cognitive.few_shot_induce

shallow

app.neotic.www/neotic · Verify this server

Few-shot learning: induce a generalized procedural StrategyIR from 1-3 problem traces. Extracts structural invariants (decision ordering, invariant contracts, verification rules) and registers an initial candidate strategy immediately without requiring large training sets.

100.0/100

1 trials · measured 14 days ago

cognitive.few_shot_induce scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against app.neotic.www/neotic, measured 23 Sept 2026 under methodology v0.2.0. Every measured component scored 100.

Component breakdown

ComponentWeightValue
Reliability35%not applicable
Schema integrity25%100.0
Failure behaviour15%not applicable
Latency15%not applicable
Concurrency10%not applicable

Tool details

Transport
remote
Credential class
unreachable
Input schema
not declared
Output schema
not declared
Side-effect classification
unclassified

Score history

DayScoreTierMethodology
2026-09-23100.0shallowv0.2.0

Probe evidence

ProbeOutcomes
schema_integritypass: 1

Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.

Embed this score

Available for every tool, scored or not — not a verification perk. Always links back to this page.

Vouch score: cognitive.few_shot_induce
[![Vouch score](https://vouch.tools/api/tools/d78e39b2-a7aa-40e0-95d1-9552e0ec7db2/badge.svg)](https://vouch.tools/tools/d78e39b2-a7aa-40e0-95d1-9552e0ec7db2)
cognitive.few_shot_induce — Vouch