Core framework for fluid interfaces to provide adaptive robust systems capability integration.
FLUID-WP-0005 T07. Primary metrics, guardrails, secondary observations and learning signals stay in separate roles, and there is no universal scalar: the standards decline to define one, and inventing one would make the interface's most important trade-offs on the operator's behalf. Three verdict rules carry the weight. A guardrail breach dominates primary success, because a candidate that hit its target while regressing a guardrail traded something it was told not to. Apparent success on too few samples is inconclusive rather than successful, since promoting on three requests is promoting on noise. A metric missing from one side is reported absent rather than defaulted to zero, which would read as a dramatic change that never happened. Specs are an input, never derived from the data, so that changing success criteria after seeing results requires a recorded amendment rather than being indistinguishable from normal operation. Co-Authored-By: Claude Opus 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014KmVxhJ35tCo7rE7UnLwWu Assistant: claude-code Assistant-Model: opus Assistant-Process: 1116572@bnt-lap001 Assistant-Session: 8ba9bb93-a72a-4883-b189-2499cce5c400 |
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| .github/workflows | ||
| cmd | ||
| conformance | ||
| docs/adr | ||
| history | ||
| internal | ||
| schemas | ||
| spec | ||
| tools/schemagen | ||
| workplans | ||
| .custodian-brief.md | ||
| .gitignore | ||
| AGENTS.md | ||
| go.mod | ||
| go.sum | ||
| INTENT.md | ||
| Makefile | ||
| README.md | ||
| SCOPE.md | ||
| WORK-RECORDS.md | ||
fluid-core
Core framework for fluid interfaces to provide adaptive robust systems capability integration.