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bosskuai-cost-optimization

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UpdatedMay 4, 2026 at 02:21

Use this for cloud/server/API/model cost control, token budgets, queue sizing, storage costs, vendor spend, and unit economics.

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fikrimastor

fikrimastor/Bossku-AI

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Related occupationsSOC

Based on SOC occupation classification

Software DevelopersComputer and Mathematical Occupations·SOC 15-1252

SKILL.md

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name	bosskuai-cost-optimization
description	Use this for cloud/server/API/model cost control, token budgets, queue sizing, storage costs, vendor spend, and unit economics.

Bosskuai Cost Optimization

Use this for cloud/server/API/model cost control, token budgets, queue sizing, storage costs, vendor spend, and unit economics.

Fast Path

Measure before optimizing: request volume, token usage, queue duration, DB load, storage, vendor API calls.
Separate product quality modes: cheap default, frontier escalation, batch/offline jobs.
Cache only safe, scoped, invalidatable data.
Track cost per active user, per job, per lead, or per successful transaction.

Default Checks

Measure before optimizing: request volume, token usage, queue duration, DB load, storage, vendor API calls.
Separate product quality modes: cheap default, frontier escalation, batch/offline jobs.
Cache only safe, scoped, invalidatable data.
Track cost per active user, per job, per lead, or per successful transaction.
Never reduce cost by weakening security, audit, or critical correctness.

When To Open The Playbook

Open ../../references/playbooks/bosskuai-cost-optimization-playbook.md only when the task needs detailed workflow, implementation examples, or release-grade depth.

Output Quality

Start with the verdict or action.
Separate confirmed facts, assumptions, and risks.
Include exact files, commands, tests, metrics, or rollback triggers when relevant.
Do not claim legal, security, or cost certainty without evidence.

References

../../references/playbooks/bosskuai-cost-optimization-playbook.md
../../references/checklists/cost-optimization-checklist.md
Track LLM cost separately from general API cost when model usage is material.

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name	bosskuai-cost-optimization
description	Use this for cloud/server/API/model cost control, token budgets, queue sizing, storage costs, vendor spend, and unit economics.

Bosskuai Cost Optimization

Use this for cloud/server/API/model cost control, token budgets, queue sizing, storage costs, vendor spend, and unit economics.

Fast Path

Measure before optimizing: request volume, token usage, queue duration, DB load, storage, vendor API calls.
Separate product quality modes: cheap default, frontier escalation, batch/offline jobs.
Cache only safe, scoped, invalidatable data.
Track cost per active user, per job, per lead, or per successful transaction.

Default Checks

Measure before optimizing: request volume, token usage, queue duration, DB load, storage, vendor API calls.
Separate product quality modes: cheap default, frontier escalation, batch/offline jobs.
Cache only safe, scoped, invalidatable data.
Track cost per active user, per job, per lead, or per successful transaction.
Never reduce cost by weakening security, audit, or critical correctness.

When To Open The Playbook

Open ../../references/playbooks/bosskuai-cost-optimization-playbook.md only when the task needs detailed workflow, implementation examples, or release-grade depth.

Output Quality

Start with the verdict or action.
Separate confirmed facts, assumptions, and risks.
Include exact files, commands, tests, metrics, or rollback triggers when relevant.
Do not claim legal, security, or cost certainty without evidence.

References

../../references/playbooks/bosskuai-cost-optimization-playbook.md
../../references/checklists/cost-optimization-checklist.md
Track LLM cost separately from general API cost when model usage is material.