Dynamic contextual activation
Activate only the context or capability subset relevant to the current task rather than loading every possible user or system state.
Section 08 of 13 · Optimization candidates
Cost-Side Hypotheses
Persistent context and routing can potentially reduce repeated work at inference time. This section separates the mechanisms from the benchmark results that Phase 3 would need to establish.
Phase-separatedCompanion to 21-slot AnatomyDesign argument · not independent validation
Framework reading
What this section contributes
This section keeps the argument narrow: mechanisms are separated from phase, maturity, evidence type and independent validation.
Output-first / reverse-prompting logic
Begin from the required output structure and route backward toward the minimum context and reasoning path needed for that output.
Stable-context caching
Some stable, permitted context may be cached or referenced rather than reconstructed in every prompt. Cache invalidation and consent scope remain critical.
User/context mapping
A structured map can reduce repeated interpretation of known context, but only if its confidence, freshness and purpose are explicit.
Safety as routing
Known high-risk patterns can be routed through bounded safety behavior, but real latency, false-positive and cost effects require benchmark replication.
What this section claims
- These are architecture-level optimization candidates.
- Each mechanism can be benchmarked independently before portfolio-level conclusions are made.
What it does not claim
- No billion-dollar savings claim is made.
- No 20–80% compute or prompt-reduction claim is treated as externally validated.
- The section does not claim that persistent context always lowers total cost.
Review discipline
Keep provenance, maturity and validation separate.
Phase 1 provides team-built product and market context. Phase 2 contains the bounded solo AI-native formation work. Phase 3 is where independent technical, legal/IP, compliance, pilot and commercial review decides what survives professional diligence.