This is what an AI agent reads. Same page, second kind of user.

1---
2title: "Agent & Workflow Engineering | AppStream Studio"
3description: "Engineer AI agents that retrieve context, use tools, act in your systems, and escalate exceptions. Production guardrails, evaluation, and human oversight built in."
4url: https://appstream.studio/solutions/agent-engineering
5markdown_url: https://appstream.studio/solutions/agent-engineering.md
6---
7 
81. [Solutions](https://appstream.studio/solutions.md)
92. [Engineer](https://appstream.studio/solutions/engineer.md)
103. Agent Engineering
11 
12Agent Engineering
13 
14# Agents that do the work inside your systems, not beside them.
15 
16A chat window answers questions. A production agent retrieves context, uses your tools, updates your systems, and hands people the decisions that need judgment. We engineer agents with the guardrails, escalation, and oversight that make that safe.
17 
18[Talk to an AI engineer](https://appstream.studio/schedule-a-discovery-call.md) · [Explore Engineer](https://appstream.studio/solutions/engineer.md)
19 
20[Part of 02 Engineer Turn possibility into production. Agent & workflow engineering](https://appstream.studio/solutions/engineer.md)
21 
22Where this sits in the lifecycle
23 
241. [01 Advise](https://appstream.studio/solutions/advise.md)
252. [02 Engineer You are here](https://appstream.studio/solutions/engineer.md)
263. [03 Operate](https://appstream.studio/solutions/operate.md)
27[Govern Runs across all three](https://appstream.studio/solutions/govern.md)
28 
29The problem
30 
31## Most agent projects stall at the same point: nobody designed for the moment the agent is wrong. No fallback, no monitoring, no way for a person to step in.
32 
33- Assistants that can answer but can’t act
34- No plan for when the agent gets it wrong
35- Automations that break the first time an input changes
36- No record of what the agent actually did
37 
38How we work
39 
40## Four steps. One team the whole way.
41 
421. 01
43### Design the boundaries
44What the agent reads, what it may change, where it must stop and ask, and how every step is logged.
452. 02
46### Connect it to the work
47Tools, APIs, and systems of record wired in under the user’s own permissions.
483. 03
49### Keep people in the loop
50Escalation, approval, and override paths for the decisions that need judgment.
514. 04
52### Prove it before launch
53Evaluations on your own cases, output validation, and monitoring in place before anything goes live.
54 
55What’s included
56 
57## What agent engineering covers. In practice.
58 
59- ### Task-oriented agents
60Clear goals, tool access, and decision rules built for your domain and workflows.
61- ### Multi-agent orchestration
62Specialized agents that delegate and hand off, instead of one agent doing everything badly.
63- ### Human-in-the-loop
64Approval, escalation, and override patterns, so people own the decisions that matter.
65- ### Tool use & context
66Agents wired into your APIs, databases, and internal tools, with the context to use them well.
67- ### Guardrails & observability
68Output validation, monitoring, and fail-safes, so behavior stays predictable in production.
69- ### Testing & evaluation
70Evaluation suites for accuracy and edge cases, before and after every release.
71 
72What you can hold us to
73 
74## Commitments. Not marketing ranges.
75 
76What every agent we ship commits to.
77 
78logged
79 
80Every step
81 
82Inputs, tool calls, and outputs recorded and traceable
83 
84on the exceptions
85 
86Human
87 
88Defined escalation and override paths for the calls that need judgment
89 
90before launch
91 
92Evaluated
93 
94Tested on your own cases, not a public benchmark
95 
96Go deeper
97 
98## More under Engineer, and beyond.
99 
100- [Engineer Turn possibility into production. Build the applications, agents, integrations, and data infrastructure that put AI inside real business workflows.](https://appstream.studio/solutions/engineer.md)
101- [Agent Knowledge Layer AI is only as good as what it knows about your business.](https://appstream.studio/solutions/agent-knowledge-layer.md)
102- [AI-Enabled Custom Development Custom software, built faster, and billed that way.](https://appstream.studio/solutions/ai-enabled-custom-development.md)
103- [Agent Strategy Know which workflows AI should take on first, before you fund the build.](https://appstream.studio/solutions/agent-strategy.md)
104- [Forward-deployed engineers However you start, our engineers embed with your team: your Slack, your repo, your standups.](https://appstream.studio/forward-deployed-engineers.md)
105 
106## Bring us the workflow. We’ll bring the engineers.
107 
108Pick the process your team runs by hand most often. We’ll show you what an agent can take end to end, where a person stays in the loop, and what production requires.
109 
110[Talk to an AI engineer](https://appstream.studio/schedule-a-discovery-call.md) · [See our work](https://appstream.studio/case-studies.md)
111 
112---
113 
114## AppStream Studio
115 
116AppStream turns frontier AI capabilities into production systems that perform real work. Talk to an AI engineer: https://appstream.studio/schedule-a-discovery-call · Email: contact@appstream.studio
117 
118- [Home](https://appstream.studio/index.md)
119- [Solutions](https://appstream.studio/solutions.md)
120- [Advise](https://appstream.studio/solutions/advise.md)
121- [Engineer](https://appstream.studio/solutions/engineer.md)
122- [Operate](https://appstream.studio/solutions/operate.md)
123- [Govern](https://appstream.studio/solutions/govern.md)
124- [How we work](https://appstream.studio/how-we-work.md)
125- [Work (case studies)](https://appstream.studio/case-studies.md)
126- [Industries](https://appstream.studio/industries.md)
127- [Insights](https://appstream.studio/blog.md)
128- [Partners](https://appstream.studio/partners.md)
129- [About](https://appstream.studio/about-us.md)
130- [Contact](https://appstream.studio/contact.md)
131