InayofuataMwongozo unaofuata
Fault Tolerance and GPU Failures at Scale
Kiufundi
MUONGOZO wa Misingi
Njia za Kushindwa za AI
An AI failure mode is a repeatable way a system can produce an unacceptable result.
Sikiliza mwongozo huuInaonyeshwa na AI · ~2 min
Katika ukurasa huudk 2 kusoma
Muhtasari
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.
Mambo muhimu ya kuchukua
- Describe triggers and consequences precisely.
- Separate model, data, and workflow failures.
- Match mitigations to the observed cause.
Dive ya kina
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 A model may correctly interpret a request while a tool executes with the wrong account, a stale document supplies outdated policy, or a retry repeats a completed operation.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.
04Mfano uliofanya kazi
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.
Nini inaonyesha
This hypothetical example tests observable completion rather than the assistant’s description of it.
Utekelezaji wa Ulimwengu Halisi
Test that retries do not repeat an already completed action.
Check whether a summarizer preserves negation and uncertainty.
Kuiweka katika vitendo
Kwa nini ni muhimu
- Maamuzi ya wazi zaidi. Inakusaidia kutenganisha madai ya wazi ya kiufundi kutoka kwa lugha ya uuzaji.
- Gharama na bajeti. Unaweza kuuliza maswali ya utekelezaji bora kabla ya kutumia pesa au wakati.
- Timu na mtiririko wa kazi. Timu zenye uelewa wa pamoja hufanya maamuzi bora ya bidhaa, sera na mafunzo.
Jihadharini na
- Timu tofauti zinaweza kutumia neno moja tofauti, kwa hivyo fafanua upeo mapema.
- Vigezo vinaweza kuonekana kuwa na nguvu ilhali utendakazi wa ulimwengu halisi haufanani.
- Kupuuza ubora wa data na mipango ya tathmini mara nyingi huleta matokeo tete.
Hatua zinazofuata
- Anza na ufafanuzi wa lugha rahisi wa matokeo unayohitaji.
- Chagua kipimo kimoja cha mafanikio na hali moja ya kutofaulu kabla ya kujaribu.
- Tekeleza majaribio madogo yenye data wakilishi, si seti ya onyesho iliyoboreshwa.
- Hati ambapo Njia za Kushindwa za AI husaidia na ambapo njia rahisi ni bora zaidi.
Vyanzo na kusoma zaidi
Endelea Kuchunguza
Jarida halali
Pata taarifa ya kila siku ya AI
Hadithi tatu za AI zilizothibitishwa kila asubuhi ya wiki, zimetengenezwa kwa Kiingereza rahisi. Bila malipo daima, hakuna matangazo.
Barua pepe moja kila siku ya wiki. Jiondoe kwa bonyeza moja. Hatutauza au kushiriki anwani yako.
Jijaribu mwenyewe
Take the AI Failure Modes quiz
Maoni ya haraka juu ya kila jibu, na cheti kinachoweza kushirikishwa na kitambulisho kinachoweza kuthibitishwa baada ya kupita kozi.
Changia elimu ya AI bila malipo. AI Understanding ni 501(c)(3) isiyo na faida — hakuna matangazo, hakuna kizuizi cha malipo, daima. Toa mchango
Maswali yanayoulizwa mara kwa mara
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.
Endelea kujifunza
Miongozo inayohusiana
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