Engenharia Agêntica e as soluções da Zoho

Engenharia Agêntica e as soluções da Zoho

O conceito de engenharia agêntica impacta diretamente como os sistemas são projetos. Este tema inseri mais uma camada a nossa idéia de inteligência artificial.

Antes o desenvolvimento de sistemas operavam de forma reativa e dependente de comandos diretos, já Engenharia Agêntica propõe a construção de sistemas compostos por agentes autônomos, capazes de tomar decisões, executar tarefas e interagir entre si para alcançar objetivos complexos.

Engenharia Agêntica: o que é, como funciona e por que está transformando a arquitetura de IA  

A Engenharia Agêntica pode ser definida como a disciplina responsável por projetar, desenvolver e estruturar sistemas baseados em agentes autônomos de IA.

Esses agentes:

  • Interpretam objetivos

  • Planejam ações

  • Tomam decisões com base em contexto

  • Executam tarefas

  • Aprendem com resultados

  • Interagem com outros agentes ou sistemas

Ao invés de um único modelo centralizado, temos um ecossistema de agentes especializados, cada um com uma função clara dentro da arquitetura.

Esse modelo está diretamente relacionado ao conceito de arquitetura agêntica, onde múltiplos agentes colaboram para resolver problemas de forma dinâmica e adaptativa.

Diferença entre IA tradicional e Engenharia Agêntica  

IA tradicional:

  • Responde a prompts ou comandos

  • Atua de forma pontual

  • Não possui autonomia real

  • Não coordena múltiplas tarefas complexas

Engenharia Agêntica:

  • Atua com objetivos definidos

  • Planeja múltiplas etapas

  • Coordena agentes especializados

  • Opera de forma adaptativa e contextual

  • Pode trabalhar de maneira contínua

Em termos práticos, enquanto a IA tradicional executa uma tarefa, a Engenharia Agêntica gerencia processos completos.

E como as soluções da Zoho podem te ajudar nisso?

Um agente é um sistema que:

  1. Percebe (recebe dados / contexto)

  2. Raciocina (planeja, decide)

  3. Age (executa tarefas em sistemas externos)

  4. Aprende ou ajusta comportamento

A engenharia agêntica é a prática estruturada de criar esse ciclo de forma segura, escalável e governável.

No ecossistema Zoho, engenharia agêntica significa:

  • Agentes que operam CRM, Creator, Desk, Projects

  • Uso de Deluge + Catalyst + APIs

  • Orquestração multiapp

  • Automação inteligente baseada em contexto e não apenas triggers fixos

Isso é uma evolução do workflow tradicional para decisão dinâmica baseada em IA.

Mas o grande motor disso é o Zoho Creator, com ele você estrutura dados, regras e workflow.

O Deluge e integrações via API permitem que um agente análise cenários, dispare ações, atualize registros e coordene múltiplos aplicativos, tudo baseado em contexto, não apenas em gatilhos fixos.

Imagine um agente que identifica um risco no pipeline, cria um projeto automaticamente, ajusta prazos no Projects e notifica o time no Desk, sem nenhuma intervenção manual.

Isso é sair do workflow estático e entrar na era dos sistemas inteligentes. Engenharia Agêntica com Zoho Creator é o próximo nível de arquitetura de soluções.

Tem um vídeo meu que criei um agente no Zoho Creator e expliquei como faz, segue o link https://www.youtube.com/watch?v=ulHWdHhesAc&t=81s

    • Sticky Posts

    • Participe dos encontros exclusivos Zoho User Groups (ZUGs)

      Temos um convite especial para você! Participe dos Zoho User Groups (ZUGs), encontros presenciais que conectam usuários, especialistas e parceiros da Zoho. Esses eventos são a oportunidade perfeita para compartilhar melhores práticas e descobrir como
    • Boas Práticas na Comunidade Zoho Brasil

      Participar da Comunidade Zoho Brasil pode ser uma experiência enriquecedora e colaborativa, mas para que isso aconteça, devemos sempre contribuir para um ambiente positivo e construtivo. Aqui estão algumas dicas de boas práticas para garantir que todos
    • Seja muito bem-vindo à Comunidade Zoho Brasil!

      É com muita empolgação que convidamos você a fazer parte deste novo espaço de colaboração, interação e troca de conhecimentos! Na Comunidade Zoho Brasil você poderá criar tópicos de conversa nos fóruns e também colaborar em discussões produtivas iniciadas
    • A assistente de redação inteligente do Zoho Writer, Zia, agora oferece suporte ao português brasileiro!

      Obtenha sugestões contextuais de ortografia e gramática e melhore a qualidade geral do seu conteúdo com a Zia ao escrever em português. Estamos treinando a Zia em um novo idioma para atender à crescente demanda dos nossos usuários por acesso multilíngue.
    • Recent Topics

    • Analytics Dashboard User Filters Default Value

      User Filters on Dashboard do not allow Unknown to be set as a default filter value. I have to include NULL values in my dashboard among other values but I can't include NULL/Unknown by default in Dashboard User Filters.
    • Horrible download speed

      Using a trial of Zoho Assist and downloading a 316 MB file on a 500/500 fibre connection to a remote computer on the same network took 7 mins to complete. On AnyDesk it took 1 min or so.
    • How to Backup Zoho to PST?

      I'm looking for a simple way to backup Zoho Mail emails to PST format. I tried the IMAP method with Outlook, but it seems slow and complicated for large mailboxes. I need a solution that can: Export Zoho emails to PST Preserve attachments and folder hierarchy
    • Frustrated with Zoho Assist QuickSUpport

      Trialling Zoho Assist and I have a variety of clients. A lot are computer illiterate. Some have poor vision. The current support sessions are using apps which have desktop icons for the appropriate apps. I either connect on demand then the client approves
    • Zoho Books | Product updates | August 2026

      Hello users, July has been an exciting month for Zoho Books! This month, we're excited to introduce HTML PDF Templates, Placeholders as Pills, expanded approval workflows for Sales Returns and Journals, and significant compliance updates across the India,
    • Action required: WhatsApp now uses BSUID as the primary identifier

      Important If your support team uses WhatsApp to engage with customers, there is an important platform change you need to know about. BSUID support is now mandatory for all WhatsApp Business Platform partners and businesses. WhatsApp is introducing usernames,
    • Tip #83- Give Customers a Faster Way to Reach You with the Quick Support Plugin – 'Insider Insights'

      Hello Zoho Assist Community! Think about the last time a customer needed urgent support. They emailed in, waited for a response, got a session link, couldn't find it in their inbox, called back, and by the time the session actually started, a good chunk
    • Final Notice: Migrate Your ASAP Mobile SDK by August 31

      Alert August 31, 2026 is the deadline. After this date, older ASAP Mobile SDK versions will no longer work with the ASAP Help Widget. If your app hasn't been migrated to a supported SDK version, users will no longer be able to access the ASAP Help Widget
    • Approval Process configuration is now more flexible and fully customizable

      Hello everyone! Zoho CRM's Approval Process is back with a better user experience that makes it easier to add rules to your processes. This enhancement includes some UI updates that help you create highly structured approval stages—and more. Let's look
    • Kaizen #255 - Building a Real-Time Operational Dashboard with Zoho CRM Queries

      Hello Everyone, Welcome back to another edition of the Kaizen series, where we uncover powerful ways to extend and customize Zoho CRM. In the previous Query Kaizens, we explored how Queries can retrieve CRM data, invoke REST APIs, and even update CRM
    • 【Zoho CRM】キオスクに「ループ機能」が追加|同じ処理を繰り返し実行可能に

      ユーザーの皆さま、こんにちは。 コミュニティグループの中野です。 Zoho CRMのキオスクに、同じ処理を繰り返し実行できる「ループ機能」が追加されました。 これまでは、同じ処理を複数回実行したい場合、同じ設定を繰り返し作成する必要がありました。 ループ機能を使うと、処理を一度設定するだけで、指定した回数や 取得したデータ数に応じて自動的に繰り返すことができます。 目次 ループ機能とは 設定方法 注意点 1. ループ機能とは ループ機能を使うと、キオスク内の画面や処理を指定した条件に応じて繰り返し実行できます。
    • Es posible cambiar el lenguaje de los modulos del ASAP?

      Es posible cambiar el lenguaje de estos textos? Tengo Zoho configurado en español pero aun así me muestra estos textos en ingles:
    • Where do I edit the "Welcome to [portal name]" message

      I am looking for a way to edit the "Welcome to" part of the message that is seen on the landing page (ex: https://help.zoho.com/portal/en/home). When I use the French interface, it doesn't make sense... I want to change it from "Bienvenue chez" to" Bienvenue au". Thanks!
    • Zoho ERP | Product updates | July 2026

      Hello users, We're back with another round of updates to help you streamline your operations. This month's release brings new features and enhancements designed to help you work more efficiently. Read on to discover everything that's new in Zoho ERP this
    • Automate Backups

      This is a feature request. Consider adding an auto backup feature. Where when you turn it on, it will auto backup on the 15-day schedule. For additional consideration, allow for the export of module data via API calls. Thank you for your consideration.
    • Shared Snippets Everyone

      Hi, Now that the Shared Snippets have been released and I think will be the most used feature implemented in 2023 :) Creating and Using Snippets in Ticket Responses - Online Help | Zoho Desk Maintain consistency in ticket responses with shared snippets
    • Multi-currency and Products

      One of the main reasons I have gone down the Zoho route is because I need multi-currency support. However, I find that products can only be priced in the home currency, We sell to the US and UK. However, we maintain different price lists for each. There
    • Remove "Subject" as a required field on quotations

      Not sure why, but Zoho has made 'Subject' a system defined required field. I'm not entirely sure why subject would be required as a key field (i.e. you cannot deactivate it or change it from required). It doesn't make much sense on many product quotations,
    • Displaying only unread tickets in ticket view

      Hello, I was wondering if someone might be able to help me with this one. We use filters to display our ticket list, typically using a saved filter which displays the tickets which are overdue or due today. What I'd really like is another filter that
    • Best way to setup Inventory bin tracking for products with multiple boxes/crates

      Hi - we need some advice from the community on setting up Items in the Inventory for products with multiple crates. We have large products in our warehouse where the product is delivered as two large (double pallet) crates. We've setup the Items for these
    • Can't find field from ZCRM for a trigger

      Hello, Currently I am revamping our CRM system and we have created second layouts from to try out new processes while not disrupting the old one. Moreover, we want to use different layouts for different processes. The issue is that when creating the ZCRM
    • Discount Per Item / Option Removed

      Hi, I was using Zoho Books for three years now and very saticfied. Now, as we try to add an invoice, we founds that the discount option per item was takn away, and a discount from total was implemented. However, we have cases when we add a diffrent discount to each item. Was this option removed permanently? Thanks, 
    • Any Possible to change the challan type in Delivery challan ?

      Hello Team, We need to add the more values in challan type in delivery challan module in Zoho Books.So how to add additional values in challan type field. Please find following snap for your reference. Thanks in Advance, Thisai Moorthy.
    • Show when an invoice has been viewed

      It would be nice to know if/when a customer has viewed an invoice. This would mean not having PDF attachments and just have the link to the invoice. My previous invoicing solution had this feature and I did not realize how much I used it until it was gone. Would this be possible, or this already available and I am just missing it?
    • Customer image field

      I created a custom image field for estimates, and it works as expected. The only issue I have is that I want to be able to place the custom image field in the estimate invoice. Is there a way I can do that, the field does not give the option to display
    • Zoho Books | Product updates | March 2026

      Hello users, We’ve rolled out new features and enhancements in Zoho Books. From Advanced Reporting Tags to the ability to mark projects as completed, explore the latest updates designed to improve your bookkeeping experience. Introducing Advanced Reporting
    • Separator line

      Is there a way i can insert a line in an invoice or quote without showing qty or prices? e.g. Options I Item description qty and price Option II Item description qty and price Thanks
    • All new Address Field in Zoho CRM: maintain structured and accurate address inputs

      Availability Update: 29 September 2025: It's currently available for all new sign-ups and for existing Zoho CRM orgs which are in the Professional edition exclusively for IN DC users. 2 March 2026: Available to users in all DCs except US and EU DC. 24
    • BCC Drop Box Centralisation

      Hi Team, For the last few years, I have had a question related to the Zoho CRM BCC Dropbox feature. Although BCC Dropbox is very useful for tracking customer email communication, I have always wondered why its configuration is managed at the individual
    • Kiosk Page Refresh

      We have a Kiosk running from a button in contacts to update values and also add related lists, which works great, but when the kiosk is finished the page does not refresh to show the changes. Is there a way to force the contact to refresh/update when
    • CRM Integration - Option to Sync Reporting Tags

      It would be nice to be able to sync reporting tags in Zoho Finance to a custom field in Zoho CRM. My use case is for a Customer in Finance to an Account in CRM (and vice-versa, of course), but I'm sure it's pretty obvious that this could also be used
    • Join the Zoho Desk Virtual Classroom Training (VCRT)

      Hello everyone, Have you heard about Zoho's Virtual Classroom Training (VCRT)? Zoho Desk's Virtual Classroom Training offers end-to-end training for Zoho Desk users. Join the VCRT and get hands-on guidance for setting up Zoho Desk and getting your business
    • Make Rich Text fields available in Canva Print Views

      Everything is on the title. I don't really understand why this is not already possible as Rich Text Fields are available in Canva Detailed Views for example.
    • Zoho CRM Approval Process based on Field Update

      Hello, In current structure, Zoho CRM send records to approval based on record creation and edit.  I think, it should be to set approval process trigger based on any field update in record. When the user update any field, the record can assign to approval
    • Approve records efficiently: Useful enhancements to My Jobs module and Approval process in Zoho CRM

      Dear Customers, As you might know, approval process is a process automation tool that allows you to automate approvals in your organization and My Jobs is where you approve requests from a single point of view. Here's how you'd go about it: You’d add
    • Filter isn't

      The ability to filter the history of a given flow to a specific status however it would be great to have the ability to filter to a status that isn't something for example if i want to find all history that isn't complete.
    • Introducing the Store Locator widget

      Hello everyone! Your website is often the first place customers visit before deciding where to shop. But when they can't quickly find the nearest store, check business hours, or get directions, many leave your website and search elsewhere. Every extra
    • Important updates to your connectors

      Hello everyone, Greeting from Zoho Creator! We're excited to announce that we'll be rolling out significant backend updates to Zoho Creator's built-in connectors to enhance security by following the latest frameworks. The existing version of some of the
    • Important updates to your Salesforce integrations in Zoho Creator

      Hello everyone, We're writing to inform you of an important change regarding Salesforce integrations in Zoho Creator. Salesforce has introduced new security requirements for third-party platforms that connect with their services via APIs. To comply with
    • Password Policy in Zoho Mail: Set password rules to keep your organization secure

      Weak or repetitive passwords are one of the most common causes of unauthorized account access in organizations. Zoho Mail's Password Policy feature allows administrators to define and enforce specific password requirements for all users in the organization,
    • Next Page