Xiga xigaHagaha xiga
Fault Tolerance and GPU Failures at Scale
Farsamo
Tilmaamaha aasaasiga ah
Hababka Fashilka AI
An AI failure mode is a repeatable way a system can produce an unacceptable result.
Dhageyso hagahanAI-waa laga sheekeeyay · ~2 min
Boggaan2 daqiiqo akhri
Dulmar
Examples include unsupported claims, missed cases, data leakage, unsafe tool actions, and failures under changed inputs. Classifying failure modes helps teams test and address causes rather than treating every mistake as the same problem.
Qaadashada furaha
- Describe triggers and consequences precisely.
- Separate model, data, and workflow failures.
- Match mitigations to the observed cause.
quusid qoto dheer
Begin with the intended behavior and its boundaries. A wrong category, an invented citation, and a duplicated payment request require different responses. Record the trigger, observed result, affected component, and practical consequence for each failure. Distinguish model errors from system errors. A model may correctly interpret a request while a tool executes with the wrong account, a stale document supplies outdated policy, or a retry repeats a completed operation. End-to-end verification is essential when an output can change external state. Test ordinary variability and deliberate misuse separately. Formatting changes, dialects, missing data, long documents, and conflicting instructions can expose weaknesses without an adversary. Security tests add cases where an attacker tries to redirect behavior or access information. Choose controls matched to the cause: input contracts, evidence checks, permission limits, transaction identifiers, abstention, or human review. Keep failed cases for regression testing and record residual uncertainty. A mitigation that catches one example should not be described as eliminating an entire class of failures.
04Tusaale la shaqeeyay
Separate execution from a success claim
Imagine an assistant saying that a file was saved after its storage tool timed out.
Inspect the destination to determine whether a file exists and whether its contents match the request.
If the outcome is unknown, report that state and use a safe reconciliation step before retrying. Add the timeout case to the regression suite.
Maxay ku tusaysaa
This hypothetical example tests observable completion rather than the assistant’s description of it.
Dhaqangelinta Adduunka-dhabta ah
Test that retries do not repeat an already completed action.
Check whether a summarizer preserves negation and uncertainty.
Ku dhaqangelinta
Maxay muhiim u tahay
- Go'aamo cad. Waxay kaa caawinaysaa inaad kala saartid sheegashooyinka farsamada cad iyo luqadda suuq-geynta.
- Qiimaha iyo miisaaniyada. Waxaad waydiin kartaa su'aalo fulineed oo wanaagsan ka hor inta aadan lacag ama waqti bixin.
- Kooxda iyo socodka shaqada. Kooxaha fahamka la wadaago waxay sameeyaan wax soo saar, siyaasad, iyo go'aano waxbarasho oo wanaagsan.
Iska ilaali
- Kooxo kala duwan ayaa laga yaabaa inay isla erey u isticmaalaan si kala duwan, marka hore u qeex baaxadda.
- Tilmaamaha ayaa u ekaan kara kuwo xooggan halka waxqabadka dhabta ah ee dunidu aanu sinnayn.
- In la iska indho tiro tayada xogta iyo qorshayaasha qiimayntu waxay inta badan abuurtaa natiijooyin jilicsan.
Tallaabooyinka xiga
- Ka bilow qeexidda luqadda cad ee natiijada aad u baahan tahay.
- Dooro hal cabbir guusha iyo hal xaalad guuldarro ka hor tijaabada.
- Ku orod duuliye yar oo wata xogta matale, ee ma aha bandhig muuqaal ah.
- Dukumeenti halka Hababka Fashilka AI ay ku caawiyaan iyo halka hababka fudud ay ka fiican yihiin.
Ilaha iyo akhrin dheeraad ah
Sii wad Sahaminta
Warqad bilaash ah
Hel warbixinta maalinlaha ah ee AI
Saddex sheeko oo la xaqiijiyay oo AI ah maalin kasta oo shaqo ah, oo lagu qoray Ingiriis fudud. Bilaash had iyo jeer, aan xayaysiis lahayn.
Hal iimayl maalin kasta oo shaqo ah. Ka bax hal gujin. Marna ma iibinno ama ma wadaagno ciwaankaaga.
Is tijaabi
Take the AI Failure Modes quiz
Fikrad degdeg ah oo ku saabsan jawaab kasta, iyo shahaado la wadaajin karo oo leh aqoonsi la xaqiijin karo markaad ka gudubto koorso.
Taageer waxbarashada AI bilaashka ah. AI Understanding waa 501(c)(3) aan faa'iido doon ahayn — xayaysiis la'aan, albaab lacag ah ma jiro, had iyo jeer. Samee deeq
Su'aalaha soo noqnoqda
Does fixing one failed example prove the failure mode is eliminated?
No. Test meaningful variations and the underlying cause. A single successful replay is limited evidence.
Sii wad waxbarashada
Tilmaamaha la xidhiidha
Tilmaamayaal badan ayaa loo doortay mawduucan