REDREAMER Cognitive AICognitive AI
FAILURE MODES • TAXONOMIE • DIAGNOSTIC FAILURE MODES • TAXONOMY • DIAGNOSIS

Analyse des modes d’échecFailure Mode Analysis

Identifier, nommer, et prioriser les erreurs : pour corriger vite et éviter les “patchs” aléatoires. Identify, name, and prioritize errors — so you fix fast and avoid random patching.

DeliverableDeliverable

Taxonomie + exemples + top failure modes + recommandations.Taxonomy + examples + top failure modes + recommendations.

PatternsPatterns

Fausses prémisses, confusion d’intention, sur‑abstraction, tool misuse.False premises, intent confusion, over-abstraction, tool misuse.

MethodMethod

Scénarios ciblés + analyse qualitative + scoring simple.Targeted scenarios + qualitative analysis + simple scoring.

Parler d’un besoinDiscuss a need Toutes les expertisesAll expertise

Exemples de modes d’échecCommon failure modes

False premise propagationFalse premise propagation

le modèle accepte une hypothèse fausse.model accepts a wrong assumption.

Intent misclassificationIntent misclassification

la réponse n’attaque pas le vrai besoin.answer misses the actual need.

OverconfidenceOverconfidence

ton assuré sans preuve.confident without evidence.

Tool misuseTool misuse

outil choisi/séquencé sans vérification.wrong tool/sequence without verification.

ContactContact RetourBack

Keywords visésTarget keywords

LLM failure mode analysisLLM failure mode analysis

LLM reliability diagnosticsLLM reliability diagnostics

error taxonomy LLMerror taxonomy LLM

intent misclassificationintent misclassification

ContactContact RetourBack

FAQFAQ

Questions fréquentes — formulées comme des requêtes Google. Common questions — phrased like Google queries.

Qu’est‑ce que failure-mode analysis?What is failure-mode analysis?
A structured approach to catalog recurring errors, diagnose causes, and prioritize fixes based on impact and frequency.A structured approach to catalog recurring errors, diagnose causes, and prioritize fixes based on impact and frequency.
Est‑ce que vous provide examples?Do you provide examples?
Yes: representative examples + counterexamples and clear labeling guidance.Yes: representative examples + counterexamples and clear labeling guidance.
How does it connect to training?How does it connect to training?
Failure modes inform scenario design, rubric criteria, and targeted data improvements.Failure modes inform scenario design, rubric criteria, and targeted data improvements.