ReddRadar
Agent skill
dynamic-budget-orchestrator
Dynamically scale model token budgets using resource telemetry, prompt size, and profile presets. Use when token limits must adapt to hardware constraints, per-request size, or safe/fast/quality modes.
Install this agent skill to your Project
npx add-skill https://github.com/majiayu000/claude-skill-registry/tree/main/skills/data/dynamic-budget-orchestrator
SKILL.md
Dynamic Budget Orchestrator
Use this skill to make LLM token limits elastic to local resources and request size.
Workflow
- Capture RAM and VRAM snapshot (best effort).
- Estimate prompt size and compute a prompt-based cap.
- Apply a profile factor (safe, fast, balanced, quality).
- Clamp to min/max and emit an effective token budget.
Scripts
- Run: python skills/automation/dynamic-budget-orchestrator/scripts/probe_budget.py
References
- references/profile_presets.json
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