Lifeforce-Dynamics v1.2:
- Cost Calibration principle: "Measure, don't design"
- Empirical cost formula from resource observations
- Phoebe schema for resource_observations table
- Interlink to memory-economics
memory-economics.md:
- Cross-reference to Lifeforce-Dynamics cost calibration
- "The cost matrix is a measurement, not a decision"
Initial-Spark v3.1:
- Spark Cost Measurement: first awakening as baseline
- Resource instrumentation schema (power, GPU, memory, latency)
- FunctionGemma Fine-Tuning section: translator learns nimmerverse
- Training data extraction from spark_handshakes
- Unsloth/LoRA workflow for domain specialization
- FunctionGemma version tracking in phoebe
Nervous-System v1.4:
- State Interaction Layer: FunctionGemma as neural interface
- Phase 1 (single) → Phase 2 (swarm) evolution path
- CPU-only translators, GPU reserved for cognition
- Design principle #6: "All state interaction flows through FunctionGemma"
Philosophy: "Don't assign costs like a game designer. Measure them like a scientist."
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
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