The new handshake for analysis is a binary choice: Shape vs. Explicit.

​🔷 The Shape (Free): Surface-level telemetry for those with the expertise to interpret the diagnostic from the architecture alone.

​🔶 The Explicit (1 Token): Deep-stack data injection. No ambiguity. For those requiring the "Great Spear" of concurrency and definitive validation.

​#SystemsArchitecture #RiskAnalysis #TechUpdate #Data