Ma AI nni adwuma a ɛyɛ adwinnadeɛ no ho,
a wɔde sɛnea wɔpene so ne nhwehwɛmu ahorow ka bom wɔ nhyehyɛe a ɛyɛ pɛpɛɛpɛ mu.
ARI dan abisadeɛ a wɔakyerɛw wɔ kasa a ɛyɛ dabi mu ma ɛyɛ actions, de kɔ ma nnipa approval, na ɛda nea ɛfiri mu ba adi.
Clevi yɛɛ ARI sɛnea ɛbɛdan AI sɔhwɛ ahorow ayɛ adwuma a ɛyɛ nokware wɔ aguadi mu.
AI sɔhwɛ mmaa da da biara dwumadie mu
Chatbots ne AI nsɔhwɛ redɔɔso, nanso sɛ wɔankɔka wɔn amansan adwuma ankasa ho a, wɔda so yɛ nnwinnadeɛ a wɔatetew mu. Wɔhwɛ nnwinnadeɛ biara so wɔ ɔkwan soronko so, na sɛ anka wɔanhwɛ ahyehyɛdeɛ nyinaa so a, pilots gyinae.
Wontumi nhwehwɛ mu anaa nnyɛ nhwehwɛmu wɔ nea AI ayɛ ho
Kyerɛwtohɔ biara nni hɔ a ɛkyerɛ documents a AI de dii dwuma, ɔkwan a ɛfaa so sii gyinae, anaa nea ɔpenee so. Eyi ma ɛyɛ den sɛ wɔde AI nnwinnade bedi dwuma wɔ mmara anaa internal audit ahwehwɛde ase.
AI betumi ayɛ nneyɛe a asiane kɛse wom a obiara nhwɛ so
Sɛ AI tumi frɛ APIs, sesa external systems, anaa deploy code a, ɛyɛ den sɛ wɔbɛhwɛ so. Enterprises ntumi nnye system a ɛyɛ high-risk actions a enni nnipa nhwehwɛmu ho nnto mu.
AI ntumi nhwɛ mo ahyehyɛde no ho nsɛm mu
Nwoma a ɛwɔ mu, mmara, nsɛmfua a ahyehyɛdeɛ no de di dwuma, ne adwuma ho abakɔsɛm nkɔ AI no so, enti ɛsɛ sɛ akuw no kyerɛkyerɛ tebea no mu bere biara. Ahyehyɛdeɛ nimdeɛ ntumi nka bom nyɛ AI agyapadeɛ.
AI adwuma a ɛkɔ so bere tenten no yɛ den sɛ wobɛdi akyi
Wɔ AI tasks a egye simma pii anaa ɛboro saa mu no, worentumi nhu intermediate states anaa woahu beae pɔtee a mfomso no sii. Ɛnyɛ production model a wobetumi de wɔn ho ato so.
Nya adesrɛ
Lock criteria
Yɛ ho adwuma
Nnipa pene so
Akadeɛ a ɛwɔ abɔnten
Yi result no adi
Approval controls
Nneyɛe a asiane kɛse wom nyɛ adwuma da sɛ onipa nhwɛɛ mu ansa. Siesie approval policies sɛnea task type ne access level te, na siw adwuma a wɔmpene so kwan no ankasa.
Audit kyerɛwtohɔ
Hwɛ AI adeyɛ biara mu nhwehwɛmu wɔ bere biara. ARI kyerɛw dwumadie no nyinaa abakɔsɛm firi adesrɛ so kɔsi nea efiri mu ba, wɔ ɔkwan a ɛma wotumi di akyi, ma emu nhwehwɛmu ne mmara so di.
Nimdeɛ a ɛboaboa ano
Hwɛ context so sɛ ahyehyɛde no agyapadeɛ. Internal documents, adwuma abakɔsɛm, ne gyinaesi ho adanseɛ boa ano sɛnea AI betumi ayɛ adwuma denam nimdeɛ a ɛyɛ mo ahyehyɛde no dea so.
Endpoint a server no di ho dwuma
ARI wɔ server no so na ɔhwɛ code-execution requests so, enti clients nnhia execution environment no ho kwan tẽẽ.
Workspace Guard
Nkitahodi ne nhyehyɛe ahorow siw files ne systems a ARI betumi anya ho kwan bere a ɛreyɛ adwuma sɛ Coding Agent no ano.
Nneɛma a asiane wɔ ho a wɔpene so
ARI de commands a ɛwɔ asiane kɛse mu no ma wɔyɛ adwuma bere a nnipa ahwɛ ahyehyɛ na wɔapene so no nkutoo, na ɛma wo ahyehyɛde no nya tumi tee wɔ automation no scope so.
Nneɛma a wɔde ama a wobetumi ahwɛ so sɛ ɛyɛ nokware
ARI de execution ho adanse ne abakɔsɛm sie code, document, ne output biara a ɛyɛ, enti nea efi he ne he fi no wɔ hɔ bere nyinaa.
Remote fael suahunu
ARI yɛ adwuma wɔ files a ɛwɔ remote environments mu, bere a interface a ɛyɛ mmerɛw sɛ wɔde bedi dwuma ma users hwɛ na wɔsesa nea wɔayɛ no.
Memory write-back controls
Policies na ɛkyerɛ nea ARI betumi asua anaa akyerɛw akɔ memory mu wɔ task bi mu, na ɛmma context a wɔanhyɛ da anyɛ no nkɔ mu.
Adapter ahofadi
ARI nnyina LLM anaa coding platform pɔtee bi so. Sɛ wosesa model a ɛwɔ ase anaa execution environment no a, workflows no kɔ so yɛ adwuma.
Adwumayɛ a ɛyɛ krado na wotumi di so
Hwɛ task states, mfomso, ne retry abakɔsɛm wɔ production mu sɛnea ɛfata, na yɛ AI agents adwuma a black box biara nni hɔ.
Report automation
Workflow automation
Code deployment
ARI nyɛ agent foforo bi kɛkɛ. Ɛyɛ dwumadie, kwan a wɔde kɔ mu, ne nhwehwɛmu ahorow ho control plane a ɛma agents ne nnwinnadeɛ pii tumi yɛ adwuma yiye wɔ adwumakuo nhyehyɛe mu.
| Nsiakyiri | Ahoɔden | Anohyeto | Nea ARI de ka ho |
|---|---|---|---|
| Chatbot a ɛyɛ amansan nyinaa / RAG | Nsɛmmisa ne nkrataa ho mmuae a ɛyɛ ntɛm | Execution, approval, external actions, ne publishing a wɔatwa ano | Ɛka retrieval, execution, approval, ne publishing bom |
| IDE coding aboafoɔ (Copilot, Cursor) |
Ɛma developer ankorankoro no adwumayɛ yɛ papa | Mpɛn pii no, wɔntam enterprise workflows, remote endpoints, ne audit ho | Ɛde coding adwuma ba Clevi access, approval, evidence, ne publishing flows mu |
| Agents a wɔyɛ adwuma wɔn ankasa (OpenHands, Devin) |
Fael nsakraeɛ, shell kwan, sɔhwɛ, ne coding nnwuma a ɛware | Agents taa nya wɔn ankasa nkaeɛ, nnwinnadeɛ, ne session tebea | ARI de execution plane nko ara na ɛyɛ adwuma, bere a server no hwɛ policy, memory, approvals, ne artifacts so |
| Agent frameworks (LangGraph, AutoGen) |
Ɛma ɛyɛ mmerɛw ma developers sɛ wɔbɛkyerɛw agent flows ho code | Ɛhia sɛ wɔyɛ operational UI, ACLs, domain data, ne endpoint queues ho dwumadie soronko | Ɛde Clevi operations a wɔde ahyehyɛ mu ka ho ma wɔn |
| RPA / adwumayɛ akwan a wɔtaa de di dwuma | Process automation a wɔahyehyɛ no pɛpɛɛpɛ ne system integration | Ɛyɛ mmerɛw wɔ nneɛma a wɔanhyehyɛ mu a wɔsan hwehwɛ, kasa mu nsusuwii, ne code nsakrae mu | Ɛka LLMs, AgentLoop, Toolset, Memory, ne Code Agent bom, na ɛde workflows a wɔakyerɛ pefee di dwuma |
* Saa nsɛntitiriw yi da nneɛma a wɔtaa hu wɔ nneɛma no mu adi. Tumi pɔtee betumi ayɛ soronko sɛnea version ne nhyehyɛe te.
ARI nyɛ agent foforɔ. Ɛyɛ control plane a ɛma AI agents ne nnwinnadeɛ a ɛwɔ hɔ dedaw no tumi yɛ adwuma wɔ enterprise workflows mu wɔ ahobammɔ kwan so.
Ɛka wo AI nnwinnade a wowɔ dedaw, coding agents a wɔwɔ akyi, ne wo internal systems bom wɔ run biako a wobetumi adi akyi mu.
Ne adapter-independent design no si platform lock-in ano na ɛka bom ne ERPs, document systems, collaboration tools, code repositories, ne nea ɛkeka ho.
Sɛ nhwɛsoɔ no, nneyɛe a ɛboro criteria a mo ahyehyɛde no asi hɔ — te sɛ external system a wɔsesa, fael pɔtee bi a wɔkɔ mu, anaa sika dodow bi a wɔboro so — kɔ nnipa nhwehwɛmu mu ankasa.
Wobetumi asiesie no sɛ adwumakuw no data ne dwumadie abakɔsɛm renfi emu nkitahodiɛ no mu da.
Ɛfata yiye ma sikasɛm ahyehyɛdeɛ, aban ɔmanfoɔ ahyehyɛdeɛ, ne adwumakuo a wɔwɔ ahobammɔ ho mmara a emu yɛ den.
Wubetumi de records no aka internal audit tools ho anaasɛ woahwɛ na woayi afi hɔ tẽẽ.
Wobetumi ayɛ document, analysis, ne approval adwuma a wɔyɛ no mpɛn pii no ho automation a AI nkɔsoɔ a emu yɛ den nhia.
Platform engineers hyehyɛ adapters wɔ mmeaeɛ a technical integration ho hia.
Implementation bere no gyina systems a wɔde bɛka abom no scope ne adwumakuo no kɛse so; yɛsrɛ sɛ fa implementation inquiry so si nhyehyɛe pɔtee no pi.