11th December, 2025
AI Product Engineer
Do you love building fast, experimenting with modern AI tools, and shipping real features that customers use? Want to be part of a team that is redefining how AI-powered applications are built and deployed?
We’re looking for a curious, hands-on AI Product Engineer to join us at FromHereOn – someone who thrives in ambiguity, enjoys prototyping, and wants to make a tangible impact by shaping the future of our AI agents.
About FromHereOn
Our purpose at FromHereOn is to co-create better futures for our clients. Our ambition is to become the gold standard in impact consulting by solving UN Sustainable Development Goals. We harness the power of strategy, technology and architecture to help our clients design and activate change across their organisations.
About the Role
As an AI Product Engineer, you’ll be right in the action- rapidly prototyping, building, and improving AI-powered applications. You’ll play a critical role in enhancing our existing Business Opportunity Agent, shipping new features, fixing bugs, and ensuring our systems run smoothly in Azure.
This role is perfect for someone who loves to build, experiment, and iterate quickly - someone who can move from idea to prototype to deployment in the same day, and who is excited by the practical engineering behind agentic AI systems.
What You’ll Be Doing
- Owning enhancements to our Business Opportunity Agent, including fixing bugs, implementing new features, and responding to customer and internal feedback.
- Managing deployments end-to-end -monitoring Azure environments and releasing through dev, test, and production.
- Using Replit and modern cloud tooling to prototype and ship updates rapidly.
- Troubleshooting AI behaviour by understanding concepts like AI memory and tools such as LangChain and LangGraph
- Focusing in the first month on stabilising and enhancing our existing agent, with opportunities to build new agents as the platform grows.
- Running static and dynamic application security tests and operating our security scanning platforms.
- Contributing to design and product work, guided by our Director of AI & Data.
Your Skills & Experience - Rapid prototyping using Replit or modern AI-assisted IDEs.
- Experience taking prototypes to production on Azure.
- Ability to build simple, intuitive user experiences that meet the JTBD.
- Understanding of agentic AI systems: context engineering, input window management, and AI memory.
- Experience with state machines or graph-based logic to guide AI behaviour.
- Ability to orchestrate interactions between multiple AI agents and users.
- Strong iteration mindset—quickly refining features based on feedback.
- Interest in influencing product direction, not just implementation.
- Familiarity with LLMs, AI agents, state machines, Azure, and Unix/Bash.
- Familiarity with DevSecOps practices, including release pipelines, basic Unix tooling, and security scans (SAST/DAST).
- Comfortable working in fast-paced, ambiguous environments where you build, test, refine, and repeat.
Why join FromHereOn? We’re a team of strategists, architects, designers, and change-makers helping clients tackle ambitious transformations with purpose. What sets us apart is our mix of human-centred design, systems thinking, and real-world delivery.
Here’s what you’ll get:
- Flexibility in how, when, and where you work—hybrid by design
- A supportive team that actually cares (about your growth and the world we’re shaping)
- A voice at the table—we’re small enough to be nimble, big enough to make waves
- A competitive salary and bonus structure
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