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Amplify webinar · 3 September 2026

Agentic AI
in practice

A support desk agent that reads the ticket, finds the answer, and drafts the reply for a person to send. Run centrally, under your company's control.

Andreas Cambitsis · with Yehuda King

Amplify
Today

A support desk agent, from idea to live

1

Where it runs

On your laptop, or run centrally by your company.

2

What it does

Reads the ticket, finds the answer, drafts the reply. A person sends it.

3

Show

A real ticket, start to finish.

4

Build

How the same agent is put together on Amplify.

The example we use all the way through
A ticket arrivesin Zoho Desk
The agent reads itthrough a skill
Searches the knowledge basekeyword and meaning
Saves a draft replya person sends it
Proposes a new pagea person publishes it
Today: the whole journey, end to end, for technical and non-technical people.
Follow-up session: authentication, network security, and building connectors with skills, in depth.
Amplify
Part 1 of 3 · Where it runs

Where an agent runs

Why running agents centrally, under your company's control, changes what you can safely hand them.

Amplify
Where it runs

Where an agent runs decides what you can trust it with

An agent on someone's laptop

Coding agents and desktop assistants: Claude Code, Codex, Cowork and the like

  • It runs with that person's logins and that person's files.
  • Everyone sets up their own copy, and no two are the same.
  • Changes live on one machine. There's no shared version.
  • The organisation can't see what it did.
  • Brilliant for one skilled person.

An agent your company runs centrally

The Amplify Agent Runtime

  • It runs in your own cloud environment, in its own sandbox for every conversation.
  • You sign in with your work identity. Access is by group.
  • It's versioned, reviewed and deployed like software.
  • Every tool call and every change is logged.
  • Built once, shared by the team, permissions under control.
The AI is the same. What changes is where it runs and who is in control.
Amplify
Where it runs · The runtime

What the Amplify Agent Runtime gives you

It runs in your environment

In your own cloud. Every conversation gets its own sandbox, files and network rules.

Your work login

You sign in with your company account. Who can use, edit or publish an agent is a group setting.

Version control, built in

Instructions, knowledge and skills live in the agent's own repository. Every change is a commit.

Test before you publish

Draft, Preview and Production. A route decides which version people actually get.

Nobody handles passwords

The runtime holds the secrets. The model and the prompt never see them.

You can see everything it did

Tool calls, knowledge lookups, changes and deployments are all logged and reviewable.

Amplify
Where it runs · Versions

Agent changes are tracked, tested and reversible

How a change to the agent reaches its users. This is the build flow, not the ticket flow.
Draftedited and tested here
Reviewsomeone approves
Previewtry the version out
Productiontwo live versions
Routewho gets which version

Everything in the agent is versioned

Instructions, every knowledge file, every skill. Once a version is released it can't change.

Going back is one switch

Production holds two versions. If something's wrong, point the route back. No rebuild.

People own promotion

The agent can propose a change. Only a person moves it from Draft to Live.

Software teams have worked this way for decades. Here you get it without setting anything up.
Amplify
Where it runs · Skills

Skills: instructions plus code

What a skill is

  • A folder with a SKILL.md: a name, a description, instructions.
  • Plus, if you want, scripts the agent can run.
  • The agent sees the names and loads a skill when it needs one.
  • An open industry standard, not an Amplify format.

Why it matters

  • A skill with a script is a connector to any system with an API.
  • The runtime supplies the sign-in, so it can call that API safely.
  • It's versioned with the agent. The agent can even write one, in Draft.
# the whole skill: one folder, two files skills/zoho-desk/ ├── SKILL.md └── desk.py # get ticket · save draft # SKILL.md --- name: zoho-desk description: Read Zoho Desk tickets and save draft replies through the Zoho Desk API. Use when asked to read, summarise, or draft a reply to a ticket. Never sends email. --- # Zoho Desk Use desk.py for every call. The runtime supplies the signed-in user's token in ZOHO_DESK_TOKEN. Do not print or log the token. python desk.py get 1234 python desk.py draft <id> --file reply.html
Amplify
Where it runs · Signing in

The agent signs in as you

You sign inwith your work account
The runtime keeps the tokenencrypted, refreshed in your environment
The skill's script runsin the sandbox
The runtime supplies the credentialonly to systems on the allow list
The target systemZoho Desk, today

What this means

  • The model never sees the secret. The prompt never contains it.
  • The agent acts as you, with your permissions in the target system.
  • The sandbox can only reach hosts on its allow list.

What you do, and don't do

  • You sign in once, with the account you already use for Zoho Desk.
  • You never paste a password or key anywhere.
  • The draft carries your name, because the agent worked as you.
Amplify
Where it runs · Knowledge

Knowledge that is found reliably, and kept current

It finds the right page

  • Search by exact words: error codes, product names.
  • Search by meaning, when the customer's words differ from the page.
  • The best passages are put first.
  • Different phrasings of the same question still match.

Versioned with the agent

  • Knowledge files are part of the agent's repository.
  • Restore an old version and the knowledge comes back with it.
  • Every change has an author and a reason.

Updated from the conversation

  • The agent can add, replace or delete a knowledge file.
  • The change lands in Draft. Never straight to Live.
  • A person reviews it and publishes.
Knowledge compounds when the people answering tickets can improve it in the same place they use it.
Amplify
Where it runs · What it opens up

What this opens up

Any system with an API is within the agent's reach

A skill with a script, plus a brokered credential. No connector product to buy, no middleware to run.

Your permissions carry through

The agent does what you're allowed to do, in the target system, as you.

Knowledge that compounds

Every resolved ticket can improve the knowledge base, through review, for the next ticket.

Agents run like products

Versions, environments, rollback and audit, for something that used to be a prompt in a text box.

Amplify
Part 2 of 3 · Design

The support desk agent

What it does when a ticket arrives, what it needs to get the answer right, and where a person stays in charge.

Amplify
Design · What it does

The support desk agent, step by step

1
A ticket arrives in Zoho DeskA customer emails a question.
2
The agent reads itSubject, description, and the conversation so far.
3
It searches the knowledge baseBy keyword and by meaning, across internal and external pages.
4
It writes a draft replyIn our support voice, citing the pages it used.
5
The draft is saved in Zoho DeskA person reviews and sends it. The agent never sends.
6
Missing knowledge goes back into the baseThe agent drafts a new page into Draft, for review.

Two human checkpoints

The reply stays a draft until a person sends it.

The knowledge change stays in Draft until a person publishes it.

Everything in between is driven from one chat.

Amplify
Design

The same flow, mapped onto Amplify

Support person chat · work account AGENT · Draft or Live version Instructions who it is, tone, when to draft, when to propose knowledge Knowledge FAQ pages, versioned searched by words and by meaning Skill · zoho-desk instructions plus one script reads the ticket saves the draft Knowledge update proposes a new or changed page into Draft, with a reason Every file above is versioned. Draft → Review → Preview → Production Agent Runtime Own sandbox per chat Holds the Zoho sign-in encrypted, never in the chat Only talks to Zoho Desk everything else is blocked Keeps a log Zoho Desk ticket · draft reply API call as you
Amplify
Part 3 of 3 · Show and build

Ticket in, draft out, knowledge improved

First what it does. Then how it's built. The second half is the technical one.

Amplify
Show and build

Demo.

A real ticket in Zoho Desk, start to finish. Then how the agent is built.

Amplify
Close

Takeaways

Run agents centrally, under company control

In your own cloud environment, under your company identity, with everything logged. That's what makes it safe to connect customer systems.

One skill connects any system

One folder and one script connect any API. The runtime handles the secrets.

Shape knowledge so it can be found and checked

FAQ-shaped, marked by audience, with a source. Let the agent propose. Let people publish.

Ship agents like software

Draft, review, preview, production, rollback. It's built in.

Questions.

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