MoonshotAI
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Kimi-K3
Kimi K3 is an open-weight, 2.8T-parameter native multimodal agentic model with a 1M-token context window, designed for frontier coding, knowledge work, and reasoning tasks.
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FR-AI / ANALYSISWhy it is worth attention
It turns prompt quality into a regression-testable process with versioned golden inputs, machine-checkable constraints, and a drift table, so prompt edits can be safely gated before shipping.
Who it is for
- LLM application developers who edit system or template prompts
- Prompt engineers tracking format or policy drift
- CI/CD practitioners maintaining prompt regression checks
- Teams shipping prompt changes in structured workflows
Use cases
- Gate every system or template prompt edit with golden-input regression tests
- Run drift checks on prompts/** changes in CI
- Track format and policy drift across prompt versions
- Generate a gold case set plus constraint catalog before release
Strengths
- Freezes golden user inputs against versioned prompts
- Enforces machine-checkable must/must_not constraints
- Produces drift tables and optional CI pseudo-code
- Offers configurable options for language, size, check type, CI, and depth
Considerations
- Prompt-scoped only; not a full multi-tool agent capability suite
- Not designed for one-off creative chat or jailbreak exploit libraries
- CI support may be pseudo-code or notes depending on the ci option
README quick start
Prompt Regression Pack
Golden inputs, expected constraints, drift table, and CI pseudo-code — catch prompt regressions before ship.
中文简介： 提示词回归包（金标输入、期望约束、漂移检测表、CI 伪代码）。 — 详见 README.zh.md.
What this skill does
- Freezes golden user inputs against a versioned prompt
- Defines machine-checkable must / must_not constraints
- Produces a drift table vs baseline and optional CI pseudo-code
- Stays prompt-scoped (not a full multi-tool agent suite)
Install
npx skills add / --skill prompt-regression-pack
Local monorepo: skills/prompt-regression-pack/.
Options
| Option | Values | Default |
|---|---|---|
lang | en · zh · bilingual | en |
size | 12 · 25 · 50 | 25 |
check | constraints · exact · hybrid | constraints |
ci | none · pseudo · github-actions | pseudo |
depth | lite · standard · strict | standard |
When to use
| Use | Don't |
|---|---|
| Gate every system/template prompt edit | One-off creative chat |
CI on prompts/** changes | Full agent capability suite only |
| Track format/policy drift | Jailbreak exploit libraries |
Deliverable
Gold case set + constraint catalog + drift table + CI notes.
See SKILL.md.
Example
../../output/samples/prompt-regression-pack-example-01.md
License
MIT — see LICENSE.
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