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Capabilities we can put to work. 我們可以為你 落地的能力。

Four practice areas, one engineering team. We start with the problem, not the technology — and we are comfortable saying that a simpler answer will do. 四個專業領域,一支工程團隊。我們由問題出發,而不是由技術出發;如果更簡單的方案已經足夠,我們也會直說。

01 — Artificial intelligence01 — 人工智能

AI product engineering人工智能產品工程

From a rough idea to a model in production: we handle data preparation, model choice, evaluation and the software around it. 由初步想法到上線的模型:資料準備、模型選擇、成效評估,以及周邊軟件,全部由我們處理。

  • Large language model agents, retrieval and tool use大型語言模型代理、檢索與工具串接
  • Computer vision: detection, tracking, quality inspection電腦視覺:偵測、追蹤、品質檢測
  • Forecasting and anomaly detection on your own data以你自己的數據做預測與異常偵測
  • Evaluation harnesses so you can prove the model works評估機制,讓你能證明模型真的有效
02 — Robotics02 — 機械人

Robotics & autonomous systems機械人與自主系統

Mechanics, electronics and software brought together into a machine that behaves predictably in the messy real world. 把機械結構、電子與軟件整合成一部在真實、混亂環境中仍然表現穩定的機器。

  • Sensor fusion, localisation and mapping感測器融合、定位與建圖
  • Motion planning and safe control loops運動規劃與安全控制迴路
  • Edge compute selection and on-device inference邊緣運算選型與裝置端推論
  • Simulation before hardware, to save build cycles先做模擬再落硬件,節省開發週期
03 — Automation03 — 自動化

Intelligent automation智能自動化

Automation that reads, judges and acts — with a human kept in the loop wherever the consequences matter. 會閱讀、會判斷、會行動的自動化系統,並在所有後果重大的環節保留人手把關。

  • Document and data processing that used to be manual把以往人手處理的文件與數據流程自動化
  • Visual inspection and defect detection on the line產線上的視覺檢測與瑕疵辨識
  • Connected devices, telemetry and alerting裝置連線、遙測數據與警示機制
  • Clear handover rules: what to automate, what to keep human清晰的分工原則:哪些自動化、哪些保留人手
04 — Research04 — 研究

Applied research & prototyping應用研究與原型開發

A short, fixed-scope sprint to answer one question: is this worth building? You get a working demo and a straight answer. 以短週期、固定範圍的衝刺回答一條問題:這值得做嗎?你會得到一個可運作的示範,以及一個直接的答案。

  • Feasibility studies with realistic cost estimates可行性研究,附實際可行的成本估算
  • Benchmarking models and hardware against your criteria按你的標準,比較不同模型與硬件
  • Technical due diligence for investment or partnerships為投資或合作進行技術盡職調查
Prototype A92%
Prototype B64%
Prototype C41%
Engagement models合作模式

Three ways to work with us.三種合作方式。

You do not need a full project to talk to us. Pick the level that matches where you are today.不需要一個完整專案才能找我們。挑選最符合你現況的合作層級就可以。

Advisory顧問諮詢

A short engagement to map options, estimate effort and set a realistic roadmap. Ideal before you commit a budget.短期的合作,梳理可行方案、估算工作量並訂出務實的路線圖。最適合在投入預算之前進行。

1–2 weeksFixed fee固定費用

Prototype sprint原型衝刺

One focused build cycle that produces a working prototype you can demo, test and judge with real evidence.一個聚焦的開發週期,產出可示範、可測試的原型,讓你能憑實證做判斷。

4–8 weeksDemo included附示範成品

Build partner長期技術夥伴

We join your team on a rolling basis to design, ship and maintain the system as it grows.我們以滾動方式加入你的團隊,隨系統成長一同設計、交付與維護。

Monthly按月計Roadmap長期規劃
Toolbox技術工具箱

Tools we reach for most.我們最常用的工具。

Tooling is a means, not an identity. We pick what fits your constraints — including the stack your team already runs.工具只是手段,不是身份認同。我們會按你的限制選擇,包括你團隊現正使用的技術。

PythonPyTorchTensorFlowOpenCV ROS 2SLAMGazeboC++ TypeScriptNode.jsNext.jsPostgreSQL DockerKubernetesAWSGCP Raspberry PiNVIDIA JetsonESP32MQTT LangChainVector databasesMLflowGrafana

Not sure which one you need?還不確定需要哪一種?

Describe the situation in a few lines. We will suggest the smallest useful next step — sometimes it is not us. 用幾行字描述你的情況。我們會建議最小而有效的下一步 —— 有時那一步並不需要我們參與。