AutoGen Development · Swansea
AutoGen Development in Swansea
Building conversational agent systems on AutoGen for Swansea organisations, where one capability changes the security posture entirely. Agents can write and execute code as part of solving a problem — which is genuinely powerful and means the execution environment has to be a sandbox with no access to anything you would mind losing.
Why this comes up
The problem
An agent was given the ability to run code, and it is running that code with the same access as the application itself.
What you get
What we deliver
- Code execution isolated in a container with no credentials and no network by default
- Termination conditions defined, since a conversation between agents can continue indefinitely
- Turn and token limits enforced per run rather than trusted to the conversation ending
- Human approval inserted before any action with effects outside the sandbox
- Full conversation transcripts retained, because behaviour is emergent and needs explaining
- Evaluation against fixed tasks, not judged by reading a convincing transcript
Want this scoped for your business in Swansea?
Thirty minutes, no charge, no sales script. You leave with a written summary of what autogen development would actually involve — whether or not you use us.
Working in Swansea
Wales
Swansea combines a large university and health board presence with a coastal tourism economy, and Welsh-language provision is a practical requirement on public-facing work rather than an optional extra.
Bilingual public-facing systems for institutional clients, and seasonal booking for the Gower tourism trade.
Sectors we work with in Swansea
- Higher Education
- Healthcare
- Manufacturing
- Tourism
- Public Sector
What we work with
Technologies and platforms
- AutoGen
- Python
- Docker
- Claude API
Who we work with
Industries we serve
- SaaS businesses
- Research organisations
- Financial services
- Technology companies
- Professional services
Why us
Why Swansea businesses choose Asionis
- Projects typically launched within 4–8 weeks
- No long-term contracts required
- All team members UK-based
- Dedicated account manager and development team
- Transparent reporting with monthly performance metrics
- Scalable from startup to enterprise
How we work
- Step 1
Free consultation
A 30-minute call to understand the problem. You keep the written summary either way.
- Step 2
Proposal
Scope, timeline and a fixed price, in writing, before anything starts.
- Step 3
Build
Short cycles with regular check-ins, so you see progress rather than hear about it.
- Step 4
Launch and support
We handle the go-live and stay available afterwards.
Other services in Swansea
Looking for the full picture? See our AutoGen Development services, everything we do in Swansea or browse everything we do.
AutoGen Development in Swansea — common questions
- Why is sandboxing non-negotiable?
- Because the code is written by a model at runtime and nobody reviews it first. Executing that in a process with your application's credentials means a single misjudged step can read a database or call an API, and the agent had no way of knowing it should not.
- How do conversations end?
- Only if you define it. Agents replying to one another will continue until a termination condition is met or a limit is hit, and a system without either can produce a long, expensive exchange that reaches no conclusion and nobody notices until the bill.
- Is conversational multi-agent better than a sequence?
- For genuinely open-ended problems where the steps are not known, it can be. For anything with a predictable shape it is slower, dearer and harder to debug than the equivalent pipeline, so the framing is worth challenging before adopting it.
- How should these systems be tested?
- Against outcomes on a fixed set of tasks, run repeatedly. Agent transcripts read persuasively regardless of whether the answer was right, so judging by reading them systematically overestimates how well the system works.
- Do you work with businesses across Swansea?
- Yes. We are based in Leicester, United Kingdom and work with clients throughout Wales, including Swansea and the surrounding Swansea area. Most collaboration happens remotely, and we travel for kick-offs and key milestones.
- What kind of Swansea businesses do you usually work with?
- Bilingual public-facing systems for institutional clients, and seasonal booking for the Gower tourism trade. Beyond that we work across Higher Education, Healthcare, Manufacturing, Tourism and Public Sector.
- Do you cover the areas around Swansea?
- Yes — we work throughout Wales, including Cardiff, Newport. Swansea is an urban area of roughly 240,000+, and we take on work across the wider Swansea region rather than the city boundary alone.
Talk to us about AutoGen Development in Swansea
A 30-minute call with someone who would actually work on it. No sales script, no obligation.
- Projects typically launched within 4–8 weeks
- No long-term contracts required
- All team members UK-based
- Dedicated account manager and development team
- Transparent reporting with monthly performance metrics
- Scalable from startup to enterprise