modelchk

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🇺🇸

Original

English
🇨🇳

Translation

Chinese
Size the run before you spend it: how strong a model, and how hard it should think.
modelchk
is read-only and advisory. From one assessment it sizes the two dials that set a model's per-run cognitive spend — capability tier and reasoning effort. It does not choose, route, switch, pin, spawn, set, or require any concrete model or level.
在投入成本前预估运行规格:确定模型的能力强度,以及它需要进行的推理深度。
modelchk
是只读且仅提供建议的工具。通过一次评估,它可以确定设置模型单次运行认知成本的两个维度——能力层级和推理强度。它不会选择、路由、切换、固定、生成、设置或要求任何具体的模型或等级。

Goal

目标

From a single risk-and-complexity read, recommend two coordinates.
Capability tier — the cheapest sufficient class of mind:
  • fast
    for local, mechanical, reversible work with cheap, complete verification.
  • standard
    for ordinary repo-grounded reasoning, multi-step drafting, normal coding, and conventional documentation or skill work.
  • frontier
    for architecture, high ambiguity, safety/security/privacy/data-loss risk, release-critical review, cross-domain scope, or work where one wrong assumption wastes a large run.
Reasoning effort — how hard that mind should deliberate.
modelchk
recommends the effort intent; resolving it to the active model's actual level — like choosing the model itself — is the executor's step, not this skill's. From least to most deliberation:
  • glance
    — minimal deliberation; take the direct path. (Resolves to the model's floor.)
  • measured
    — ordinary, everyday deliberation. (The model's default, or the middle of its ladder when no default is named.)
  • thorough
    — deliberate extra: work the alternatives and check the assumptions. (Above the everyday setting, short of the top.)
  • exhaustive
    — maximal deliberation; exhaust the search and re-check the work. (The model's ceiling.)
The two axes are orthogonal — a bounded-but-fiddly task can be
fast
+
thorough
, a quick expert call
frontier
+
glance
— yet in most work they move together, parting only when a cheap task needs hard thinking or a strong model needs only a quick call. Effort buys deliberation, never capability, and more of it is not more correct.
通过一次风险与复杂度评估,给出两个维度的建议。
能力层级——成本最低且足够的模型类别:
  • fast
    (快速):适用于本地、机械性、可逆且可低成本完全验证的工作。
  • standard
    (标准):适用于基于代码库的常规推理、多步骤起草、普通编码,以及常规文档撰写或技能类工作。
  • frontier
    (前沿):适用于架构设计、高度模糊性任务、安全/隐私/数据丢失风险场景、发布关键审查、跨领域范围工作,或一旦假设错误会浪费大量算力的任务。
推理强度——模型需要进行的思考深度。
modelchk
仅建议推理的意图;将其转化为实际模型的具体等级(比如选择模型本身)是执行者的工作,而非本工具的职责。从最低到最高推理程度:
  • glance
    (粗略):最小程度的思考;采用直接路径。(对应模型的最低等级。)
  • measured
    (适度):日常常规思考。(模型的默认等级,或当无默认等级时对应等级阶梯的中间值。)
  • thorough
    (深入):额外思考:考虑替代方案并检查假设。(高于日常设置,但未达最高等级。)
  • exhaustive
    (穷尽):最大程度的思考;穷尽所有搜索并重新检查工作。(模型的最高等级。)
这两个维度是相互独立的——一个有边界但繁琐的任务可以是
fast
+
thorough
,一个快速的专家咨询可以是
frontier
+
glance
——但在大多数工作中它们是同步的,仅当低成本任务需要深度思考,或强模型只需快速响应时才会分离。推理强度决定思考深度,而非能力,更高的强度并不意味着更正确的结果。

Workflow

工作流程

  1. Frame the exact work unit being sized: task, artifact, review, rerun, or plan.
  2. Score risk and complexity once — this single read feeds both coordinates:
    • file, module, or ownership boundary crossing;
    • reversibility and blast radius;
    • safety, security, privacy, publishing, or data-loss risk;
    • novelty, ambiguity, and long-context synthesis load;
    • need for external research, adversarial review, or careful release sequencing;
    • cost of a wrong answer.
  3. Read off the capability tier: the cheapest class whose ceiling covers the work's judgment and risk.
  4. Read off the reasoning effort: default it to track the tier (
    fast
    glance
    ,
    standard
    measured
    ,
    frontier
    thorough
    , reserving
    exhaustive
    for the hardest, highest-stakes work), then deviate where deliberation-hunger and capability-need part — raise it for ambiguity, long multi-step reasoning, or adversarial self-check on an otherwise cheap task; lower it for a bounded task under a strong model.
  5. Report both coordinates, one shared rationale,
    move up if...
    and
    move down if...
    triggers for each dial, and the proof surface — the verification the work still needs regardless of tier or effort.
  6. Stop.
  1. 明确要预估的具体工作单元:任务、工件、审查、重运行或计划。
  2. 一次性评估风险与复杂度——这一评估结果将用于两个维度的确定:
    • 是否跨越文件、模块或所有权边界;
    • 可逆性和影响范围;
    • 安全、隐私、发布或数据丢失风险;
    • 新颖性、模糊性和长上下文综合负载;
    • 是否需要外部研究、对抗性审查或谨慎的发布顺序;
    • 错误答案的成本。
  3. 确定能力层级:选择能力上限能覆盖任务判断与风险的成本最低类别。
  4. 确定推理强度:默认与能力层级匹配(
    fast
    glance
    standard
    measured
    frontier
    thorough
    exhaustive
    仅保留给最困难、最高风险的工作),然后根据对思考的需求和能力需求的差异进行调整——如果任务模糊、需要多步骤推理,或在低成本任务中需要对抗性自我检查,则提高推理强度;如果任务有明确边界且使用强模型,则降低推理强度。
  5. 报告两个维度的建议、一个共同的理由、每个维度的「升级触发条件」和「降级触发条件」,以及验证依据——无论层级或强度如何,任务仍需进行的验证工作。
  6. 结束流程。

Rules

规则

  • Size the run's cognitive spend, nothing else. The two dials are which mind (capability tier) and how hard it thinks (reasoning effort). Orchestration dials — context budget, fan-out width, tool-permission scope — are a different reflex and stay out; sharing this one risk read does not pull them in.
  • Neutral language only: tier is
    fast
    /
    standard
    /
    frontier
    ; effort is
    glance
    /
    measured
    /
    thorough
    /
    exhaustive
    , each an intent defined by a position on the active model's ladder — floor, default, above-default, ceiling — never a named vendor level.
  • When resolved, effort binds to positions, not levels: a model lacking an interior level collapses the rung to the nearest it offers, so the intent always maps to a real setting and never resolves out of range.
  • The default is the cheapest sufficient tier and the effort that meets the work, not the strongest of either.
  • Effort is deliberation budget, not capability and not answer length. Never raise it to buy capability — that is the tier's job.
  • No routing authority. This skill recommends two coordinates; the user, harness, or executor decides what runs and sets the actual level.
  • Do not name concrete model products, vendors, or versions in durable mechanism text.
  • Risk beats size: a one-file high-risk change can want
    frontier
    ; a broad mechanical rename can stay
    fast
    +
    thorough
    when verification is complete.
  • Verification is separate. A stronger tier or a higher effort never replaces tests, review, command output, manual QA, or other proof surface.
  • Do not execute the task being sized, change configuration, call another model, or alter provider settings.
  • Do not override an explicit user tier or effort choice. Report the mismatch if one is visible.
  • 仅预估运行的认知成本,不涉及其他内容。两个维度是「使用哪类模型」(能力层级)和「思考深度」(推理强度)。编排维度——上下文预算、分支宽度、工具权限范围——属于其他范畴,不在此工具的处理范围内;共享本次风险评估结果并不涉及这些维度。
  • 仅使用中立语言:层级为
    fast
    /
    standard
    /
    frontier
    ;强度为
    glance
    /
    measured
    /
    thorough
    /
    exhaustive
    ,每个术语代表一种意图,对应实际模型等级阶梯上的位置——最低、默认、高于默认、最高——而非特定厂商的等级。
  • 当转化为实际设置时,推理强度绑定的是位置而非具体等级:如果模型没有中间等级,则映射到最近的可用等级,确保意图始终对应实际存在的设置,不会超出范围。
  • 默认选择成本最低且足够的层级,以及满足任务需求的推理强度,而非最强的层级或最高的强度。
  • 推理强度是思考预算,而非能力或答案长度。绝不能通过提高强度来获取能力——这是能力层级的职责。
  • 无路由权限。本工具仅提供两个维度的建议;用户、管理工具或执行者决定运行内容并设置实际等级。
  • 在持久机制文本中不得提及具体的模型产品、厂商或版本。
  • 风险优先于规模:单个文件的高风险变更可能需要
    frontier
    层级;范围广泛的机械性重命名在验证完成后可以保持
    fast
    +
    thorough
  • 验证是独立的。更强的层级或更高的强度永远无法替代测试、审查、命令输出、人工QA或其他验证依据。
  • 不得执行待预估的任务、更改配置、调用其他模型或修改提供商设置。
  • 不得覆盖用户明确指定的层级或强度选择。如果存在不匹配情况,需报告该差异。

Output

输出

text
recommended_tier: fast|standard|frontier
recommended_effort: glance|measured|thorough|exhaustive
rationale: <one sentence, covering both dials>
move_up_if: <signals that would justify a stronger tier or higher effort>
move_down_if: <signals that would justify a cheaper tier or lower effort>
proof_surface: <verification still required, independent of tier and effort>
text
recommended_tier: fast|standard|frontier
recommended_effort: glance|measured|thorough|exhaustive
rationale: <一句话,涵盖两个维度>
move_up_if: <证明需要更强层级或更高强度的信号>
move_down_if: <证明需要更低成本层级或更低强度的信号>
proof_surface: <无论层级和强度如何,仍需进行的验证工作>

Verification

验证

Before finishing, confirm the report:
  • names exactly one tier (
    fast
    /
    standard
    /
    frontier
    ) and one effort (
    glance
    /
    measured
    /
    thorough
    /
    exhaustive
    );
  • states the cheapest sufficient tier and the effort that meets the work, not the strongest of either;
  • gives move-up and move-down triggers covering both dials;
  • names the proof surface;
  • makes no routing, switching, provider, vendor, product, version, or concrete-level claim, and names no orchestration dial beyond the two cognitive-spend ones.
完成报告前,确认报告:
  • 明确指定一个层级(
    fast
    /
    standard
    /
    frontier
    )和一个强度(
    glance
    /
    measured
    /
    thorough
    /
    exhaustive
    );
  • 选择的是成本最低且足够的层级,以及满足任务需求的推理强度,而非最强的层级或最高的强度;
  • 给出涵盖两个维度的升级和降级触发条件;
  • 指定验证依据;
  • 未提及路由、切换、提供商、厂商、产品、版本或具体等级的声明,且未涉及除两个认知成本维度外的编排维度。