HAGAHA Farsamada
Aragtida AI
U fiirsashada AI waxay isticmaashaa cabbirro iyo diiwaanno si ay u fahmaan sida codsiga AI u dhaqmo.
Dhageyso hagahanAI-waa laga sheekeeyay · ~2 min
Boggaan2 daqiiqo akhri
Dulmar
It connects requests with retrieval, model calls, tools, and final outcomes. The aim is to investigate real behavior without treating a generated explanation as a reliable trace of internal computation.
Qaadashada furaha
- Connect metrics, traces, and events.
- Measure task outcomes as well as uptime.
- Minimize and protect logged content.
quusid qoto dheer
Use complementary signals. Metrics show patterns such as latency, error rate, and resource use. Traces connect stages of a request. Logs describe events that help explain failures or decisions. Stable request and version identifiers make these signals more useful together. Add task-level measurements where possible. A technically successful model call can still return unsupported information or fail to complete the requested action. Track evidence coverage, validation failures, escalations, and verified outcomes alongside transport health. Protect sensitive content in telemetry. Recording every prompt and response can create a new private-data store. Collect the minimum needed for the diagnostic purpose, apply access and retention controls, and prefer redacted or aggregate information where it serves the same need. Make alerts actionable. Identify the owner, relevant threshold, diagnostic context, and recovery procedure. Avoid pages of noisy events that never lead to a decision. Test that a deliberately induced failure appears in the expected signal and that an operator can trace it to the affected release.
04Tusaale la shaqeeyay
Connect a symptom to a dependency
Imagine users reporting slow answers while model-generation time remains unchanged.
A request trace shows that document retrieval rose from 100 ms to 2 seconds after an index change.
Investigate that dependency and confirm recovery with fresh traces rather than replacing the model without evidence.
Maxay ku tusaysaa
The invented timings demonstrate the value of connected measurements.
Dhaqangelinta Adduunka-dhabta ah
Trace an answer through retrieval and model generation to identify the slow stage.
Correlate validation errors with a particular prompt or model version.
Ku dhaqangelinta
Maxay muhiim u tahay
- Qiimaha iyo miisaaniyada. Go'aamada qaab-dhismeedku waxay horseedaan waxqabadka iyo kharashka hawlgalka sannadaha.
- Go'aamo cad. Waxbarashada farsamada waxay ka caawisaa kooxaha inay doortaan xidhmo sax ah, ma aha oo kaliya kan ugu cusub.
- Xakamaynta tayada. Doorashooyinka injineernimada ee wanaagsan waxay yareeyaan shilalka la isku halleyn karo ee wax soo saarka.
Iska ilaali
- Hagaajinta hal bartilmaameed waxay qarin kartaa daciifnimada nidaamka ballaaran.
- Kaabayaasha dhaqaalaha iyo dayactirka inta badan waa la dhayalsadaa.
- Nabadgelyada iyo daldaloolada u fiirsashada ayaa kori kara marka nidaamyadu noqdaan kuwo aad u adag.
Tallaabooyinka xiga
- Qeex daahida, tayada, iyo bartilmaameedyada qiimaha ka hor inta aan la hirgelin.
- Benchmark marka la eego culeyska dhabta ah iyo xaaladaha xogta.
- La socodka qalabka khaladaadka, leexashada, iyo saamaynta isticmaalaha.
- U diyaari dib-u-noqoshada iyo dariiqyada jawaab-celinta dhacdada ka hor inta aanad miisaan.
Ilaha iyo akhrin dheeraad ah
- OpenTelemetryObservability signals
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 Observability 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
Should I log every prompt for observability?
Not automatically. Determine the diagnostic need and privacy implications, then use appropriate minimization, access, and retention controls.
Sii wad waxbarashada
Tilmaamaha la xidhiidha
Tilmaamayaal badan ayaa loo doortay mawduucan