model-profile-resolution

SkillAI & models

This skill lets your AI choose the right model for each part of a job, weighing cost against quality. When a job starts, it settles on a model profile (quality, balanced, or budget) and assigns each agent a model that fits its role. That way demanding work can run on stronger models while routine steps cost less.

Available today. Use it from your connected AI after setup.

After adding it, start a job as usual and a model profile will be resolved at the beginning, with each agent mapped to a model. Try the quality, balanced, and budget profiles to find the cost and quality mix that works for you.

Then ask your AI: use the model-profile-resolution skill

What your AI can do with it

  • Choose a quality, balanced, or budget model profile at the start of each job
  • Assign each agent a specific model suited to its role
  • Balance cost against quality when picking models
  • Match each task to a model that fits its needs

What this skill tells your AI

The instructions your AI receives, as published by a5c-ai/babysitter in library/methodologies/gsd/skills/model-profile-resolution/SKILL.md and read by ahel’s review.

  • 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)

Signals

GitHub stars
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Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
model-profile-resolution
Source
github.com/a5c-ai/babysitter