Manley Research is a Singapore AI solutions provider and software developer. We design, build and deploy custom AI systems — private LLMs, fine-tuned models, autonomous agents and personal assistant bots — running on infrastructure you control. Manley Research 是一家新加坡的 AI 解决方案提供商与软件开发商。我们为企业与个人设计、开发并部署定制 AI 系统——私有大模型、微调模型、智能体与私人助理机器人，部署在你自己掌控的基础设施上。
Six service lines, one principle: every system we deliver is documented, handed over, and runs where you decide — on-premise, in your cloud, or on our managed setup. 六条业务线，一个原则：我们交付的每个系统都有完整文档、完整交接，并运行在你决定的地方——本地机房、你的云，或由我们托管。
End-to-end custom applications with AI at the core: web and mobile apps, internal tools, copilots, knowledge bases (RAG) and API integrations.以 AI 为核心的端到端定制开发：Web 与移动应用、内部工具、企业 Copilot、知识库（RAG）与 API 集成。
Open-weight LLMs (Qwen, DeepSeek, gpt-oss and more) deployed on your own hardware or cloud — Apple Silicon or NVIDIA — so sensitive data never leaves your environment.把开源/开放权重大模型（Qwen、DeepSeek、gpt-oss 等）部署到你自己的硬件或云上——Apple Silicon 或 NVIDIA 均可，敏感数据不出你的环境。
Custom LoRA adapters that teach a model your brand style, characters or products — from dataset curation and captioning to training, evaluation and inference templates.定制 LoRA，让模型学会你的品牌画风、IP 角色或产品形象——从数据集整理、标注，到训练、验收与推理模板一条龙。
Tool-using agents that read, decide and act: research pipelines, monitoring and alerting, scheduled reporting and multi-agent workflows — with permission controls and audit logs.会调用工具、能读能判断能执行的智能体：调研流水线、监控告警、定时报告与多智能体协作——并配有权限管控与审计日志。
Your own AI assistant on Telegram, WhatsApp or Lark — handling email, documents, scheduling, voice notes and files, connected to the tools you already use.部署在 Telegram、WhatsApp 或飞书上的专属 AI 助理——处理邮件、文档、日程、语音与文件，并接入你已在用的工具。
Independent research on the AI model landscape, build-vs-buy and hardware sizing, plus market-microstructure research for digital-asset businesses.独立研究：AI 模型格局、自建与采购决策、硬件选型；以及面向数字资产业务的市场微观结构研究。
We sell what we run. These systems operate daily inside our own studio — the same stack we deploy for clients. 我们卖的，就是我们自己每天在用的。以下系统都在我们工作室日常运行——与交付给客户的是同一套技术栈。
A remote-operated AI assistant that reads and drafts email, books travel, prepares documents and maps, and reports progress in real time — with hard safety rules and an owner-only allowlist.可远程指挥的 AI 秘书：读信回信、订票订房、出文档与地图、实时播报进度——内置安全红线，仅响应机主本人。
A locally hosted open-weight model serving daily news briefs, document search and bookkeeping assistance — zero API cost, data stays on the machine.本地托管的开放权重模型，承担每日新闻简报、文档检索与记账辅助——零 API 成本，数据不出本机。
Curated datasets, caption rules and multi-round evaluation produced a character model that holds proportions, outfits and multi-character scenes consistently.通过数据集整理、标注规范与多轮验收，训练出能稳定保持比例、服装与多角色同框的角色模型。
Agents that run deep-research jobs, watch on-chain and market data, archive results and decide when a human needs to be alerted.能自主跑深度调研、盯链上与市场数据、归档结果，并判断何时需要提醒人工介入的智能体。
Client work is delivered under NDA; references available on request.客户项目均在保密协议下交付；如需参考案例，可应要求提供。
Goals, data, constraints, success metrics.目标、数据、约束与成功标准。
Architecture, model choice, cost and timeline.架构、选型、成本与工期。
Iterative delivery with weekly demos.迭代交付，每周演示。
Acceptance tests, security review, go-live.验收测试、安全检查、上线。
Docs, training and full source handover.文档、培训与源码完整移交。
Monitoring, updates and optimisation.监控、升级与持续优化。
Our advisory work is grounded in published research. Reports are shared with clients and partners. 我们的咨询建议以已发布的研究为基础，报告提供给客户与合作伙伴。
The three-tier structure of today’s open-model market, what can realistically run on a single workstation, licensing risk by model family, and the true break-even of self-hosting versus APIs.开放模型市场的三层结构、单台工作站真正能跑什么、各模型家族的许可风险，以及自托管与 API 的真实盈亏平衡点。
A focused proof-of-concept on one use case, with a working demo and a go/no-go recommendation.聚焦一个场景的概念验证，交付可运行的演示与是否推进的建议。
A defined deliverable — an app, a deployment or a trained model — with acceptance criteria and full handover.明确的交付物——一个应用、一次部署或一个训练好的模型——带验收标准与完整移交。
Ongoing operation, model updates, new automations and advisory for teams that want an AI partner on call.持续运维、模型升级、新增自动化与咨询，适合需要随叫随到 AI 伙伴的团队。
Tell us what you want AI to do, what data you have and where it must run. We reply within two business days.告诉我们你希望 AI 做什么、手上有什么数据、必须运行在哪里。我们会在两个工作日内回复。
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MANLEY RESEARCHPTE. LTD. · SINGAPORE