model-resolver-local-mixed

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Local mixed-tier model resolver — fast:7b, balanced:32b, deep:opus

MILL5 By MILL5 schedule Updated 6/10/2026

name: model-resolver-local-mixed description: Local mixed-tier model resolver — fast:7b, balanced:32b, deep:opus

Local Mixed-Tier Model Resolver

Contract

Input Descriptor (via orchestrator context):

{
  "role": "string (architect, implementer, reviewer, test)",
  "step": "string (1a, 1b, 2, 2.1, 2.2, 3, 3.5, 5)",
  "complexity": "string (low, moderate, high, novel)",
  "brief_size_chars": "integer",
  "files_in_scope": "integer",
  "is_retry": "boolean",
  "is_escalation": "boolean",
  "is_cross_cutting": "boolean",
  "stack": "string"
}

Output:

{
  "model": "string (qwen2.5-coder:7b | qwen2.5-coder:32b | opus)",
  "tier_label": "string (fast, balanced, deep)",
  "tier_collapse": "boolean (false)",
  "rationale": "string"
}

Decision Rules

Tasks are routed to distinct local and cloud models based on tier:

Fast (fast-tier):

  • Assignee: implementer, test-architect
  • Tasks: single-file, mechanical, fully-specified (<150 lines)
  • Model: qwen2.5-coder:7b

Balanced (balanced-tier):

  • Assignee: architect (1a, 1b), reviewer, bug-fix implementer
  • Tasks: multi-file, design decisions, moderate reasoning
  • Model: qwen2.5-coder:32b

Deep (deep-tier):

  • Assignee: architect (1b novel), cross-cutting
  • Tasks: novel algorithms, security-critical design
  • Model: opus
  • Note: deep/high-complexity work is expected to be routed to the cloud resolver by policy; this branch is the cloud-fallback safety net (resolves directly to the cloud escalation model).

When is_escalation: true or is_retry: true applies, fast tasks bump to qwen2.5-coder:32b, balanced tasks stay on qwen2.5-coder:32b, and deep tasks resolve directly to opus — no sentinel value is emitted.

Tier Collapse

tier_collapse: false for every task. Fast tasks run on the 7b model for throughput; balanced tasks run on the 32b model for reasoning quality; deep tasks resolve directly to the cloud model (opus) without emitting a sentinel. This resolver trades operational simplicity for tier-appropriate cost and quality.

Pricing

This resolver advertises pricing as null; token-analysis MUST skip cost computation and report only call counts and escalation rates when this resolver is active.

Install via CLI
npx skills add https://github.com/MILL5/agentic-dev-pipeline --skill model-resolver-local-mixed
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