Kutuluka kwachinsinsi ndi njira imodzi yachangu kwambiri yochepetsera dongosolo, kiyi imodzi ya API yowonekera kapena chizindikiro chingatsegule mwayi wolowa mumtambo wanu, pipelines, ndi deta yopangidwa. Mu 2025 yokha, zinsinsi zatsopano 28.65 miliyoni zosindikizidwa zinawululidwa mu GitHub ya anthu onse commits, kuwonjezeka kwa 34% chaka ndi chaka komanso kukwera kwakukulu kwambiri kwa chaka chimodzi. Kukula kothandizidwa ndi AI kukuyendetsa kukula kumeneku: zinsinsi zokhudzana ndi ntchito za AI zawonjezeka ndi 81% chaka ndi chaka, kufika pa ziphaso zoposa 1.27 miliyoni zomwe zatuluka. Mu bukhuli la 2026, tikuyerekeza zida zabwino kwambiri zoyendetsera zinsinsi.
Chifukwa Chake Kufalikira kwa Zinsinsi Kukufulumira mu 2026
Kutuluka kwa zinsinsi sikwatsopano, koma kukula ndi zifukwa zake zasintha kwambiri chaka chatha. Mfundo zinayi za deta zikufotokoza chifukwa chake:
- Othandizira olemba ma code a AI leak secrets pa pafupifupi kawiri kuposa chiŵerengero chachibadwa. Wothandizidwa ndi Claude Code commits adawonetsa kuchuluka kwa kutulukira kwachinsinsi kwa 3.2%, poyerekeza ndi 1.5% yoyambira mu GitHub yonse ya anthu onse commitZipangizozi sizotetezeka kwenikweni; opanga mapulogalamu akupitilizabe kuwongolera zomwe zimalandiridwa kapena kukankhidwa, koma khodi yopangidwa ndi AI imapangitsa kuti zikhale zosavuta kuyika zilembo zachinsinsi popanda kuzindikira.
- MCP ikubweretsa malo atsopano otayira madzi. Zolemba za seva ya MCP nthawi zambiri zimalimbikitsa kuyika ziphaso mwachindunji m'mafayilo osinthira m'malo mogwiritsa ntchito njira zotetezeka zotsimikizira, zomwe zimapangitsa kuti zinsinsi zapadera 24,008 ziwululidwe m'mafayilo osinthira a MCP omwe aphunziridwa, kuphatikiza ziphaso zotsimikizika 2,117 zovomerezeka.
- Kuzindikira si vuto lalikulu kwambiri la makampani; kukonza ndiko kulephera kwakukulu. 64% ya ziphaso zomwe zatsimikiziridwa kuti ndi zoona mu 2022 zinali zikugwiritsidwabe ntchito kuyambira Januwale 2026, zaka zinayi kuchokera pamene zinawululidwa koyamba. Zinsinsi zakale zimakhala ndi pafupifupi 60% ya kuphwanya malamulo, ndipo 46% ya zinsinsi zofunika kwambiri sizikupezeka konse chifukwa chongoyang'ana patsogolo chifukwa sizingatsimikizidwe zokha kuti zikugwira ntchito.
- Kufalikira kwa zinsinsi sikungokhala pa code yokha. Pafupifupi 28% ya zochitika zimayamba chifukwa cha mgwirizano ndi zida zopangira zinthu monga Slack, Jira, ndi Confluence, osati malo osungiramo zinthu, ndipo kutayikira kumeneku kuli ndi mwayi woposa 13% woti kukhale kofunikira kwambiri kuposa zinsinsi zomwe zimapezeka mu code yoyambira.
Kodi zida zoyendetsera zinsinsi ndi ziti?
Zida zoyendetsera zinsinsi zimathandiza magulu kusunga, kuwongolera, ndikupereka zinthu zofunika monga makiyi a API, mawu achinsinsi, ma tokeni, ndi ziphaso m'mapulogalamu onse ndi CI/CD pipelines—popanda kuzilemba m'ma code kapena mafayilo osinthira.
- Oyang'anira achinsinsi sungani ndi kupereka zinsinsi mosamala (nthawi zambiri ndi njira zowongolera mwayi wopeza, kuwunika, ndi kuzungulira).
- Zida zofufuzira zachinsinsi pezani zinsinsi zowonekera m'malo osungiramo zinthu, pull requestsndipo CI/CD pipelines asanachite owukira.
- CI/CD guardrails kulimbikitsa mfundo mwa kuletsa kuphatikiza/kumanga kosatetezeka ndikusintha njira zogwirira ntchito zokonzanso.
Kusanthula mwachinsinsi poyerekeza ndi oyang'anira mwachinsinsi poyerekeza ndi malo osungiramo zinthu (kusanthula mwachangu)
- Woyang'anira malo osungiramo zinthu zakale / Wachinsinsi: imasunga, imasinthasintha, ndikutumiza zinsinsi mosamala ku mapulogalamu ndi pipelines.
- Kusanthula mwachinsinsi: imazindikira kutuluka kwa ma code repos, ma PR, ndi CI/CD pipelinekuti asiye kuonekera msanga.
- Guardrails / mfundo: imaletsa kuphatikiza/kumanga kosatetezeka ndipo imasintha zokha (kuchotsa, kuzungulira, njira zogwirira ntchito za PR).
Kuyerekeza Zida Zofufuzira Zachinsinsi: Kuzindikira, Kutsimikizira, ndi CI/CD Zolemba
Kuti muthe kusankha, nayi tebulo lofananiza mwatsatanetsatane la zida zabwino kwambiri zoyendetsera zinsinsi, zomwe zikuwonetsa mawonekedwe, mitengo, ndi kufalikira kwa chilengedwe.
| chida | Category | Zabwino Kwambiri | Kuzindikira (ma repos / PRs / pipelines) | Zinsinsi Zozungulira / Zosintha | CI/CD Guardrails | Kuphatikiza (AWS / K8s / GitHub) |
|---|---|---|---|---|---|---|
| Xygeni | Pulogalamu Yonse ya AppSec | Chitetezo cha zinsinsi kuyambira kumapeto mpaka kumapeto: kuzindikira + kutsimikizira + kuletsa + kukonza zokha kudutsa SDLC | ✅ Ma repos/PRs + ✅ Pipelines + ✅ Zidebe + ✅ IaC | ✅ Mayendedwe antchito (ogwirizana ndi ma vaults) | ✅ Inde (kuphatikiza/kumanga ma block + ma workflows) | GitHub/GitLab/Bitbucket/Azure Repos + CI systems |
| AWS Secrets Manager | Malo Osungiramo Zinthu Zachinsinsi / Woyang'anira Zachinsinsi | Magulu a AWS omwe akufuna malo osungira oyendetsedwa bwino + kuzungulira (onjezerani kusanthula padera) | ❌ Ayi (osati sikeni) | ✅ Inde | ❌ Ayi (osati guardrails) | Kuphatikizika kwa AWS ndi SDK/API |
| Malingaliro a kampani HashiCorp Vault | Malo Osungiramo Zinthu Zachinsinsi / Woyang'anira Zachinsinsi | Magulu a nsanja omwe akufunika ulamuliro wapakati + ziphaso zamphamvu, zosakhalitsa | ❌ Ayi (osati sikeni) | ✅ Inde (kuphatikiza mawonekedwe osinthika) | ❌ Ayi (guardrails kudzera mu zida za mfundo za CI) | Kubernetes + AWS/mitambo ina + Git kudzera mu kuphatikizana kwa ntchito |
| Wopanda pake | Malo Osungiramo Zinthu Zachinsinsi / Woyang'anira Zachinsinsi | Mabungwe okhala ndi mitambo yambiri omwe akufuna kayendetsedwe ka malo osungiramo zinthu zakale komanso kutumiza zinthu pamodzi | ❌ Ayi (osati sikeni) | ✅ Inde (zosankha zozungulira/zosinthasintha) | ❌ Ayi (guardrails kudzera mu zida za mfundo za CI) | AWS/Azure/GCP + Kubernetes + zolumikizirana zoyendetsedwa ndi API |
| Zosavomerezeka | Woyang'anira Zachinsinsi | Magulu omwe akufuna kasamalidwe ka zinsinsi komwe kamathandiza opanga mapulogalamu ndi njira za OSS/self-host | ❌ Ayi (osati sikeni) | ✅ Inde (wapamwamba kwambiri m'magawo apamwamba) | ❌ Ayi (guardrails kudzera mu zida za mfundo za CI) | Kubernetes + CI/CD + kuphatikiza kwa mtambo (kumasiyana malinga ndi kukhazikitsa) |
| Doppler | Woyang'anira Zachinsinsi | Magulu a opanga mapulogalamu omwe akufuna "zinsinsi monga makonzedwe" okhala ndi kulumikizana kwamphamvu m'malo osiyanasiyana | ❌ Ayi (osati sikeni) | ✅ Inde | ❌ Ayi (osati guardrails) | AWS/Azure/GCP + Kubernetes + CI/CD kuphatikiza |
| GitGuardian | Kusanthula Mwachinsinsi | Magulu akuyang'ana kwambiri pakupeza + kuyankha ku kutayikira kwachinsinsi mu ntchito za Git | ✅ Ma Repos/PRs (Git) + ⚠️ Pipelines (zimasiyana malinga ndi momwe zimakhazikitsidwira) | ❌ Ayi | ⚠️ Zochepa (makamaka kudzera mu kuphatikiza kwa ntchito) | Ma repos a GitHub/GitLab/Bitbucket/Azure |
| aikido | Chitetezo cha Pulatifomu (chikuphatikizapo kusanthula zinsinsi) | Kukhazikitsa mwachangu magulu opanga mapulogalamu omwe akufuna kuzindikira zinsinsi mkati mwa ntchito za Git/PR | ✅ Ma repos/PRs + ⚠️ Pipelines (kufalikira kwa nsanja kumasiyana) | ❌ Ayi | ⚠️ Zochepa/zimasiyana (kuzama kwa mfundo kumadalira momwe zakhazikitsidwira) | Opereka Git + machenjezo; kuphatikiza kwakukulu kumasiyana |
| JFrog Xray | Nsanja Yogulitsira Zinthu (SCA + zinthu zakale) | Mabungwe pa JFrog omwe akufuna kupeza zinsinsi mkati mwa kayendetsedwe ka zinthu zakale/zotengera | ✅ Zinthu zakale/zotengera + ⚠️ Zotsalira (monga gawo la kusanthula unyolo wogulira) | ❌ Ayi | ✅ Zipata za ndondomeko (kumanga/kuletsa kutulutsidwa) | Zopangira + CI/CD; mtambo/K8s kudzera mu chilengedwe |
| Apiiro | ASPM / Kaimidwe ka Chiwopsezo | Magulu achitetezo akugwirizanitsa chinsinsi chobisika ndi kaimidwe/chiwopsezo m'malo ambiri opumulirako | ⚠️ Zizindikiro + nkhani (SCM/Kuwunika kwa CI) | ❌ Ayi | ⚠️ Ndondomeko/njira yogwirira ntchito (osati PR autofix) | SCM + Kuphatikizika kwa CI (kumasiyana malinga ndi kukhazikitsidwa) |
Zida zabwino kwambiri zoyendetsera zinsinsi (2026)
Xygeni: Pulogalamu Yonse ya AppSec (Chinsinsi cha Chitetezo + CI/CD Guardrails + AI AutoFix)
Chida Chokwanira Kwambiri Choyang'anira Zinsinsi za DevSecOps
Zabwino kwa: DMagulu a evSecOps omwe akufuna chitetezo cha zinsinsi kuyambira pachiyambi mpaka kumapeto SDLC: kuzindikira + kutsimikizira + kuletsa + kukonza zokha (PRs + kuchotsedwa nthawi yomweyo) m'ma repos onse, mbiri ya Git, zotengera, ndi CI/CD.
Mwachidule:
Xygeni yapangidwa kuti ipewe kuonekera kwa zinsinsi mu unyolo wonse wotumizira mapulogalamu, osati kungozindikira pambuyo pake. Mosiyana ndi zida zoyambira zofufuzira zachinsinsi zomwe zimangosanthula ma source code, Xygeni imazindikira zinsinsi kudutsa Giti commits, pull requests, mafayilo a chilengedwe/config, zithunzi za chidebe, ndi CI/CD pipelines, kenako amawonjezera gawo lomwe magulu ambiri amafunikira: guardrails ndi ntchito zodzichitira zokha kuti aletse kutuluka kwa madzi kuchokera ku kutumiza.
Mwachidule, izi zikutanthauza kuti opanga mapulogalamu amalandira mayankho mwachangu mu ma PR, magulu achitetezo amalandira ulamuliro wokhazikika, ndipo ziphaso zotuluka zitha kuchotsedwa. kuika patsogolo, kuletsa, ndi kukonzanso zisanakhale zochitika.
zinthu zikuluzikulu:
- Kuzindikira chinsinsi cha magwero ambiri kudzera mu code, IaC/config mafayilo, zotengera, pangani zinthu zakale, ndi pipeline nkhani yokhudza kuphedwa.
- Kutsimikizira mwachinsinsi + kuwerengera zoopsa kuzindikira zomwe zapezeka moyo, zoopsa kwambiri, kapena zomwe zingawonongeke (zimachepetsa phokoso).
- PR ndi pipeline guardrails ku kuphatikiza/kumanga ma block pamene zinsinsi zapezeka (kutsatiridwa ndi mfundo).
- Mayendedwe antchito okonzanso okha kupanga zokonza za PR, kuthandizira kuchotsa/kuzungulira chizindikiro playbooks, ndi kuchepetsa MTTR.
- Kuwonekera kwa moyo wachinsinsi kuti atsatire komwe adachokera, malo omwe adawonekera, komanso momwe adakonzedwera m'malo osungiramo zinthu ndi magulu.
- Native CI/CD + SCM kuphatikiza (GitHub, GitLab, Bitbucket, Azure Repos; kuphatikiza machitidwe wamba a CI).
- Kutumiza kosavuta zosankha (SaaS kapena on-prem) zokhuza kutsatira malamulo ndi zofunikira zachitetezo chamkati.
ubwino:
- Kuphatikiza kuzindikira + kupewa + kukonza (osati kungopeza ndi kuchenjeza).
- Kuyenerera bwino magulu omwe akumenyana kufalikira kwachinsinsi + kutayikira kwa PR + pipeline kukhudzana.
- Amachepetsa kutopa ndi kutsimikizira/kuika patsogolo ndi guardrails zomwe zimalimbitsa kusinthasintha.
Mitengo:
- Iyamba pa $ 33 / mwezi (pulatifomu yonse pamodzi).
- Zimaphatikizapo Kuzindikira Zinsinsi kuphatikiza kufalikira kwakukulu kwa AppSec (monga, SAST/SCA/CI/CD chitetezo/IaC/kusanthula chidebe).
- Malo osungiramo zinthu zopanda malire ndi othandizira, ndi palibe mitengo pa mpando uliwonse.
AWS Secrets Manager
Category: Vault / woyang'anira chinsinsi
Zabwino kwa: Magulu a AWS omwe akufuna malo osungiramo zinthu mobisa + kuzungulira (ndipo adzawonjezera kusanthula padera).
Mwachidule: AWS Secrets Manager ndi ntchito yoyang'anira zinsinsi za mtambo yomangidwa kuti isunge, kuyang'anira, ndikusinthasintha zizindikiritso monga mawu achinsinsi a database, makiyi a API, ndi ma tokeni mosamala. Imagwirizana kwambiri ndi mautumiki a AWS ndipo imathandizira kuzungulira kokha kwa zinsinsi zodziwika bwino za AWS, zomwe zimathandiza kuchepetsa kuwonekera kwa zizindikiritso kwa nthawi yayitali.
Kuphatikiza apo, imapereka njira zowongolera zolowera kudzera mu AWS IAM komanso kuwonekera bwino kwa ma audit kudzera mu CloudTrail. Komabe, AWS Secrets Manager imayang'ana kwambiri pakusunga zinsinsi ndi kasamalidwe ka moyo wonse, osati kuzindikira kutayikira kwachinsinsi mu code yoyambira, pull requestskapena CI/CD zolemba. Chifukwa chake, magulu ambiri amaphatikiza ndi chida chodziwikiratu chofufuzira mwachinsinsi kuti agwire ngozi mwangozi msanga.
Features Ofunika
- Malo osungiramo zinthu zachinsinsi obisika okhala ndi njira yolowera yochokera ku IAM
- Kuzungulira mwachinsinsi kwa mautumiki othandizira (monga RDS)
- Zolemba zowunikira ndi kuwunika kudzera pa AWS CloudTrail
- Kuphatikiza kwachilengedwe kudzera mu AWS + API/SDK kwa mapulogalamu ndi zida
- Njira zokopera zachinsinsi za madera ambiri komanso maakaunti osiyanasiyana
ubwino
- Yogwirizana bwino ndi malo a AWS (IAM, CloudTrail, RDS integrations)
- Kusinthasintha koyendetsedwa bwino kumachepetsa ntchito yamanja
- Chitsanzo chogwiritsa ntchito chingakulire malinga ndi kufunikira
kuipa
- Palibe kusanthula kwachinsinsi komwe kwamangidwa mkati mwa repos/PRs/pipelines
- Palibe njira zoyendetsera ntchito zokonzanso zinthu pogwiritsa ntchito PR (kuchotsa, kukonza zokha, guardrails)
- Kapangidwe kake ka AWS, kosavuta kugwiritsa ntchito njira zogwiritsira ntchito mitambo yambiri/yosakanikirana yokha
mitengo
- $0.40 pa chinsinsi/mwezi + $0.05 pa mafoni 10,000 a API
- Palibe ndalama zolipirira pasadakhale; ndalama zina zingafunike (monga kugwiritsa ntchito AWS KMS)
Malingaliro a kampani HashiCorp Vault
Category: Vault / woyang'anira chinsinsi
Zabwino kwa: Magulu achitetezo/pulatifomu omwe akufunika malo osungiramo zinthu kuti sungani, lamulirani mwayi wolowa, ndikupereka zinsinsi m'malo osiyanasiyana, nthawi zambiri ndi ziphaso zosinthika, zosakhalitsa.
Mwachidule:
Malingaliro a kampani HashiCorp Vault ndi nsanja yachinsinsi yomwe imagwiritsidwa ntchito poyang'anira mwayi wopezeka mwachinsinsi pamlingo waukulu. Magulu nthawi zambiri amagwiritsa ntchito kusungira ndikugawa zinsinsi ku mapulogalamu ndi zomangamanga, kukhazikitsa mfundo zopanda mwayi, komanso kuchepetsa kudalira ziyeneretso zakale kudzera munjira zosinthika zachinsinsi (kutengera kuphatikiza).
zinthu zikuluzikulu:
- Zinsinsi zosungira ndi zowongolera mwayi wolowera: Njira imodzi yolembera zinsinsi yokhala ndi mwayi wopezeka motsatira mfundo (osachepera mwayi).
- Zinsinsi zosinthika (komwe zimathandizidwa): Pangani ziphaso zosakhalitsa m'malo mogwiritsa ntchito makiyi osasinthasintha.
- Kulemba ma audit: Tsatirani amene anafika pa chinsinsi chiti, liti, komanso kuti.
- Kupereka zinthu zosiyanasiyana: Kupereka zinsinsi nthawi zonse pakati pa akatswiri opanga zinthu, opanga zinthu, opanga zinthu ndi magulu.
- Yogwirizana: Kawirikawiri imaphatikizidwa mu Kubernetes, CI/CD, ndi ntchito za mtambo kudzera mu machitidwe odzichitira okha.
ubwino:
- Kuyenerera kwambiri kwa ulamuliro wapakati komanso kuwongolera kokhwima kwa anthu.
- Imathandizira mapangidwe omwe amachepetsa ziyeneretso zokhalitsa (zinsinsi zosinthika), zikathandizidwa ndi kuphatikizana.
- Zabwino pa malo olamulidwa omwe amafunika kuyesedwa bwino.
kuipa:
- Sichilowa m'malo mwa kusanthula mwachinsinsi (sichidzazindikira kutuluka kwa ma repos/PRs/CI lokha).
- Ndalama zoyendetsera ntchito: zimafunika umwini wolimba wa nsanja (kuyika, mfundo, kukonza).
- UX ya Opanga Mapulogalamu imadalira kwambiri momwe imagwirizanirana bwino ndi ntchito zanu.
Mitengo:
Ikupezeka mu open-source ndi enterprise zopereka; enterprise Mitengo nthawi zambiri imadalira pa tier/quote kutengera mawonekedwe ndi momwe zinthu zilili.
Wopanda pake
Category: Vault / woyang'anira chinsinsi
Zabwino kwa: Mabungwe omwe amafunikira njira yopangira zinthu zosungiramo zinthu zakale mitambo yambiri malo okhala ndi ulamuliro wamphamvu komanso njira zowongolera chitetezo.
Mwachidule:
Wopanda pake Ndi nsanja yoyang'anira zinsinsi yomwe imayang'ana kwambiri kusungidwa bwino komanso kutumizidwa kwa zinsinsi m'malo osiyanasiyana amtambo ndi malo osakanikirana. Nthawi zambiri imawunikidwa ndi magulu omwe akufuna kuwongolera mfundo, kuwunika, ndi kuphatikizana komwe kumagwirizana ndi njira zamakono zoyendetsera makiyi amtambo.
zinthu zikuluzikulu:
- Kusamalira zinsinsi zapakati: Sungani ndi kutumiza ziphaso, ma tokeni, ndi ma config achinsinsi.
- Ndondomeko ndi zowongolera zolowera: Kulimbikitsa ufulu wochepa komanso malire a chilengedwe.
- Njira zowunika: Kuwonekera mu zochitika zofikira ndi zogwirira ntchito kuti zitsatire malamulo.
- Kukonzekera kwa mitambo yambiri: Kulamulira kosalekeza m'maakaunti/malo osiyanasiyana amtambo.
- Zosavuta kugwiritsa ntchito: Yapangidwa kuti iphatikizidwe mu kuyika pipelines ndi machitidwe ogwiritsira ntchito nthawi kudzera pa ma API.
ubwino:
- Njira yabwino ya "vault/manager" yoyendetsera mitambo yambiri komanso kutumiza chinsinsi pakati.
- Kuwongolera koyang'ana pa chitetezo ndi kuwerengera bwino zimagwirizana ndi magulu omwe amatsatira malamulo.
- Imagwira ntchito bwino ngati msana ikaphatikizidwa ndi kusanthula + CI/CD kukakamiza.
kuipa:
- Sicholowa m'malo mwa kusanthula mwachinsinsi mu repos/PRs/CI.
- Zingafunike khama lowonjezera (ndondomeko, kuphatikiza, kufalitsa).
- Njira yosinthira/kusinthasintha kwa zinsinsi zimadalira malo omwe mukukhala komanso momwe mumagwirizanirana.
Mitengo:
Kawirikawiri kutengera mawu/gawo (enterprise-olunjika), kutengera mawonekedwe ndi kukula.
Zosavomerezeka
Category: Woyang'anira wachinsinsi
Zabwino kwa: Magulu omwe akufuna woyang'anira zinsinsi wothandiza opanga mapulogalamu ndi gwero lotseguka/lodzipangira lokha zosankha ndi kugwiritsa ntchito mosavuta kupitirira wopereka mtambo umodzi.
Mwachidule:
Zosavomerezeka ndi chida choyang'anira zinsinsi chomwe chimamangidwa motsatira njira zamakono zopangira mapulogalamu. Nthawi zambiri zimaganiziridwa pamene magulu akufuna malo osungira ndikupereka zinsinsi m'malo osiyanasiyana, okhala ndi UX yolimba ya opanga mapulogalamu komanso mwayi wodzisungira okha kuti azilamulira ndikutsatira malamulo.
zinthu zikuluzikulu:
- Zinsinsi zapakati zosungira: Konzani zinthu zosiyanasiyana zachilengedwe, makiyi a API, ndi ma tokeni m'mapulojekiti/malo osiyanasiyana.
- Mayendedwe antchito oyamba ndi opanga mapulogalamu: Ma CLI ndi mapangidwe odziyimira pawokha kuti agwirizanitse zinsinsi mu dev yakomweko ndi CI/CD.
- Zowongolera zolowa: Zilolezo zochokera ku udindo ndi chilengedwe kuti achepetse kufalikira kwachinsinsi.
- Auditability: Tsatirani kusintha ndi njira zopezera ulamuliro ndi momwe mungayankhire pazochitika.
- Njira yodzisankhira yokha: Zothandiza pakukhala ndi deta, kutsatira malamulo, kapena zomwe mumakonda pa nsanja.
ubwino:
- Kukwanira bwino ngati mukufuna makina otseguka/odzipangira okha okhala ndi ergonomics yamakono ya opanga mapulogalamu.
- kumathandiza standardsungani zinsinsi m'malo osiyanasiyana (kusamalira .env mosasamala).
- Zimagwirizana bwino ndi zida zofufuzira kuti zigwiritsidwe ntchito kuyambira kumapeto mpaka kumapeto.
kuipa:
- Sichithetsa vuto kudziwika kutayikira yokha (ikufunikabe kusanthula mu repos/PRs/CI).
- Zinsinsi zozungulira/zosinthasintha zimadalira kuphatikizana ndi kapangidwe ka moyo wanu.
- Kudzisamalira nokha kumawonjezera udindo wogwirira ntchito (kusintha, kuyang'anira, ukhondo wa mfundo).
Mitengo:
Ndondomeko yaulere ($0 pamwezi). Pro imayamba pa $18 pamwezi pa chizindikiritso chilichonse. Enterprise is mitengo yamtengo wapatali (imawonjezera zinthu monga zinsinsi zosinthika, chithandizo cha KMS/HSM, kutsitsa zolemba zowunikira, SCIM/LDAP, ndi zina zotero)
Doppler
Category: Woyang'anira wachinsinsi
Zabwino kwa: Magulu a akatswiri omwe akufuna zinsinsi zapakati monga kasinthidwe m'malo osiyanasiyana (mapulogalamu, CI/CD, Kubernetes) ndi kulumikizana kwamphamvu, makamaka m'magulu omwe akuyenda mwachangu.
Mwachidule:
Doppler ndi nsanja yoyang'anira zinsinsi yolumikizidwa kuti isunge, igwirizanitse, ndikutumiza zinsinsi m'malo osiyanasiyana, opereka ma cloud, ndi mapulogalamu. Imapereka malo osungira otetezeka, zowongolera zolowera, ndi zinthu zodzichitira zokha zomwe zimathandiza magulu kuyang'anira zinsinsi nthawi zonse popanda kugwiritsa ntchito ma hardcoding values.
Kuphatikiza apo, Doppler imagwirizana ndi mabakiteriya. CI/CD pipelines, Kubernetes, ndi nsanja zazikulu zamtambo kuti zinsinsi ziziyenda bwino kudzera mu ntchito zotumizira. Komabe, Doppler imayang'ana kwambiri pa kayendetsedwe ka moyo wa zinsinsi ndi kulumikizana m'malo mozindikira kutuluka kwa madzi, kotero si njira yokhayo yosinthira zida zofufuzira zachinsinsi.
Zotsatira zake, magulu ambiri amagwiritsa ntchito Doppler pamodzi ndi zida zowunikira kuti akwaniritse zonse ziwiri kupewa (kusunga/kutembenuza/kutumiza) ndi kupeza (scan repos/PRs/pipelines).
zinthu zikuluzikulu:
- Kusunga ndi kusindikiza zinthu mwachinsinsi pogwiritsa ntchito njira yowongolera mwayi wofikira (RBAC).
- Kuzungulira mobisa ndi kuchotsa zinthu kuti muchepetse kuwonekera kwa nthawi yayitali.
- Integrations ndi CI/CD pipelines, Kubernetes, AWS, Azure, ndi GCP.
- Zolemba za kafukufuku ndi malipoti okhudzana ndi kutsata malamulo kuti zitsimikizire kayendetsedwe ka kayendetsedwe kake komanso kutsata malamulo.
- Kugwirizanitsa malo osiyanasiyana kuti zinthu ziyende bwino.
ubwino:
- Chidziwitso champhamvu cha opanga mapulogalamu pakuwongolera zinsinsi m'malo osiyanasiyana.
- Zabwino kwambiri pa ntchito za "chinsinsi monga ma config" komanso kulumikizana kwa malo osiyanasiyana.
- Zimagwirizana bwino ndi CI/CD ndi Kubernetes kuti zigwiritsidwe ntchito nthawi yogwira ntchito.
kuipa:
- Palibe kusanthula chinsinsi nthawi yeniyeni mu code yoyambira kapena pull requests.
- Palibe PR guardrails kuletsa kusakanikirana kwa zinthu pamene zinsinsi zatuluka.
- Palibe kusanthula chithunzi cha chidebe cha m'deralo kapena IaC kuzindikira zinsinsi.
Mitengo:
- Mapulani olipidwa amayamba pa $8 pa wogwiritsa ntchito/mwezi (amalipidwa pachaka), ndi mwambo Enterprise Mitengo za zinthu zapamwamba (SSO, kutsatira malamulo, chithandizo chofunikira).
Zida Zofufuzira Zachinsinsi za GitGuardian
Category: Chida Chofufuzira Mwachinsinsi
Zabwino kwa: magulu omwe vuto lawo lalikulu ndi kuzindikira ndi kuyankha ku kutayikira kwa zinsinsi mu Git (PRs, repos, workflows developer), kuphatikiza zizindikiro za ulamuliro monga honeytoken ndi NHI visibility.
Mwachidule:
GitGuardian Ndi nsanja yopezera zinsinsi yomwe imayang'ana kwambiri kupeza zinsinsi zobisika m'malo osungiramo zinthu zapagulu komanso zachinsinsi a Git komanso kuthandiza magulu kufufuza ndi kukonza zochitika. Ndi yamphamvu kwambiri pa kuphimba + ntchito: zozindikira zambiri, kusanthula mwachangu, zochitika dashboards, ndi njira zopewera (monga ggshield ya makina opanga mapulogalamu). Si malo osungira/oyang'anira chinsinsi, kotero magulu ambiri amawagwirizanitsa ndi malo osungira/oyang'anira chinsinsi (AWS Secrets Manager, Vault, ndi zina zotero) kuti asungidwe/azunguliridwe.
Zinthu zazikulu (zapamwamba):
- Kusanthula kwa nthawi yeniyeni + mbiri yakale za zinsinsi mu ma Git repos, ndi ma workflows a opanga mapulogalamu (CLI/ggshield, hooks) ndi nkhani zokhudza PR.
- Laibulale yayikulu yopezera zinthu (ndi zozindikira zapadera m'magawo apamwamba).
- Njira yogwirira ntchito yokonzanso: kutsata zochitika, malangizo, ndi playbooks (kutengera gawo).
- Zowonjezera/zinthu zoyendetsera boma monga Kuyang'anira Zinsinsi za Anthu ndi Kulamulira kwa NHI (honeytoken yaphatikizidwa pa Enterprise).
- Kuphatikizana kudzera mu VCS yodziwika bwino (GitHub, GitLab, Bitbucket, Azure Repos) ndi chilengedwe chokulirapo (chodalira tier).
ubwino:
- Kuyang'ana kwambiri "zinsinsi zimatuluka" pogwiritsa ntchito kuzindikira kwa akuluakulu + njira zogwirira ntchito zochitika.
- Kapangidwe ka dongosolo lomveka bwino la magulu: Kwaulere → Bizinesi → Enterprise, ndi kukula ndi zowongolera zomwe zikuwonjezeka.
- Zinthu zingapo ngati mukufuna kuphimba malo osungiramo katundu amkati + kuwululidwa kwa anthu onse + kayendetsedwe ka NHI.
kuipa:
- Si woyang'anira malo osungiramo zinthu zakale/chinsinsi (malo osungiramo zinthu zakale/ozungulira zinthu zakale/chinsinsi chosinthasintha chimapezekabe kwina).
- Ulamuliro wozama kwambiri/kuphatikizana/kudzisamalira wekha ndi Enterprise-level (kapena zowonjezera).
- Ngati cholinga chanu ndi "kumanga zotchinga + kukakamiza CI/CD mfundo + njira zoyendetsera ntchito zokonzanso zokha kudutsa pipeline"," mwina mungafunike gawo lalikulu la nsanja pamwamba pa kusanthula.
Mitengo (yovomerezeka, kuchokera ku GitGuardian):
- Woyamba (waulere): $0, kwa anthu paokha / mpaka 25 akatswiri (opanda kirediti kadi).
- Magulu (Bizinesi): "Tiyeni Tilankhule"mitengo, yomwe ikulimbikitsidwa kwa mpaka 200 akatswiri (kuphatikizapo zinthu monga kukonzanso playbooks; kukula kwa repo scan kumawonjezeka).
- Enterprise: "Tiyeni Tikambirane / Mwamakonda"mitengo, yomwe ikulimbikitsidwa kwa Magulu opitilira 200 ophunzitsa, ndi zosankha ngati kutumizidwa komwe kumadzichitira wekha ndi malire owonjezereka.
Zida Zofufuzira Zachinsinsi za Aikido
Category: Chida Chofufuzira Mwachinsinsi
Zida Zofufuzira Zachinsinsi za Jfrog
Category: Chida Chofufuzira Mwachinsinsi
Zabwino kwa: Magulu omwe akugwiritsa ntchito kale JFrog Artifactory/Xray zomwe mukufuna kudziwika kwa zinsinsi monga gawo la zinthu zakale + chidebe + chitetezo chodalira (pulatifomu imodzi yoyendetsera ntchito ndi kutsata malamulo pa unyolo wonse wopereka mapulogalamu).
Mwachidule:
JFrog Xray makamaka ndi software supply chain security chinthu (SCA + nzeru zofooka + kutsatira malamulo a layisensi) zomwe zimaphatikizaponso kusanthula zinsinsi monga gawo la kusanthula kwake kwakukulu kwa zinthu zakale ndi zotengera. Zimaonekera bwino mukafuna kukakamiza mfundo pa zinthu zakale, zithunzi za Docker, ndi zotuluka zomanga ndikupitiriza kuyang'anira mosalekeza m'ma registry onse ndi m'ma pipelineKomabe, chifukwa zinsinsi sizomwe zimangoyang'ana kwambiri, magulu omwe akufuna ndemanga za PR za opanga mapulogalamu oyamba, kutsimikizira chinsinsikapena kukonza zokha nthawi zambiri amaphatikiza Xray ndi chida chodziwikiratu chofufuzira mwachinsinsi.
zinthu zikuluzikulu:
- Kusanthula zinsinsi m'malo osungiramo zinthu zakale, kumanga zinthu zakale, ndi zithunzi za chidebe (monga gawo la kusanthula unyolo woperekera zinthu).
- Kutsatira malamulo motsogozedwa ndi mfundo kuletsa zomanga/kutulutsa pamene mavuto apezeka (zinsinsi, ziphuphu, zilolezo).
- Chilengedwe chozama chikugwirizana ndi JFrog Artificial + CI/CD kuphatikizana kwa kusanthula kosalekeza.
- Kusatetezeka + chilolezo kuzindikira ndi kuyang'anira zinthu zosiyanasiyana, ma binary, zithunzi, ndi zinthu zakale.
- Ma API ndi zochita zokha hooks za ntchito zapadera ndi enterprise kuphatikiza.
ubwino:
- Njira yabwino kwambiri pamene mukufuna chitetezo chokhazikika pa zinthu zakale (ma binary/ma container/ma build outputs) kuphatikiza ulamuliro.
- Kukhazikitsa mfundo pakati kudutsa kutulutsidwa pipeline (yabwino kwa malo olamulidwa).
- Imagwira ntchito bwino kale m'mabungwe standardyolembedwa pa Nsanja ya JFrog.
kuipa:
- Kusanthula zinsinsi ndi osati mwapadera monga zida zapadera (kuya/kuchuluka kwa zinthu kungakhale kochepa).
- Zochepa UX wopanga mapulogalamu za zinsinsi poyerekeza ndi ma scanner achinsinsi a PR-first.
- Kawirikawiri palibe zinthu zokhudzana ndi zinsinsi monga kutsimikizira chinsinsi, Kukonza zokha kwa PRkapena ntchito zochotsera/kuzungulira zizindikiro kunja kwa bokosi.
- Si woyang'anira nyumba yosungiramo zinthu zakale/chinsinsi (sichinapangidwe kuti sungani/zungulirani/tumizani zinsinsi monga Vault/AWS Secrets Manager).
Mitengo:
- Custom mitengo (JFrog nthawi zambiri imafuna kulumikizana ndi ogulitsa).
- Mtengo nthawi zambiri umadalira zinthu monga voliyumu ya zinthu zakale, owerengandipo kuchuluka kwa ntchito (mu mtambo/wodzilamulira) komanso ma module/zinthu zomwe zayatsidwa.
Apiiro
Category: Chida Chofufuzira Mwachinsinsi
Zabwino kwa: Magulu achitetezo omwe akufuna ASPM-kuwoneka bwino, kulumikiza zinsinsi zomwe zimawululidwa ndi chiopsezo cha ma code, zizindikiro za unyolo woperekera, ndi ulamuliro, kuti zinthu zofunika kwambiri zikhazikitsidwe m'malo ambiri osungiramo zinthu.
Mwachidule:
Apiiro ndi Application Security Posture Management (ASPM) nsanja yomwe imathandiza magulu kumvetsetsa zoopsa pa unyolo wonse wopereka mapulogalamu, kuphatikizapo kuwululidwa kwa zinsinsiM'malo mowona zinsinsi ngati zopezeka zapadera, Apiiro imagwirizanitsa zizindikiro za zinsinsi ndi nkhani yofanana (monga zigawo zosatetezeka, umwini, ndi mfundo/kutsata malamulo) kuti zithandizire kuika patsogolo zinthu potengera zoopsa.
Imagwirizananso ndi source control ndi CI/CD makina owunikira kusintha ndi mawonekedwe a pamwamba. Komabe, mphamvu zake zobisika nthawi zambiri zimayikidwa ngati gawo la malo ochitira zinthu/malo oika chiopsezo chachikulu, kotero magulu omwe amafunikira kusanthula zinsinsi zozama, kutsimikizira, ndi kukonzanso zokha nthawi zambiri amaphatikiza ndi choskanizira zinsinsi chodzipereka kapena vault.
zinthu zikuluzikulu:
- Kugwirizana kwa zinsinsi za chiopsezo chowonekera ndi zizindikiro zazikulu za kaimidwe ka AppSec (zofooka, umwini, kutsata malamulo).
- Malo osungiramo zinthu + pipeline zowunika kudutsa SCM ndi CI/CD kuti azindikire kusintha koopsa ndi momwe zinthu zimakhudzira anthu.
- Kutsatira malamulo motsogozedwa ndi mfundo za chitetezo ndi kayendetsedwe ka boma (zinsinsi, zofooka, ndi zina zambiri) SDLC malamulo).
- Chiwopsezo chapakati dashboards code yozungulira ndi mawonekedwe a unyolo woperekera.
- Kugwirizana kwa ntchito (monga, njira za Jira/Slack) kuti zitsatire zomwe zapezeka ndikugwirizanitsa njira zokonzanso.
ubwino:
- Wamphamvu kwa kuyika patsogolo zinthu zomwe zikuchitika ndi kuwonekera kwa ma cross-repo (ASPM lenzi).
- Zothandiza pamene mukufunikira utsogoleri + malipoti m'magulu ndi machitidwe ambiri.
- Zimathandiza kuchepetsa "mndandanda wa machenjezo mwachisawawa" mwa kuphatikiza zinsinsi mu nkhani yokhudza zoopsa zambiri.
kuipa:
- Kuzama kwa kuzindikira/kukonza zinsinsi nthawi zambiri zimakhala zochepa poyerekeza ndi zida zosungira zachinsinsi.
- Zochepa kusanthula zinsinsi zoyang'ana pa PR nthawi yeniyeni poyerekeza ndi ma scanner opangidwa makamaka a PR/commit kugwira ntchito.
- Kawirikawiri sakhala ndi kukonza zinsinsi zokha (Kukonza PR, kuchotsera/kuzungulira zokha) ngati mphamvu yaikulu.
- Zochepa kutsimikizira zinsinsi ndi kusinthasintha kokhazikika poyerekeza ndi zida zosungiramo zinthu zakale/zoyang'anira.
Mitengo:
- Mitengo yopangidwa mwamakonda / yotsogozedwa ndi malonda (palibe magawo owonekera a anthu onse).
- Enterprise-yolunjika; kulongedza nthawi zambiri kumadalira kukula kwa bungwe, kuphatikiza, ndi ma module.
Zoyenera Kuyang'ana mu Zida Zofufuzira Zachinsinsi
Osati onse zida zoyendetsera zinsinsi amagwira ntchito mofanana. Ena amangoyang'ana pa kuzindikira, pomwe ena amapereka chidziwitso chokwanira njira yothetsera zinsinsi zomwe zimakhudza gawo lililonse, kuyambira kusanthula ndi kuyang'ana mpaka kusintha ndi kusunga zinsinsi mosamala. Kusankha koyenera kumadalira momwe gulu lanu limagwirira ntchito, komwe inu zinsinsi za sitolo, ndi kuchuluka kwa automation komwe mukufuna.
Kusanthula Chinsinsi Pa Khodi Yeniyeni ndi Pipelines
Chida chanu chiyenera kugwira ntchito bwino choskanizira zinsinsi zomwe zimapeza kutuluka kwa madzi nthawi yomweyo zikaonekera kodi repositories, makontena, kapena CI pipelineKuzindikira msanga kumathandiza kuletsa deta yowonekera isanafike pakupanga.
Kutsimikizira Zinsinsi ndi Kulemba Zigoli Zoopsa
Chinsinsi chikavumbulidwa, chiyenera kusinthidwa mwamsanga momwe zingathere. Zida zabwino kwambiri zimapezeka kufalikira mwachinsinsi, yang'anani makiyi omwe akadali kugwira ntchito, ndipo gwiritsani ntchito makiyi obisa mosamala. Kufufuza ndi kusintha zinthu zokha kumathandiza kuchepetsa mwayi wogwiritsa ntchito molakwika.
Pull Request ndi Pre Commit Kugwirizana
Mwa kusanthula zinsinsi panthawi ya pull requests ndi commits, gulu lanu likhoza kuwona zolakwika msanga popanda kuchepetsa chitukuko. Izi zimapangitsa kuti zikhale zosavuta kuletsa deta yachinsinsi kuti isasunthidwe ku code yogawana.
Kusintha kwa Zinsinsi ndi Zinsinsi Zosintha
Modern zida zoyendetsera zinsinsi ziyenera kuthandizira zonse ziwiri zokhazikika komanso zinsinsi zamphamvu, kupanga zatsopano zikafunika ndikuzichotsa mwachangu mutagwiritsa ntchito. Zinsinsi zosinthika zimachepetsa chiopsezo chowonekera kwa nthawi yayitali.
Kuphatikizika kwa CI CD ndi Git
Kuzindikira ndi gawo loyamba lokha. Mphamvu njira yothetsera zinsinsi imalumikizana mosavuta ndi GitHub, GitLab, Bitbucket, ndi Jenkins kuti igwiritse ntchito malamulo achitetezo okha pa intaneti yanu yonse. pipelines.
Kugwirizana kwa Vault ndi Malo Osungirako Otetezeka
Magulu ambiri amagwiritsa kale ntchito zida monga HashiCorp Vault kapena AWS Secrets Manager kuti zinsinsi za sitolo mosamala. Zida zabwino kwambiri zimagwira ntchito bwino ndi malo osungiramo zinthu zakale awa ndipo zimasunga zinsinsi mogwirizana m'malo onse.
Dziwani, Chotsani, ndi Kusintha Zinsinsi Zokha
Kupeza mavuto n'kothandiza, koma kukonza mavutowo n'kofunika kwambiri. Zida zomwe zimasonyeza njira zomveka bwino, kuchotsa zinsinsi zokha, kapena kupanga matikiti okonza zimathandiza magulu kuthetsa mavuto mwachangu.
Sungani Chinsinsi Chosanthula Mwachangu komanso Chosavuta kwa Opanga Mapulogalamu
Chitetezo nthawi zonse chiyenera kuthandizira chitukuko, osati kuchedwa. chida choyang'anira zinsinsi imapereka malamulo osavuta, zowonjezera za akonzi a ma code, ndi machenjezo omveka bwino omwe amathandiza opanga mapulogalamu kukhala otetezeka akamagwira ntchito.
Kusankha chida chophatikiza kusanthula, kuyang'ana, kusintha, ndi kugwiritsa ntchito zokha kudzakuthandizani kupewa kutuluka kwa madzi, kusiya kufalikira mwachinsinsi, ndipo sungani kiyi iliyonse ndi mawu achinsinsi popanda kuchedwetsa mapulojekiti anu.
Chifukwa Chake Xygeni Ikutsogolera Makampani Okhudza Chitetezo Chachinsinsi (2026)
Xygeni ikupitilizabe kuyika golide standard chifukwa Machitidwe Oyang'anira Zachinsinsi (SMS) mwa kupereka chitetezo chanzeru komanso chogwira ntchito mwakhama. Sichimangopeza zinsinsi zokha; chimatsimikizira ndikuteteza deta yowululidwa m'chilengedwe chonse - kuchokera ku malo osungira ma code akale ndi CI/CD pipelinekupita ku zotengera zamakono za nthawi yochepa komanso mapulojekiti a mitambo yambiri. Mwa kusuntha chitetezo "kumanzere," Xygeni imapatsa mphamvu magulu kuti athetse kutayikira kwa madzi panthawi yopangidwa, nthawi yayitali asanafike pamalo opangira.
Kuchotsa Kufalikira Kwachinsinsi ndi Kuopsa
Mu nthawi ya hyper-automation, kufalikira mwachinsinsi ndi vuto lalikulu. Xygeni imathetsa vutoli popereka malo olamulira ogwirizana kuti azitsatira, ayang'anire, ndikuwongolera makiyi onse obisa ndi zizindikiritso zosungidwa.
Zotsatira Guardrails: Kuwongolera mfundo zodziyimira pawokha kumagwira ntchito ngati mlonda womaliza, kuletsa kusintha kwa ma code oopsa ndikuletsa kusakanikirana kosatetezeka nthawi yeniyeni.
Zinsinsi Zosintha: Pofuna kuthana ndi kuonekera kwa nthawi yayitali, Xygeni imagwiritsa ntchito njira yodziwira zinsinsi—kupanga, kusinthasintha, ndikuchotsa makiyi pakafunika kuti zitsimikizo zonse zikhale zosakhalitsa komanso zotetezeka malinga ndi kapangidwe kake.
Kuphatikiza Kopanda Msoko, Kudalirana Konse
Nsanjayi yapangidwira wopanga mapulogalamu amakono, kuphatikiza ndi GitHub, GitLab, Bitbucket, Jenkins, ndi makina atsopano omangidwa. Izi zikutsimikizira kuti chitetezo si vuto, koma ndi gawo lachilengedwe la CI/CD kuyenda. Mwa kusunga pipelinePopeza ma codebase ake ndi oyera komanso oyeretsedwa, Xygeni imamanga maziko odalirika padziko lonse lapansi.
Popeza 64% ya zinsinsi kuyambira mu 2022 sizinachotsedwe mu 2026, kupeza kokha kwalepheretsa makampaniwa. guardrails ndipo njira zoyendetsera ntchito zodzikonzera zokha zimapangidwa makamaka kuti zitseke mpata umenewo, osati kungowonjezera wina dashboard za zomwe sizinathetsedwe.
Kutsiliza: Kuteteza Tsogolo la Chitukuko
Pamene tikuyenda mu 2026, zinsinsi zikupitirirabe kukhala chandamale chachikulu cha ziwopsezo zamakono zogulitsa. Kuziteteza kumafuna zambiri osati kungoyang'ana; kumafuna njira yonse yothetsera mavuto.
Ngakhale zida zambiri zimazindikira mavuto, Xygeni imapereka zomangamanga kuti zikonze. Zimalumikiza kusiyana pakati pa kuzindikira ndi kayendetsedwe ka zinthu, zomwe zimathandiza mabungwe kusunga zinsinsi mosamala pamene akuzindikira zoopsa nthawi yeniyeni. Ndi Xygeni, magulu anu opanga zinthu amatha kuyang'ana kwambiri pakupanga zinthu mwachangu, otsimikiza kuti pulogalamu yawo yonse imakhala yotetezeka, yogwirizana, komanso yodalirika.
FAQ
Kodi ndi zinsinsi zingati zomwe zimawululidwa chaka chilichonse?
GitGuardian yapeza zinsinsi zatsopano 28.65 miliyoni mu GitHub ya anthu onse commitMu 2025 yokha, kuwonjezeka kwa 34% poyerekeza ndi chaka chatha. Chiwerengerochi chimangokhudza malo osungiramo zinthu za anthu onse; malo osungiramo zinthu zamkati, Slack, ndi Jira zimawonjezera kutchuka kwambiri.
Kodi othandizira ma code a AI amawonjezera kufalikira kwa zinsinsi?
Inde, moyezera. Claude Code-assisted commitZinsinsi zomwe zatuluka pamlingo wa 3.2%, pafupifupi kawiri kuposa 1.5% yoyambira mu GitHub yonse ya anthu onse commitZipangizo zokha sizomwe zimayambitsa vutoli, opanga mapulogalamu amasankhabe zomwe angavomereze kapena kukakamiza, koma ma code opangidwa ndi AI amapangitsa kuti ziyeneretso zokhazikika zikhale zosavuta kuyambitsa popanda kuzindikira.
Ngati ndapeza chinsinsi chotuluka, kodi kusanthula kokha ndikokwanira?
64% ya zinsinsi zomwe zatsimikiziridwa kuti zinali zovomerezeka mu 2022 zinali zikugwiritsidwabe ntchito mu Januwale 2026, zomwe zikutanthauza kuti kuzipeza popanda kuchotsedwa kapena kusinthasintha zokha sikungasinthe chiopsezo chomwe chilipo. Uwu ndiye kusiyana kwakukulu pakati pa ma scanner oyambira achinsinsi ndi nsanja zomwe zimaperekanso njira zowongolera.
