Technical Product Manager

ActAI; Hong Kong; On-site; HKD 900,000 - 1,500,000; Full time

Job summary

ActAI is seeking a deeply technical Technical Product Manager, AI Systems, to bridge user needs with ML capabilities and engineering constraints. You will define how AI features behave, measure outcomes, and drive iterative improvements with ML and engineering teams.

This hands-on role requires understanding system design, evaluation, and trade-offs across quality, latency, cost, safety, and UX, while maintaining strong collaboration with engineers and researchers in a fast-moving environment.

Qualifications

• CS fundamentals and system design knowledge required.
• Hands-on experience with AI-powered products and LLM-based systems preferred.
• Ability to translate technical constraints into clear product decisions.

Responsibilities

• Define end-to-end requirements for AI capabilities and system behavior.
• Translate model capabilities and evaluation results into product decisions.
• Trade off quality, latency, cost, reliability, safety and UX.
• Collaborate with ML, backend, and client engineers on design, evaluation, and iteration.
• Establish quality bars and feedback loops for AI-powered experiences.
• Own product quality end-to-end, including reliability and user trust.

Skills

CS fundamentals

System design

ML in production

Reading technical designs

Model evaluation

AI systems intuition

Job description

There are over 5 billion users using basic applications today such email, notes, tasks, calendar and they're not AI-native. Our mission is to build proactive applications for anyone in the world, who are not used to complex prompting. We aim to bring intelligence to conversations, errands, organising and workflows, with minimal to no prompting.

Our product focuses on achieving high reliability for long-running workflows, persistent context, and real-world task completion. We believe products will greatly reduce hallucinations

Our objective is to organise anyone's life, allowing us all to spend time on valuable and meaningful things

As Technical Product Manager, AI Systems, you work at the intersection of user needs, model capability, and engineering constraints. You will work directly with ML and engineering teams to define how the system should behave, how we measure it, and how we continuously improve it.

This is a deeply technical, hands-on role. You are expected to understand the system and challenge technical decisions.

What You'll Own

• Define end-to-end requirements for AI capabilities, from model behavior to system behavior to user experience.
• Translate model capabilities, evaluation results, and technical constraints into clear product and system decisions.
• Make trade-offs across quality, latency, cost, reliability, safety, and UX.
• Work closely with ML, backend, and client engineers on system design, evaluation, and iteration.
• Define and evolve evaluation frameworks across offline metrics, online experiments, and human feedback.
• Establish clear quality bars and feedback loops for AI-powered experiences.
• Drive execution through clear specifications, prioritization, and strong technical judgment.
• Identify failure modes and ensure AI systems behave predictably and recover gracefully.
• Own product quality end-to-end, correctness, reliability, usefulness, and user trust.

What We're Looking ForTechnical

• Strong computer science fundamentals and system design skills.
• Solid understanding of modern ML and how AI systems behave in production.
• Comfortable reading technical designs, understanding architectures, and engaging deeply with engineers.
• Strong intuition for model limitations, hallucinations, evaluation, and failure modes.

Product & AI

• Hands-on experience with AI-powered products, particularly LLM-based systems.
• Experience with model evaluation, experimentation, prompting, or AI system iteration.
• Ability to turn ambiguous problems into clear requirements, measurable outcomes, and executable plans.
• Strong judgment and the ability to make decisions when the right answer is not obvious.

Mindset

• Highly technical, curious, and comfortable going deep.
• Strong bias toward shipping, experimentation, and learning from real-world usage.
• Able to challenge engineers and researchers constructively while maintaining strong collaboration.
• Comfortable operating with significant ownership in a fast-moving, zero-to-one environment.

Nice to have

• Experience shipping AI-heavy consumer products.
• Background as an engineer or highly technical product manager.
• Strong intuition for AI UX patterns and failure handling.

An engineering background is a strong plus, but what matters most is the ability to reason deeply about both AI systems and product outcomes.

Outcomes

• Product strategy clearly aligns AI capabilities with user needs and company priorities.
• AI features deliver real value, are understandable, predictable, and trusted by users.
• Decisions balance quality, speed, cost, and reliability effectively under uncertainty.
• Roadmaps and priorities are clear, with fast iteration based on real user feedback.
• Teams are aligned, focused, and able to execute on AI product goals with minimal friction.

How We Work

We are a small, high-talent-density, hands-on team. Engineers and product leaders have broad ownership and are expected to exercise strong judgment and execute independently.

We make decisions quickly, work closely together, and balance speed with engineering fundamentals. We care less about process and more about building something exceptional.

We value transparency and efficiency, so expect a prompt decision. If you've demonstrated the exceptional skills and mindset we're looking for, we'll extend an offer to join us. This isn't just a job offer; it's an invitation to be part of a team that's bringing AI to have practical benefits to billions globally.