Agent control plane benchmark: Smalltalk-80 cascades hit 100% compliance vs 2.5% for Gherkin

RandalSchwartz · reddit · 2026-11-03

A dev recounts how their AI agent control plane accumulated five internal notations (Make, init-d, Graphviz DOT, Gherkin, Belnap tables) across 240+ agent tickets, then replaced all five with 1980 Xerox PARC Smalltalk-80 keyword cascades.

In a 360-trial benchmark under 16k tokens of distractor load:

The key insight: keyword selectors like state:invariant:onSuccess:onFailure: syntactically require every colon component, so omitting the sad path triggers an immediate compile-time MessageNotUnderstood error — deterministic grammar enforcing LLM output completeness beats fuzzy notations.

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