Fragility Discovery Engine v0.5.0 · AgenticOps · Hub

Operator Intelligence Shorthand (FDE)

Adapted from Chrysalis Intelligence Shorthand (IS-T5…T0): store verified procedures and oracles, not neural weights. Models may propose narration; goldens / CLI / certificates dispose. LLM output never enters World.step.

Tier ladder

TierFDE meaningLLM?
IS-T5Frozen golden / certificateNo
IS-T4Deterministic CLI / script recipeNo
IS-T3Skill capsule (verify-gated digest)No on hit
IS-T2Domain adapter (reserved)
IS-T1Prompt pack / optional prose over frozen JSONYes, post-hoc only
IS-T0General model (last resort)Yes, never in-sim

Selection rule: prefer the lowest tier that covers the task.

CLI

```bash

fragility shorthand list

fragility shorthand resolve validate-benchmarks

fragility shorthand resolve llm-prompt-bundle

fragility shorthand export --out artifacts/operator_shorthand/fde-shorthands.v1.json

```

Package

fragility_engine.shorthand — capsules registry + resolve_task.

Provenance note in export JSON credits Chrysalis IS design; this is a thin Python port of the protocol, not a dependency on @chrysalis/web-llm.

Coupled mega-institution

Fork capsules: coupled-validate, coupled-regenerate, coupled-worth-it — see forks/coupled_institution/CHARTER.md.