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在 OpenClaw 中安装
/install talk-normal
功能描述
Stop LLM slop. A curated system prompt that cuts verbose, corporate-sounding LLM output by 56-71% (measured) while preserving information. Works bilingually...
安全使用建议
This skill is internally consistent but makes a persistent change to your agent configuration. Before installing: 1) Inspect install.sh and prompt.md locally (they are short and readable). 2) Back up your AGENTS.md (it may be in the current directory, $HOME, or the path given by OPENCLAW_WORKSPACE). 3) Confirm you want a global, always-on prompt rule applied to agents that read AGENTS.md; uninstall with bash install.sh --uninstall if you change your mind. 4) Avoid running any external update automation unless you trust the upstream repo; manual review of updates is recommended. Running the provided script is a local file edit only—no credentials or network calls are involved.
功能分析
Type: OpenClaw Skill
Name: talk-normal
Version: 0.6.2
The skill is a utility designed to reduce LLM verbosity and 'slop' by injecting stylistic instructions into the OpenClaw AGENTS.md configuration file. The install.sh script performs transparent, idempotent file modifications to manage the prompt block, and the prompt.md file contains only linguistic constraints (e.g., avoiding filler, direct phrasing) without any indicators of data exfiltration, malicious execution, or harmful prompt injection.
能力评估
Purpose & Capability
The name/description (reduce LLM verbosity via a curated system prompt) matches what the bundle contains: a prompt.md and an installer that inserts that prompt into AGENTS.md. No unrelated binaries, credentials, or surprising capabilities are requested.
Instruction Scope
SKILL.md and install.sh limit actions to locating/creating/modifying AGENTS.md (searching ., $HOME, and ${OPENCLAW_WORKSPACE}). The installer appends or replaces a marked block with the contents of prompt.md. It does not read arbitrary files, call remote endpoints, or exfiltrate data.
Install Mechanism
There is no remote install step or external download. This is instruction-only with a local install.sh included; running the script performs only local file edits. No third-party package installs or network fetches are performed by the provided script.
Credentials
The skill declares no required environment variables or credentials. The installer optionally reads OPENCLAW_WORKSPACE to locate AGENTS.md but does not require secrets or keys.
Persistence & Privilege
Although the registry flag always:false, the installer intentionally injects an always-on behavior block into AGENTS.md so the change is persistent across conversations until you uninstall. This is expected for the skill's purpose but is a persistent, workspace-wide change to agent behavior and should be acknowledged before running.
如何使用
- 确保已安装 OpenClaw（本地或 Docker 部署）
- 在对话框中输入安装命令：
/install talk-normal - 安装完成后，直接呼叫该 Skill 的名称或使用
/talk-normal触发 - 根据 Skill 的参数说明提供必要输入，即可获得结构化输出
版本历史
v0.6.2
Add prompt-chatgpt.md, a 1400-char compressed variant for ChatGPT's custom-instructions 1500-char field limit. Responds to a real bug report from @ppdng on Twitter (prompt.md v0.6.1 at 3527 chars doesn't fit). prompt.md itself is unchanged — the ClawHub install flow for OpenClaw users is unaffected. Use prompt.md for OpenClaw / API / Cursor; use prompt-chatgpt.md only for the ChatGPT custom-instructions field. All load-bearing rules preserved in the compressed variant.
v0.6.1
Rule 3 (closing-stamp ban) goes structural. v0.6.0 Andreessen test dropped negation-frame violations to 0 but surfaced a new variant 一句话落地 as a section header — the model pivoted from the banned 一句话总结 to an unlisted synonym. v0.6.1 adds an explicit intent statement, expanded word list (一句话落地, 一句话讲, 一句话概括, 一句话说, 一句话收尾), and structural patterns (一句话X：, X一下：) so future variants are caught before they appear. Same word-list-to-structural arc rule 2 went through in v0.5.0.
v0.6.0
Add version tracking to install flow. prompt.md now has <!-- talk-normal X.Y.Z --> as first line. install.sh prints the version and absolute target path on install/update. sync-skill.sh auto-reads version from prompt.md and bumps skill/SKILL.md. Diagnostic purpose: users in multi-workspace setups can grep AGENTS.md for the version currently active and read install.sh output to confirm which source file was used. No rule-logic changes — this is an install-UX release.
v0.5.0
Response to v0.4.0 GPT-5.4 leak test (3 classic + 1 new variant + 1 closing-stamp bypass). Four changes: (1) broadened rule 2 to cover any order/variant, not just 'open by negating'; (2) removed the specific '不是交易信号' example from rule body because the model copied it verbatim in v0.4.0; (3) added four BAD/GOOD example pairs below the meta constraint for positive demonstration; (4) promoted the closing-pattern rule from position 13 to position 3 so Chinese summary stamps like 一句话总结 get comparable attention. See regressions/rule-17-negation-frame.md for full leak history (many → 6 → 4 → 3 → target 0-1).
v0.4.0
Promoted the negation-frame rule from position 14 to position 2 and added a top-of-prompt meta constraint marking it as the hardest rule. Added chained-negation variant coverage (不是A不是B而是C). Extended closing-pattern rule to also ban Chinese summary stamps (一句话总结, 总结一下, 简而言之, 概括来说, 总而言之). Motivated by observed GPT-5.4 leak test: 6 violations in v0.3.0, 4 in v0.3.1, targeting 0-1 in v0.4.0. See regressions/rule-17-negation-frame.md in the upstream repo.
v0.3.1
Stop hardcoding rule count in skill description. Rule count changes with every release; description now uses 'curated system prompt' and the rule summary is grouped into categories instead of an enumerated list.
v0.3.0
Initial ClawHub release. 17 rules, bilingual (English + Chinese), idempotent installer, measured 56-71% character reduction on GPT-5.4 / GPT-4o-mini across 10 test prompts without losing information.
元数据
常见问题
talk-normal 是什么？
Stop LLM slop. A curated system prompt that cuts verbose, corporate-sounding LLM output by 56-71% (measured) while preserving information. Works bilingually... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件，目前累计下载 239 次。
如何安装 talk-normal？
在 OpenClaw 或 Claude Code 对话框中运行命令「/install talk-normal」即可一键安装，无需额外配置。
talk-normal 是免费的吗？
是的，talk-normal 完全免费，采用 MIT-0 许可证，可自由下载、安装和使用。
talk-normal 支持哪些平台？
talk-normal 跨平台运行，可在任意部署了 OpenClaw / Claude Code 的环境中使用（cross-platform）。
谁开发了 talk-normal？
由 hexiecs（@hexiecs）开发并维护，当前版本 v0.6.2。
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