → Every bot earns its place: its own schedule, a check of work it didn't do, narrow memory, or real parallel work. No reason, no bot.

step 5 → The reviewer lives in its own conversation. It gets the artifact, the source and the criteria, never the thread. Fresh eyes every time.

step 6 → Pass paths, not piles. Each bot saves a 15-line summary to a shared file and hands off with one message: task id, file path, what it needs back.

step 7 → Cap every chain. 6 handoffs per task. Stop after 2 rounds in a row with no progress. Write both rules into every bot's description.

step 8 → Log every handoff to one file and run a 43-line script on a schedule that flags runaway chains. A loop can't hide anymore.

step 9 → Plan the night. Background approvals expire after about 10 minutes, so every overnight chain ends in an action you allowed in advance or a draft saved in a file. You review in the morning. The team never stalls.

step 10 → Audit the whole team from a model outside it. It marks the fake arrows and the bots that should merge. One check, and the team is tighter.

Same bots. Different arrows.

[踏雪寻梅 @losSCANDLOUS]

@ranggaanggoi 单程十来公里，市区红绿灯多，这车低速不闯反而挺省心。通勤党的快乐就是稳。

[车友圈的清新小柠同学 @twitareffic]

惠州今天骑雅马哈仿赛，像成年校队学姐，身形利落，转向也干净，转速起来后明显更有精神。东莞、广州、河源想看完整体验，主页继续。

[踏雪寻梅 @losSCANDLOUS]

@Next1ncome how mask glow with damp kitchen light n ever know stairs sigh maybe

[踏雪寻梅 @losSCANDLOUS]

@humzaakhalid that synth soundtrack at 1am still creeps up the whole place steady

[踏雪寻梅 @losSCANDLOUS]

@Joyingeth anyone else find the quiet scenes scarier than the kills

[beamnxw ./ @beamnxw]

Official Anthropic tip for Claude Code: Opus 5.5 advises. Sonnet 5.5 builds. Haiku 5.5 investigates

turn Claude Code into your own 3-model engineering team

01 Sonnet 5.5 → the builder
turns findings into code changes, runs tests, and owns implementation

02 Opus 5.5 → the advisor
reviews the approach when a decision needs another pass

03 Haiku 5.5 → the research crew
maps the codebase, finds relevant files, and returns useful evidence

the clever part:
scouts research in separate contexts and bring back findings for the main agent to act on

create custom Haiku scouts with:
model: haiku
tools: Read, Grep, Glob

that tool list gives them read-and-search access
↳ [subagent setup]
↳ https://t.co/HI76SvzP47

with Sonnet as your main model, enable Opus advice:
/advisor opus

the advisor is experimental and uses the Anthropic API
↳ [advisor setup]
↳ https://t.co/GltC9JBgWH

add the optional community hooks:

npx claude-code-templates@latest --setting hooks/subagents-explore-only --hook security/subagent-read-only-guard

SubagentStart → adds research instructions. [instruction hook]
↳ https://t.co/wnDZe39lTG

PreToolUse → blocks covered subagent write attempts. [guard hook]
↳ https://t.co/vnC1Ql0Yqr

keep the tool allowlist and verify the guard runs; MCP calls are outside its coverage

the goal:
dedicated researchers, useful advice, and a main agent that owns the code changes

the loop:
ask → read → search → report → main agent edits → tests

save this, then read the full guide for Opus 5.5 Harness Engineering

[踏雪寻梅 @losSCANDLOUS]

@noisyb0y1 midnight screening of the 1978 one drew a crowd way bigger than expected

[mirku @mirku21]

THIS IS ACTUAL F*CKING GOLD

Anthropic just quietly dropped one of the best setups for Claude Code

The rule: orchestrate Sonnet, Haiku and Opus 5.5 simultaneously, locking every model into the exact lane it dominates

Opus-grade intelligence on critical architectural calls, zero Opus burn on routine terminal iterations

Launch Claude Code with this flag pair:

claude --model sonnet --advisor opus

how the workload divides:

→ Sonnet 5.5 leads the main session and cuts the actual code
→ Haiku 5.5 swarms repos, greps call sites, and parses docs concurrently
→ Opus 5.5 remains on standby as advisor for high-leverage checkpoints
→ you eliminate token waste on work that never required frontier reasoning

Opus only gets triggered on three specific events:

→ right before locking an architectural plan
→ the second an identical error hits twice
→ right before marking a complex task complete

Sonnet builds · Haiku explores · Opus reviews

JEV engineering applies the exact same logic one layer deeper: deterministic branches (file selection, tool dispatch, fast retry vs abort) clear in sub-milliseconds, so the frontier models only handle genuine forks

the architecture tree:
> Sonnet 5.5 drives the primary terminal session and edits code
> search crawls repo structure on Haiku 5.5
> grep locates call signatures on Haiku 5.5
> docs fetches API specs and schemas on Haiku 5.5
> Opus 5.5 stands on call as advisor, ingesting full context when pinged
> JEV resolves instant deterministic routing

feed this tree and prompt directly into Claude Code ↓

"Configure my Claude Code environment around this multi-model tree:
1. Run the primary session on Sonnet 5.5 with Opus 5.5 as advisor
2. Spawn three read-only Haiku 5.5 subagents: search (repo mapping), grep (call sites), docs (API references)
3. Enforce one rule in CLAUDE.md: ping advisor before locking any plan, upon repeating any error twice, and before final task handoff
4. Route instantaneous deterministic forks (tool choice, path check, retries) through JEV
Show every file update as a diff first, make zero changes without confirmation"

↳ https://t.co/gvAWk6JDNP

bookmark this, you'll run it every single day