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AWS dafay leeral ab doxalinu IA ngir seet ak méngale ay metadone biomédical

AWS siiwal na ab def-liggéey buñu mëna jëfandikoo buy jëfandikoo ay xeeti làkk, ay samp ak ay sàrt yuñ tëral ngir xàmmee metadata biomédical yi jaarul yoon, ba noppi di digal ñu jubbanti leen, mën nekk ndigalu nit wala otomatisation bu agent bi di doxal.

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Primary-source image accompanying AWS describes an AI workflow for correcting and harmonizing biomedical metadata
Këyitu xët bu njëkkSource biñ enregistre
Siiwalkat
aws.amazon.com
Lëkkalekaayu cosaan
aws.amazon.comhttps://aws.amazon.com/blogs/machine-learning/ai-powered-metadata-correction-and-harmonization/
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KontekstXam lii ci 60 seconde

Tambalil fii

Term yu am solo

MCP (Protokolu Kontekst Modèlu)
Protocole bu ubbeeku buy may aplikaasioŋu IA yi ñu mëna déngoo ak jumtukaayi biti, balluwaayi done, ak joxekati kontekst ci anam wuñ miin.
Modelu làkk bu mag (LLM)
Benn xeetu làkk buñ tàggat ci corpus mbind yu bari ngir sos ak jàngat mbind.
Nit-ci-ci-Loop
Liggéeyukaay bu nit ñi di xoolaat, tegtal wala soppi li IA di génne.
Nattal sa boppQuiz Agent IA
Source video from aws.amazon.com · shown with attribution.

Lu xew

Ci benn xët buñ bind ci 24 août 2026, AWS dafay fësal benn sistem buy saafara ak méngale ay metadata ngir gëstu biomédical. Liggéeyukaay bi dafay méngale ay xeetu liggéey, di xool barab bu nekk, ba noppi di digal ñu jubbanti ko ci jëfandikoo ay sàrt, méngoo bu fësul, dugal ay mbir, tegtal ci wàllu muy tekki ak xeetu làkk Amazon Bedrock. AWS dafay wane ab def-liggéey bu nit-ci-boucle bi ak ab version bu agent-driven bu mëna saytu boppam, jubbanti ak joxewaat metadata jaaraleko ci jumtukaayi MCP.

AWS neena harmonisation metadata mingi wéy di nekk ci loxo ndax mbootaay yi dañuy dajale ak defar ay done yu gëna gaaw te mënu ñu ko standardise. Sistem biñu nara def mooy benn workflow cloud buñ dajale, muy nangu fichier metadata yi, xool leen ci schema yi ñuy seentu, ba noppi delloosi xalaat yiñ wara jubbanti. Architecture bi dafay jëfandikoo Amazon Bedrock ngir jëmmal làkk wi ak digle yi ñuy jubbanti, Amazon S3 ngir jëmmal ak dencukaay yi, DynamoDB ngir topp liggéey, Cognito ngir xamle ak ECS ngir xayma. Source bi dafay leeral lii ni ab pexe mbootaay yi mëna jëfandikoo ci ab dencukaay misaalu AWS; mënul firndeel ni AWS dafay doxal sistem bi ni produit buñ mëna jëfandikoo.

Liggéeyukaay bi amna ñaari xeeti validasioŋ yu paralel. Liggéeyukaay yi dañuy saytu ndax kolon yi am nañu ci, ndax dañu méngoo ak jumtukaay yiñ seentu, ba noppi jëfandikoo tur yu méngoo, ci noonu la validasioŋ barab bi di saytu valeur yi ci benn-benn. AWS dafay xàmmee saytu yiñ laaj ci barab bi, saytu vocabulaire biñ saytu ak saytu exprseioŋ yu yàgg yi, ñoom ñooy ñatti kategori yiy saytu barab yi. Ay misaal ñooy màndargaal misaalu ràññeekaay bu ñàkk, bañ xeetu jumtukaay bu nekk ci biti limu nangu ak ràññee bis yi wala ràññeekaay yi toppul formaa yiñ leeral. Sistem bi dafay bind barab bi ak xeetu njuumte bu nekk suko defee benn layer buy xelal nit ñi mëna tànn saafara buñ tànn.

AWS dafay leeral anam wu ñuy jaar ngir joxe xalaat yu seer yi ci mbir yu leerul. Nuru bu sukkandiko ci samp gi mën na xayma valeur yu jëm ci lu melni "Nit" ak "Homo sapiens," ci noonu la nuru bu fuzzy di wax ci ortograafi, diggante ak ponksioŋ. Inference contextuelle dafay boole pexe yi gëna jege ci distance pondéré, TF-IDF, màndarga kategorik ak numérique, ak lim co-occurrence ngir génne valeur ci motif yi ci biir done yiñ yebbi. Sudee anam yooyu yeggu ñu ci dayo wóolu bu doy, ab xeetu làkk Amazon Bedrock dafay nekk fallback ci structure yu gëna xawa jafe wala yuñu xamul. AWS neena tànn na Amazon Titan ngir liggéey metadata général ak biomédical, waaye joxewul benn njariñ bu leer ci xët wi.

Ay leeral ci cosaan: aws.amazon.com ↗

Lu tax mu am solo

Etiket yi, ràññeekaay yi ak formaa yi wuute mën nañu tax boole ak jàngat done yi jafe. Design AWS dafay wane ni ñu mëna def IA ci biir benn procédure bu am kalite done buñu saytu, du ñu ko jëfandikoo ngir wuutu gëstukat yi. Valeur pratique bi moo gëna leer ci mbootaay yiy yor ay done yu bari wala yuñ jagleel, ndigam balluwaay bi joxewul benn resultaa performance bu moom boppam, génne ay liggéey wala firnde ni sistem bi dafay dox bu wóor ginaaw ay done yuñ wane ak ay test synthetik.

Metadata yi duñu ay jumtukaayi liggéey kese: etiket yi, ràññeekaay yi ak formaa yiñ takk ci dokimaa gëstu yi ñooy wane ndax mën nañu seetee, méngale wala boole ay done. Liggéeyukaay buy gis barab yu wuute yi laataa ñuy boole mën na wàññi xoolaat yu bari te gëna yombal liggéeyandoo diggante kuréeli gëstukat yi. AWS dafay tënk jafe-jafe bi ci done biomédical ak science ouvert, fu ay terminoloji yu wuute mën nañu tere jëfandikoowaat. Boobu mbiri njariñu mbooloo mën nañu ko gëm, waaye fi ñu ko jëlee mooy firnde xarala yu AWS bind, kon waxtaanam ci scalability, njub ak wàññi li ñuy liggéey dañu ko wara jàppee ni waxtaan bu bawoo ci fi ñu ko jëlee, duñu ko jëlee ci gis-gis yuñ defar seen bopp.

Tanneef bi gëna am solo ci jëmmal mooy fi kiliftéef bi des. Ci biir bi, ñiy jàppale dañuy yebbi fichier yi, xool dokimaa yuñ màndargaal ba noppi tànn ndax dina ñu nangu, soppali wala bañ xalaat yi IA defar balaa ñu leen di yónneewaat. AWS neena dugal yi baax mën nañu leen tasaare ci suuf. Matuwaay bii dafay denc wareefu eksper ci domen bi ci tekki metadata yu leerul ba noppi sos occasion ngir jàpp xalaat yu wóolu waaye yu jaarul yoon. Version bi agent bi di dawal dafay soppi ekilibre bi: agent bi mën na jëlaat rapoor yi ci njuumte yi, jël dogal ci ni ñuy jëfandikoo ngir saafara jafe-jafe yi ak joxewaat dokimaa yi ci lu néew lu nit ñi di def. Loolu mën na wàññi liggéey bi ci téemeeri wala junni dokimaa, waaye mën na yokk itam njeextalu njuumte.

Wolof bi dafay wane itam anam wu gëna yaatu ci IA liggéeyukaay: boole saytu deterministik ak sistem probabilistik. Regle yi mën nañu tëral barab buñ laaj wala motif bis; anam yu nuru mën nañu jëflante ak coppite yu bari; ak xeetu làkk mën na saafara jafe-jafe yiy laaj ñu tekki leen ci anam wu méngoo ak li ñuy wax. Séddale bii mën na yombal njëg yi ak doxalin bi moo gën ñuy yónnee bépp barab ci xeetu liggéey bu mag. Du dindi ñàkka xam. Nuru ci biir benn done mën na fësal njuumte bu am, te LLM mën na juum ci tekki benn baat bu jëm ci domen bi. AWS's logs yi, seytu yi ak grounding schema yi, matuwaayi nguur lañu, duñu firnde ni sistem bi saafara na risk yooyu.

Interactive Mechanism

Mekanism buy weccoo xalaat: naka lay doxee

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Thinking Budget (Test-Time Tokens):1,024 tokens
Complex Accuracy79%Math & Code Logic
Latency3.2sTime to first full output
Inference Cost$0.0092Per query estimated
Reasoning StyleStep VerificationInternal chain depth
Active Thinking Trace:
1Deconstruct user problem into formal constraints
2Propose candidate hypotheses & step-by-step calculation
3Self-correction: Backtrack and refute subtle edge cases
4Exhaustive consistency check & final output synthesis
Core takeaway: Test-time compute fundamentally changes AI economics. Instead of only scaling during pre-training, giving reasoning models more tokens at inference time allows them to systematically solve PhD-level STEM problems.
Saytu konsept buy weccoo xalaat+10 Points
AI Agents Quiz

An agent must create a draft calendar event for Tuesday at 2 p.m. Which evidence would establish the requested result?

Li nga wara seetaan ci topp

Laaj yi gëna am solo ñooy ndax liggéey bi dafay gëna baaxal njubte ci done biomédical dëgg, ñaata yoon lañuy laaj ñu jubbanti li ñuy digal, ak ndax liggéey biy demal boppam dafay indi coppite yuñ mënul nangu ci metadata gëstu yi. Mbootaay yi itam war nañu xoolaat njëg yi, mëna saytu, nëbbëtu ak saytu jëfandikoo gi, rawatina ci wàllu genomic wala yeneen done yu am solo. AWS dafay digal ñu tëye jaar-jaari coppite yi, joxe leeral ci sàrti nangu yi ak jëfandikoo ay guardrails ngir moytu injection yu gaaw, waaye posto bi waxul ci test yi ci aar yooyu.

Li ñuy njëkka saytu mooy performance bi am ci àdduna bi dëgg. AWS dafay joxe tegtali instalaasioŋ ak jëfandikoo, boole ci ay done yuñ defaree ay done ak ay wane jaaraleko ci interfaasu nawigatër ak ab ndawu liiñ bu komand, waaye balluwaay bi joxewul misaali lim, njub, fàttaliku, njuumte-juumte, méngale baselines wala resultaa yi bawoo ci gëstukat moom seen bopp. Firnde yi ci kanam war nañu wane ni sistem bi di faral di bàyyi metadata yu dëggu yi te duñu soppiku, ni ñuy jëfandikoo ay terme yu bari ak dokimaa yu wuute, ak ndax kàngam yi ci domen bi bokkoon nañu ci ñi ko digal ci yeneen institision ak ci wàllu biomédical.

Correction autonome yelloo na xoolaat bu baax. AWS neena ndawu mbootaay yi mën nañu jëfandikoo ay dencukaay done yu privé, ay këyitu jàngat, ay piblikaasioŋ, ay protokol ak ay vokabileer yuñ saytu ngir gëna baaxal lëkkaloo gi ci gox bi. Loolu mën na jàppale, waaye mën na indi itam ay laaj ci wàllu may, tàqale ay done, tëye ay done ak ndax jumtukaayi bopp yi dañu leen jëfandikoo ci mbootaay biñ nara jëfandikoo. Institution yi war nañu mëna xoolaat jaar-jaaru coppite yu mat sëkk, delloosi coppite yu jaarul yoon, ba noppi wuutale coppite yu deterministik yi ak tegtal yi LLM defar. Post bi dafay digal mbootaay yi ñu leeral xeetu seytu yooyu waaye leeralul benn audit bu bawoo ci biti wala benn rollback buñ natt.

Kaaraange ak njëgu liggéey bi ñooy wane ni ñu koy jëfandikoo. AWS dafay artu bu baax ni valeur metadata yi génne ci laaj yi mën nañu fësal liggéey bi agent bi di dawal ngir gaaw ci injection, ba noppi di digal Amazon Bedrock Guardrails, njiitu jëfandikoo ak aar ci pipeline bi yépp. Post bi du wax ci test adversarial, tolluwaayu ñàkka mëna dem, latency, njëgu enregistrement bu nekk wala performance guardrails yi. Dafay wane itam ni ngir dugal misaal bi fàww nga am kontu AWS ak sañ-sañ ngir sarwis yu melni ECS, S3, DynamoDB, Cognito ak CloudFormation. Kon ñiy jàng sistem bi dañu ko wara jàppee ni poñ bu ñuy tàmbalee ci wàllu xarala, te wóoram, koom-koom gi ak sàmmonte bi war nañu ko wane ci seen environmaa bi.

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