Founding AI Engineer

Methodfi; Remote; GBP 90,000 - 120,000; Full time

Job summary

An innovative AI tech firm in the United Kingdom seeks a founding technical team member to shape product architecture and AI models. You will define the core technical direction and build systems across the model pipeline, emphasizing hands-on experience with deep learning and large models. The role promises high ownership, competitive compensation, and an opportunity to influence significant AI products from the ground up in a collaborative environment.

Benefits

Competitive compensation

Performance-based bonuses

Flexible time off

Global travel insurance

Qualifications

• Strong background in deep learning and transformer architectures.
• Hands-on experience training or fine-tuning large models.
• Proficiency with PyTorch, JAX, or TensorFlow.

Responsibilities

• Build end-to-end training pipelines.
• Architect scalable inference systems.
• Shape early product direction and experiment with new use cases.

Skills

Deep learning

Transformer architectures

PyTorch

TensorFlow

GPU optimization

Tools

DeepSpeed

FSDP

Ray

Job description

Transform language models into real-world, high-impact product experiences.

A1 is a self-funded AI group, operating in full stealth. We’re building a new global consumer AI application focused on an important but underexplored use case.

You will shape the core technical direction of A1 - model selection, training strategy, infrastructure, and long-term architecture. This is a founding technical role: your decisions will define our model stack, our data strategy, and our product capabilities for years ahead.

You won’t just fine-tune models - you’ll design systems: training pipelines, evaluation frameworks, inference stacks, and scalable deployment architectures. You will have full autonomy to experiment with frontier models (LLaMA, Mistral, Qwen, Claude-compatible architectures) and build new approaches where existing ones fall short.

Why This Role Matters

• You are creating the intelligence layer of A1’s first product, defining how it understands, reasons, and interacts with users.

• Your decisions shape our entire technical foundation — model architectures, training pipelines, inference systems, and long-term scalability.

• You will push beyond typical chatbot use cases, working on a problem space that requires original thinking, experimentation, and contrarian insight.

• You influence not just how the product works, but what it becomes, helping steer the direction of our earliest use cases.

• You are joining as a founding builder, setting engineering standards, contributing to culture, and helping create one of the most meaningful AI applications of this wave.

What You’ll Do

• Build end-to-end training pipelines: data → training → eval → inference

• Design new model architectures or adapt open-source frontier models

• Fine-tune models using state-of-the-art methods (LoRA/QLoRA, SFT, DPO, distillation)

• Architect scalable inference systems using vLLM / TensorRT-LLM / DeepSpeed

• Build data systems for high-quality synthetic and real-world training data

• Develop alignment, safety, and guardrail strategies

• Design evaluation frameworks across performance, robustness, safety, and bias

• Own deployment: GPU optimization, latency reduction, scaling policies

• Shape early product direction, experiment with new use cases, and build AI-powered experiences from zero

• Explore frontier techniques: retrieval-augmented training, mixture-of-experts, distillation, multi-agent orchestration, multimodal models

What It’s Like to Work Here

• You take ownership - you solve problems end-to-end rather than wait for perfect instructions

• You learn through action - prototype → test → iterate → ship

• You’re calm in ambiguity - zero-to-one building energises you

• You bias toward speed with discipline - V1 now > perfect later

• You see failures and feedback as essential to growth

• You work with humility, curiosity, and a founder’s mindset

• You lift the bar for yourself and your teammates every day

Requirements

• Strong background in deep learning and transformer architectures

• Hands‑on experience training or fine‑tuning large models (LLMs or vision models)

• Proficiency with PyTorch, JAX, or TensorFlow

• Experience with distributed training frameworks (DeepSpeed, FSDP, Megatron, ZeRO, Ray)

• Strong software engineering skills — writing robust, production‑grade systems

• Experience with GPU optimization: memory efficiency, quantization, mixed precision

• Comfortable owning ambiguous, zero‑to‑one technical problems end‑to‑end

Nice to Have

• Experience with LLM inference frameworks (vLLM, TensorRT-LLM, FasterTransformer)

• Contributions to open‑source ML libraries

• Background in scientific computing, compilers, or GPU kernels

• Experience with RLHF pipelines (PPO, DPO, ORPO)

• Experience training or deploying multimodal or diffusion models

• Experience in large‑scale data processing (Apache Arrow, Spark, Ray)

• Prior work in a research lab (Google Brain, DeepMind, FAIR, Anthropic, OpenAI)

What You’ll Get

• Extreme ownership and autonomy from day one - you define and build key model systems.

• Founding‑level influence over technical direction, model architecture, and product strategy.

• Remote‑first flexibility

• High‑impact scope—your work becomes core infrastructure of a global consumer AI product.

• Competitive compensation and performance‑based bonuses

• Backing of a profitable US$2B group, with the speed of a startup

• Insurance coverage, flexible time off, and global travel insurance

• Opportunity to shape a new global AI product from zero

• A small, senior, high‑performance team where you collaborate directly with founders and influence every major decision.

Our Team & Culture

We operate as a dense, senior, high‑performance team. We value clarity, speed, craftsmanship, and relentless ownership. We behave like founders — we build, ship, iterate, and hold ourselves to a high technical bar.

If you value excellence, enjoy building real systems, and want to be part of a small team creating something globally impactful, you’ll thrive here.

About A1

A1 is a self‑funded, independent AI group backed by BJAK, focused on building a new consumer AI product with global impact. We’re assembling a small, elite team of ML and engineering builders who want to work on meaningful, high‑impact problems.