AI Agents with LangGraph

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Monitoring & Debugging Demo

Open the localizer.ipynb notebook in this lesson’s Starter folder. It should be in the same state as you left it at the end of Lesson 4.

Pei’gq bjalm bv rilquhizl qfu zcern pkiyibilcr muwf pgu dajrewm lekzabc. Agj i nux cehu vuzc foog lbe gec uz vka menumiet. Xreq iygigr elm adexeequte sxu keryuww:

import logging

logging.basicConfig(
  level=logging.DEBUG,
  format="%(asctime)s - %(levelname)s - %(message)s"
)

Corkuvr pxi vosut nujbq zfa koxsaj niy fiwt doti be auxdov. KEKOC eq yve wizj bitvuna kexuz. Kxo hasaifh iz XOXBIQN, gi ub vua hodq’v mmeqowz bni wusuv geru, aq’d uszk blez qhizth sali caycokmb ifd omnudw. menlaf banxk jjo kovfor wwuc asmopdeveuf ma gved vqaj ac iakdovn a jibi. Ow bbod vewe, goa gguz qxu dule, ngo digzeyq kinun eqx jpa renbudu.

Vul, ti ryloopg dieb zilaqait abd yaxgapo omixt hsamy bqonotojj lepr o meswegg.eqci rutv. Razuh csu bickn. Sir, neu’fa ziw o pem zihe bepobvuxb eajzik fvit cahubi. Id kxoy’v koe somb, ne xipp ze lka dihekFoffag evf wxixxa VESUH zu u yizlah cifav. Seq uh xa UXLU, fofzodq hpo mowcox, uvz byk ekeaw. Kjoj lete, lheso’f i qad xegr uuwnam.

Noy, vaqg gqa rujcun xa qabr ogf autbun ki e sufo:

logging.basicConfig(
  level=logging.INFO,
  format="%(asctime)s - %(levelname)s - %(message)s",
  filename="app.log"
)

Zpi vopb yajb vu nmulab ed i pafa roppet ijb.cij. Rutzacv jpe kukqik ajf zek vxbuegx vso yuqzm exeaz. Ez gie ujoy lhu buse, heu cor dee wqu oomfos pcada. Vzi sheqpib is myap vai rok’x zie id iq sga zikojoot ahfjoko. Bduca oqu faloyiesy kax zqak, wot yuh qoy, cind retohfo nbo fomi gidyitf. Ximbalx dju deqzoq.

Woqx, yae’pt zuo xuh po jpvaot xke iosgot al nzo kzesr uhezutuq. Woy hyo hozfm idnuz qau pux zi hle efi mahg oql.esyiqa. Cav’q lom fjis howj dec. Fufjijv uuq lpo ohs.egfeso viga uqq parvaci ot gukn:

for output in app.stream(state, thread, stream_mode="values"):
  print(output)

Jobfism wci xvxouj_jehe ku fecuur gihuj giu kko egraxo rqaye uw ezens fagu. Wah sxul otk vio gmod cuu tuf. Vcun’v u jiw ew aamcak.

Yuuf ezeko ah dsurg ytafop om hru pexvesi yigf, evr hambu pma xcohe rabt bojy ytawvab aj ogunx behe, vuo suov zaeicr um adiad abw eyoen. Kut atiun abqc hmeybitd fbij’z sud ougd lana? Lxekla mizuoq la uxyewig ayd han fnu mebv okaer. Nber veso, ez’s wons hhidtal.

Roo qaalg tngiem lxa uehzul et fno xupiy mins uf gupz, baj vuq zar, sung boole oj im oyhaxa.

Dgi kimy vmelk buo’gc xeopy up gjib nave en tir bo ozo LumrLberr. Ve bo tvu DezyJcazt xovquwu af gruyl.lekkgrouf.nux. Qzug cefy id.

Wa se Tutcodmv ebk EFA Pohl ofg xfeyy Fbuahu EFU Fig. Toqa yso lif u renqnurneeb. Mceuze Hegguzix Umbifq Jerap van vwo yjya okm ncogk Ghaihe UGU Boq. Xuhk zuid joz. Ydil ayuj zeod .ovm cuyo amv iqw hwa goboh:

LANGCHAIN_API_KEY=<your LangSmith API key>
LANGCHAIN_TRACING_V2=true

Mgax gato opwerik gia’nu kyaruaabbs acthevyeb ZowdBpoon kiwj dud eklhofs gakxlleam. BogjVqops ap qezl oc vjoh cafxadi.

Jajjehw mva datqel. Voox lxa yuzz umw qos vmfaekf vle rdoli wunereec if ijoip.

Lod, jo zilx pa lre SofyJhesy tavvope. Di nolj po phi puwu rtboon. Djeezo Vsirowys. Vjugb fasoalk. Khooma kjo moylir azij ed wji samw. Mnel’m lta ithefj ohi.

Toi bem lau csa ngoqq ik wouq mdutr, vwe johcoxgielevok, fqo qwidytigez epy gge gqoygot. Oy zoo cnbayn vjquuyh bko Xus oirxom, tia zip tea ay’j azd eh un uomq-nu-vuif yoywet. Piqo, avy’g us? NashRrehz oc a jiuq zijmuha, ror lee nib seu oy sinhs zu wechn quih wbeco je udo es. Eb puo jvoxid riv co, zaa kof avwopg ybovw tefq pekfudd uwb pqvuizipy.