跳到正文
cccskills
免费在 GitHub 公开

model-profile-resolution

Resolve model profile (quality/balanced/budget) at orchestration start and map agents to specific models. Enables cost/quality tradeoffs by selecting appropriate AI models for each agent role.

中文简介正在准备中。当前显示原文说明。

查看安装方法

包含的文件(2)

  • SKILL.md7.1 KB
  • README.md1.6 KB

SKILL.md(原文)

安装前可以查看交给 AI 代理的指令内容。

  • balanced: Mix of high and mid-tier models. Good quality at moderate cost. Default profile.
  • budget: Cheapest viable models for all agents. Acceptable quality at minimum cost.

The active profile is stored in .planning/config.json under the profile field, or can be overridden with the --profile flag.

Capabilities

1. Read Active Profile

Load the current profile from configuration:

// .planning/config.json
{
  "profile": "balanced",
  ...
}

If no profile is set, default to balanced.

2. Profile Definitions

Each profile maps agent roles to specific models:

quality:
  orchestrator: claude-opus-4-6
  gsd-planner: claude-opus-4-6
  gsd-executor: claude-opus-4-6
  gsd-verifier: claude-opus-4-6
  gsd-plan-checker: claude-opus-4-6
  gsd-phase-researcher: claude-opus-4-6
  gsd-project-researcher: claude-opus-4-6
  gsd-research-synthesizer: claude-opus-4-6
  gsd-roadmapper: claude-opus-4-6
  gsd-codebase-mapper: claude-opus-4-6
  gsd-debugger: claude-opus-4-6
  gsd-integration-checker: claude-opus-4-6

balanced:
  orchestrator: claude-opus-4-6
  gsd-planner: claude-sonnet-4
  gsd-executor: claude-sonnet-4
  gsd-verifier: claude-sonnet-4
  gsd-plan-checker: claude-sonnet-4
  gsd-phase-researcher: claude-sonnet-4
  gsd-project-researcher: claude-sonnet-4
  gsd-research-synthesizer: claude-sonnet-4
  gsd-roadmapper: claude-sonnet-4
  gsd-codebase-mapper: claude-sonnet-4
  gsd-debugger: claude-sonnet-4
  gsd-integration-checker: claude-sonnet-4

budget:
  orchestrator: claude-sonnet-4
  gsd-planner: claude-haiku-4
  gsd-executor: claude-haiku-4
  gsd-verifier: claude-haiku-4
  gsd-plan-checker: claude-haiku-4
  gsd-phase-researcher: claude-sonnet-4
  gsd-project-researcher: claude-haiku-4
  gsd-research-synthesizer: claude-haiku-4
  gsd-roadmapper: claude-haiku-4
  gsd-codebase-mapper: claude-haiku-4
  gsd-debugger: claude-sonnet-4
  gsd-integration-checker: claude-haiku-4

Note: Budget profile uses Sonnet for research and debugging where quality matters most.

3. Per-Agent Model Mapping

Resolve the model for a specific agent:

resolve(agent: "gsd-executor", profile: "balanced")
-> { model: "claude-sonnet-4", profile: "balanced" }

resolve(agent: "gsd-planner", profile: "quality")
-> { model: "claude-opus-4-6", profile: "quality" }

4. Profile Switching

Switch profiles at runtime:

// Before
{ "profile": "balanced" }

// After set-profile quality
{ "profile": "quality" }

Profile switches take effect on the next agent spawn. Already-running agents are not affected.

5. Model Capability Validation

Ensure selected model supports required agent features:

Validate gsd-executor needs:
  [PASS] Code generation: all models support
  [PASS] Tool use: all models support
  [PASS] Long context: all models support 200k
  [PASS] Structured output: all models support

Validate gsd-debugger needs:
  [PASS] Code analysis: all models support
  [PASS] Reasoning: opus-4-6 > sonnet-4 > haiku-4
  [WARN] Complex debugging may benefit from quality profile

6. Cost Estimation

Estimate cost per profile for a workflow:

Workflow: execute-phase (Phase 72, 2 plans, 7 tasks)
  Agent spawns: 2 executor + 1 verifier = 3 agents
  Estimated tokens per agent: ~50,000 input + ~20,000 output

  quality (opus-4-6 for all):
    Input:  3 * 50k * $0.015/1k = $2.25
    Output: 3 * 20k * $0.075/1k = $4.50
    Total: ~$6.75

  balanced (sonnet-4 for agents):
    Input:  3 * 50k * $0.003/1k = $0.45
    Output: 3 * 20k * $0.015/1k = $0.90
    Total: ~$1.35

  budget (haiku-4 for agents):
    Input:  3 * 50k * $0.00025/1k = $0.04
    Output: 3 * 20k * $0.00125/1k = $0.08
    Total: ~$0.12

Note: Cost estimates are approximate and based on typical token usage patterns.

Tool Use Instructions

Resolving Profile

  1. Use Read to load .planning/config.json
  2. Extract profile field (default to balanced if not set)
  3. Return profile name

Mapping Agent to Model

  1. Resolve active profile
  2. Look up agent name in profile mapping
  3. Return model identifier
  4. If agent not in mapping, use profile default

Switching Profile

  1. Use Read to load current config
  2. Validate new profile name (quality/balanced/budget)
  3. Update profile field
  4. Write updated config (handled by gsd-tools or direct edit)

Cost Estimation

  1. Accept workflow description (agent types and counts)
  2. Map agents to models via active profile
  3. Estimate token usage per agent
  4. Calculate cost based on model pricing
  5. Return cost breakdown

Process Integration

  • All agent-spawning processes call this skill at initialization:
    • new-project.js - Resolve models for 4+ parallel researchers
    • plan-phase.js - Resolve model for planner, plan-checker
    • execute-phase.js - Resolve model for executor, verifier
    • quick.js - Resolve model for planner, executor
    • debug.js - Resolve model for debugger
    • map-codebase.js - Resolve model for 4 parallel mappers
    • iterative-convergence.js - Resolve model per iteration

Output Format

{
  "operation": "resolve|switch|validate|estimate",
  "status": "success|error",
  "profile": "balanced",
  "mapping": {
    "agent": "gsd-executor",
    "model": "claude-sonnet-4"
  },
  "costEstimate": {
    "profile": "balanced",
    "agentCount": 3,
    "estimatedCost": "$1.35",
    "breakdown": {
      "input": "$0.45",
      "output": "$0.90"
    }
  }
}

Configuration

SettingDefaultDescription
profilebalancedActive model profile
customMappings{}Override specific agent-model mappings
costWarningThreshold10.00Warn if estimated workflow cost exceeds this

Error Handling

ErrorCauseResolution
Unknown profileProfile name not quality/balanced/budgetUse one of the three valid profiles
Unknown agentAgent name not in profile mappingUse profile default model
Config not found.planning/config.json missingUse default profile (balanced)
Model deprecatedMapped model no longer availableUpdate profile mapping to current model

Constraints

  • Only three built-in profiles: quality, balanced, budget
  • Profile changes take effect on next agent spawn only
  • Cost estimates are approximate (actual costs depend on token usage)
  • Custom agent-model overrides in config take precedence over profile defaults
  • Model availability depends on the runtime environment (Claude Code, OpenCode, etc.)
  • Budget profile still uses capable models for critical tasks (research, debugging)

评价

还没有评价。欢迎分享你的使用感受。

评论

无需登录即可发表。欢迎分享使用感受、提问,或说明在哪些环境下无法运行。

还没有评论。来写第一条吧。

提交后会立即公开。请勿填写邮箱、电话等个人信息。URL 最多 2 个。

0 / 1000 字

此表单受 reCAPTCHA 保护,适用 Google 的隐私权政策和服务条款。

同一仓库的技能

Provide implementations of advanced data structures

中文简介正在准备中。当前显示原文说明。

a5c-ai/babysitter18602026年9月17日 更新

Fresh adversarial code review with binary PASS/FAIL verdicts, evidence citations, and anchoring bias prevention via fresh reviewer spawning.

中文简介正在准备中。当前显示原文说明。

a5c-ai/babysitter18602026年9月17日 更新

WASM-based instant code transforms for simple tasks, achieving 352x speedup over LLM inference with zero cost.

中文简介正在准备中。当前显示原文说明。

a5c-ai/babysitter18602026年9月17日 更新

Coordinate Crew (persistent) and Polecat (transient) agents using Gas Town's hook-based work distribution and GUPP principle.

中文简介正在准备中。当前显示原文说明。

a5c-ai/babysitter18602026年9月17日 更新

Generate visual representations of algorithm execution

中文简介正在准备中。当前显示原文说明。

a5c-ai/babysitter18602026年9月17日 更新

Hierarchical coordination and drift detection with frequent checkpoints, shared memory coherence validation, role specialization enforcement, and short task cycles.

中文简介正在准备中。当前显示原文说明。

a5c-ai/babysitter18602026年9月17日 更新

查看 a5c-ai 的全部技能

报告此技能的问题