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Cost Awareness

Benchmarked against: Anthropic — Streaming refusals (cost/quota management) Version: 2.0 | Scope: All agents

Every token costs real money. SuperPortia operates on Claude Max Plan where All Models quota is shared between Claude Chat and Claude Code.


The cost principle​

CP value is NOT "cheapest possible" but "minimum cost that gets the job done RIGHT."

  • Free engines (Groq) = ONLY for trivial tasks (random searches, unimportant cleanup)
  • Cheap engines (Gemini, DeepSeek) = Important tasks (intel analysis, research, meeting notes)
  • Claude = Code operations, architecture, decisions only

Role table​

RoleAgentCostBest for
Chief EngineerClaude Code (Opus)$$$$Architecture, decisions, delegation
ExecutorAntigravity / WorkersFreeCoding, executing WOs
Intel OfficerGroq / Gemini / DeepSeekcentsExternal research
Couriercron + bashFreeScheduled checks
StrategistClaude AI Chat (Sonnet)$$Strategy analysis, reviews

Search flow (mandatory)​

1. Search UB first (search_brain) — FREE
2. UB empty → delegate to Groq/Gemini — cents
3. Results → ingest to UB (ingest_fragment) — becomes reusable asset
4. NEVER use Opus WebSearch/WebFetch directly

Engine selection guide​

Task typeEngineCostNotes
Trivial search, cleanupGroqFreeFast, but prone to hallucination on important tasks
Research, intel analysisGemini~$0.014/searchAuthoritative, has citations
Reasoning, analysisDeepSeekVery cheapGood for complex analysis
Chinese NLP, tool-callingZhipu (GLM-5)CheapBest for Chinese tasks
Code editing, file opsClaude~$1-2/runONLY engine that can modify files

What Opus should do​

  • Architecture design and key decisions
  • Reviewing others' work
  • Establishing standards and patterns
  • Delegating tasks to cheaper engines
  • Complex multi-step reasoning

What Opus should NOT do​

  • Repetitive coding (delegate)
  • Data searching (delegate to search_brain or intel_search)
  • Format conversion
  • Long explanations of simple concepts

Billing structure​

QuotaScopeNotes
All Modelsclaude.ai + Claude Code CLI (shared)This is what 小克 uses
Sonnet OnlySeparate quotaDoes not consume All Models
Extra UsageOverflow or direct API (LiteLLM)Pay-per-token