AutoGen Development · Newry
AutoGen Development in Newry
Building conversational agent systems on AutoGen for Newry 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 Newry?
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 Newry
Northern Ireland
Newry sits directly on the border with the Republic, and its retail and haulage businesses trade in two currencies and two VAT regimes as a matter of daily routine.
Dual-currency retail and haulage systems handling cross-border VAT, customs paperwork and two pricing structures.
Sectors we work with in Newry
- Retail
- Logistics
- Manufacturing
- Construction
- Food Production
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 Newry 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 Newry
Looking for the full picture? See our AutoGen Development services, everything we do in Newry or browse everything we do.
AutoGen Development in Newry — 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 County Down?
- Yes. We are based in Leicester, United Kingdom and work with clients throughout Northern Ireland, including Newry and the surrounding County Down area. Most collaboration happens remotely, and we travel for kick-offs and key milestones.
- What kind of Newry businesses do you usually work with?
- Dual-currency retail and haulage systems handling cross-border VAT, customs paperwork and two pricing structures. Beyond that we work across Retail, Logistics, Manufacturing, Construction and Food Production.
- Do you cover the areas around Newry?
- Yes — we work throughout Northern Ireland, including Belfast, Lisburn. Newry is an urban area of roughly 27,000+, and we take on work across the wider County Down region rather than the city boundary alone.
Talk to us about AutoGen Development in Newry
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