CATCHES
AI Engineer

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About:
One of 30 new companies, from more than 25,000, selected by NVIDIA for its GTC 2026 event in San Jose. Investors include Antoine Arnault, Natalia Vodianova, Roy Chung (Apollo.io), Dillon Erb (Paperspace) and Sarah Willersdorf (former Head of Luxury, BCG).
Location: Remote
Job Summary:
AI Engineer role focussed on building a new consumer-facing agentic experience at CATCHES. This is an opportunity to combine modern agentic systems with proprietary data and foundational technology developed in-house to create a unique product experience. You’ll work directly with the founders and engineering team to design, build and ship the systems behind the product, taking new capabilities from prototype through to production.
Responsibilities:
- Agentic workflows: tool use, planning, routing, multi-step execution and proactive behaviour
- Agent harness: build and evolve context management, structured outputs, retries, fallbacks, compaction and long-running sessions
- State, memory and retrieval: durable state, memory schemas, reconciliation, forgetting, keyword/vector/hybrid retrieval
- Orchestration: subagents, multi-agent systems, managed runtimes vs custom harnesses, durable workflows
- Tools and integrations: MCP, tool gateways, third-party services, browser/computer use, messaging and multimodal inputs
- Decisioning and control: model/tool routing, guardrails and calibrated decision models
- Evals and observability: task success, regressions, failure modes, tracing and production monitoring
- Production: reliability, security, multi-user isolation, latency, cost and model serving
Reasons to use Rodeo
I’m in my final year doing Economics and I don’t know whether to apply for grad schemes now or do a masters first. What do you think?
Honest answer — it depends on where you want to end up. A lot of top grad schemes (Big 4, civil service, banking) don’t need a masters. Let’s look at the ones you’d be competitive for now, and we can decide if a masters actually adds anything.
Also worth knowing: most autumn 2026 applications are open now. Timing matters more than you think.
Start with a chat, not a search bar
Grad scheme, placement, apprenticeship? Not sure what you want yet — that's fine. Your agent talks it through with you and turns "I have no idea" into a shortlist.
Graduate Consultant — 2026 Scheme
Why you're a good match
StrongYour economics background and your summer at a regional bank line up with what PwC looks for on the consulting scheme. Applications close in four weeks.
See breakdownIt searches the market for you
Every day your agent scans the market matching roles against what actually matters to you, not just keywords on a CV.
Why you're a good match
You’ve got the grades and the economics background, and your bank internship is exactly the experience this scheme looks for. Apply soon — deadlines close within the month.
Experience fit
Your summer at the bank plus your econometrics coursework map directly to the day-one responsibilities on this scheme — client modelling, market briefings, and deal support.
Only hits
No noise. No "maybe this fits." Just roles with a clear explanation of why they're right — and where to focus when applying.
Requirements:
- Strong software engineering foundations ideally across backend or full-stack engineering
- Experience shipping agentic or LLM-powered product experiences to real users
- Hands-on experience building agent orchestration, tool use and multi-step workflows
- Strong understanding of context engineering, state, memory and long-running agent systems
- Experience designing evals and diagnosing agent failure modes
- Experience with tracing, observability and debugging non-deterministic systems
- Comfortable integrating models, APIs, third-party services and product infrastructure
- Strong product judgement and the ability to move quickly from experimentation into production
- Comfortable evaluating rapidly changing models, frameworks and approaches


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Working at CATCHES:
Remote with optional co-working access.
- Be part of an experienced team that values shipping, experimentation, and autonomy.
- Contribute early to product and architecture decisions.
- Use cutting-edge tech to deliver pioneering consumer facing technology at scale.
“It took my CV and asked me questions relevant to understanding what kind of jobs to suggest for me. Suggestions were almost perfect. Jobs were exactly what I’ve been looking for.”
Jessica, London
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