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dynamic-budget-orchestrator

@Cloudhabil/AGI-Server
0
0

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 Skill

1Download skill
2Enable skills in Claude

Open claude.ai/settings/capabilities and find the "Skills" section

3Upload to Claude

Click "Upload skill" and select the downloaded ZIP file

Note: Please verify skill by going through its instructions before using it.

SKILL.md

name dynamic-budget-orchestrator
description 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.

Dynamic Budget Orchestrator

Use this skill to make LLM token limits elastic to local resources and request size.

Workflow

  1. Capture RAM and VRAM snapshot (best effort).
  2. Estimate prompt size and compute a prompt-based cap.
  3. Apply a profile factor (safe, fast, balanced, quality).
  4. 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