resource-efficiency-spans-footprint-through-budgets
OUT derived (depth 3)
The system achieves resource efficiency from the broadest to the narrowest scope: zero external dependencies and lazy module loading minimize the static footprint at packaging and startup, while efficient O(1) budget tracking with approximate token estimation constrains resource consumption during both compact distillation and derive belief allocation at runtime.
Summary
The system stays lightweight from install time through runtime by avoiding external dependencies, loading modules only when needed, and tracking token budgets with cheap constant-time operations. This means resource management never becomes a bottleneck at any stage, whether packaging, starting up, or actively processing beliefs.
Justifications
SL — Connects orphaned depth-2 budget-enforcement belief with static-phase resource minimality into a unified lifecycle resource-efficiency claim
Antecedents (all must be IN):
- system-resource-footprint-is-minimal-at-all-phases — The system achieves minimal resource footprint across all lifecycle phases: zero external dependencies at both packaging and implementation levels eliminate installation overhead and version conflicts, while lazy module imports in both API and CLI layers defer heavy computation until actually needed — minimizing deployment complexity, startup time, and memory consumption simultaneously.
- budget-enforcement-is-efficient-across-pipeline — All budget-constrained operations — compact output distillation and derive belief allocation — achieve computationally efficient tracking with representation-safe minimum bounds, ensuring budget enforcement never becomes a performance bottleneck.