Job Description

Job Overview
We're building a next-generation AI stack for large-scale, session-based vehicular combat. You'll own end-to-end AI features-from behavior technical design to integration with our server simulation, sensory systems, telemetry, and ML inference services. You'll help us move from "default bots" to adaptive, performant, debuggable opponents and squadmates that feel human without breaking fairness or the server budget.
What will you do?

• Design & Implement Behaviors: Ship production-grade AI using GOAP, Utility AI, and/or BTs, choosing the right tool per feature (target selection, positioning, driving, firing, evasion, cooperation).
• Author Sensors & World State: Build reusable sensors, perception pipelines, blackboards/knowledge graphs, and data streams (LOS/LOF, threat & opportunity scoring, terrain/cover, trafficability, dynamic obstacles).
• Telemetry & Tooling: Add introspection/telemetry (action traces, scores, timers, counters), record-and-replay, debug overlays/heatmaps, and scenario harnesses for regression.
• Performance & Quality: Profile and optimize C++ AI systems (jobs/ECS/multithreading, memory locality, cache behavior, lock contention) to hit tight frame budgets.
• ML Inference Hooks: Integrate with model inference services, define data contracts, and gate ML policies safely behind deterministic fallbacks.
• Collaboration & Mentoring: Partner with gameplay, engine, online, and data teams; review code; mentor mid/junior engineers; uphold coding standards and test discipline

What are we looking for?

• Strong C++ (C++17/20) in large, real-time codebases; STL, templates, memory/perf, concurrency; solid debugging and profiling chops.
• Shipped features on at least one multiplayer or simulation-heavy title (AA/AAA or high-quality indie) with AI ownership.
• Deep knowledge of at least one AI architecture (GOAP, Utility AI, BTs) and practical understanding of when/why to use each.
• Experience building perception/sensing systems and scoring/utility functions, not just wiring nodes.
• Proven ability to design debuggability in from day one (telemetry, traces, visualization, reproducible test scenarios).
• Tools: Git/Perforce, CMake, Visual Studio/Clang, CI fundamentals.

What additional skills will help you stand out?
Python 2.7 and 3.10+ for tooling or scripting; binding Python?C++ and shipping safe/native bridges.
Hands-on with ML for games (data collection, labeling, offline training, online inference, A/B evaluation); familiarity with RL/imitation learning concepts.
Experience with inference runtimes (ONNX Runtime, Triton), serialization (protobuf/flatbuffers), and service plumbing (gRPC/HTTP, Kafka/Kinesis).
Navigation for vehicles at scale (terrain analysis, cost fields, flow fields, RVO/ORCA).
Prior end-to-end AI work on shipped or open-source titles (e.g., OpenTTD/Quake mods) showing full ownership from design to debugging. * Exposure to ECS/job systems, lock-free structures, and SIMD; Windows/Linux cross-platform builds.
Tech You'll Touch

• C++17/20, custom engines, internal ECS/job systems
• Python 2.7 (tooling/scripting on one title), 3.10+ (machine learning)
• Build/CI: CMake, [your CI]
• Observability: internal telemetry, replay tools, debug UIs/overlays
• (Optional) ML: ONNX/TorchScript/TensorRT, gRPC/REST service

Expected Outcomes (First 12 Months)

• Ship a robust AI behavior slice (e.g., target selection + driving + firing loop) with clear KPIs (engagement quality, fairness, perf budget).
• Deliver a sensor & scoring framework that other engineers/designers can extend safely.
• Stand up AI telemetry & replay that shortens bug reproduction cycles from days to hours.
• Integrate and harden one ML-backed component behind toggles and fallbacks.

What to Include with Your Application

• Short note on an AI system you owned: problem, architecture choice, trade-offs, and how you measured success.
• Links to demos, videos, or repos (including open-source or modding AI work).
• (Optional) A brief example of a telemetry view or replay harness you built.

Work mode

• Remote (from anywhere within the selected country/EU).

Benefits
Benefits and perks are tailored to the local market and culture. Our benefits in Guildford include:

• 5 weeks of Annual Leave per calendar year - increasing over time to a maximum 30 days per year, with the ability to buy up to an additional 5 days through our holiday buy scheme
• Additional paid time off (Birthday Leave, Marriage Leave, Compassionate Leave)
• Sick Leave Compensation and enhanced Maternity & Paternity Leave Benefits
• Dog-friendly office
• Onsite canteen (with an endless supply of free snacks and drinks)
• Video games area
• Family coverage for Private Medical Insurance (pre-existing conditions are covered), Life Insurance, Pension scheme offering a matched 4% tax free employee contribution
• Mental well-being program (iFeel)
• Wellbeing perks (Mental Health Days, Dedicated Well-being room, Team of Mental Heath First Aiders)
• Career development and education opportunities within the company
• Employee discounts via Perkbox
• Personal Wargaming Gaming Account
• Company events (including events for partners/children)
• Seniority Awards
• Referral program - you can recommend the best talents to the Company and receive a reward
• DPS Games, a Wargaming company, is one of the main European hubs for game development with 25 years of experience on the market
• To learn more about our studio in Guildford, follow this link:

Please submit your CV in English to ensure smooth processing and review.
About Wargaming
Wargaming is an award-winning online game developer and publisher headquartered in Nicosia, Cyprus. Operating since 1998, Wargaming has become one of the leaders in the gaming industry with 15 offices worldwide, including studios in Chicago, Prague, Shanghai, Tokyo, and Vilnius. Our diverse and multicultural team works together to deliver a top-class experience to millions of players who enjoy Wargaming's titles across all major gaming platforms. Our flagship products include free-to-play hits World of Tanks, World of Warships and World of Tanks Blitz.
Please see for details on how Wargaming uses your personal data.

Skills Required