NestAI

1.1  Background

背景

Young people across contemporary East Asian and Chinese-diaspora contexts increasingly live in constrained spaces: dormitories, rental flats, long-term serviced apartments, HDB units, micro-apartments. These spaces share a common character — limited area, fixed structure, restricted permissions, uncertain tenure, limited budget, and highly overlapping functions.

Yet these residents are not without aspirations. They scroll through Xiaohongshu, Pinterest, Instagram, Bilibili, Douyin — collecting thousands of room transformations, desk setups, lighting ideas, plant arrangements, storage systems, lifestyle aesthetics.

They do not lack inspiration. What they lack is a system that translates external inspiration into their own real life, real space, and real constraints.

他们不缺灵感。真正的问题是：外部灵感不会自动适配用户真实的人、真实空间和真实约束。

1.2  Core Users

核心用户

NestAI v0.3 defines its primary users as young renters and dormitory residents — people operating under limited budget, limited spatial permissions, and uncertain tenure, yet unwilling to accept a space that merely "works."

The shared trait is not "lacking a home" — it is using a constrained, impermanent space, yet still choosing to live intentionally inside it.

处在过渡性居住状态，但仍想认真生活的人。

1.3  Product Scope

产品范围

v0.3 focuses on living spaces, not workspaces. The reasoning: work spaces primarily serve organisational goals; living spaces primarily serve personal life. When users leave their professional identity behind, life actually unfolds — cooking, music, reading, rest, exercise, solitude, socialising. NestAI addresses lifestyle, not productivity.

Workstation / desk / creative-corner sub-scenes may be introduced in future, but the v0.3 product core is the residential space — the most complete container for lifestyle.

1.4  Pain Points

核心痛点

1.5  Product Philosophy

产品哲学

Platform inspiration, design templates, branded content, and network aesthetics are not the antagonist. They are the system's nutrient — supplying style samples, spatial cases, object references, and lifestyle vocabulary.

But nutrient does not automatically grow into a lifestyle that belongs to a specific person. A genuine lifestyle must grow from a particular soil — the user's behaviours, personality, body, budget, spatial constraints, lighting, circulation, noise, privacy. Constraints are like the size of the pot: they limit what can grow, but also determine what will thrive here.

NestAI doesn't copy someone else's template into your room. It lets your lifestyle grow from your real space.

NestAI 不是把别人的模板搬进你的房间，而是让你的生活方式从你的真实空间里长出来。

1.6  Core Proposition

当前产品命题

NestAI sees your Nest, understands your lifestyle, then gives you your Next.

More precisely: through understanding the user's real space, life intentions, external inspiration, and personal constraints, NestAI translates a desired life into the next executable spatial intervention.

It doesn't only answer "who are you?" — it answers "given who you are now, the space you have now, and the life you want, what is the single most worthwhile thing to change next?"

2.1  Lifestyle Growth System

生活方式生长系统

The core mechanism of NestAI v0.3 is the Lifestyle Growth System. This naming is more precise than "matching engine" — NestAI doesn't simply pair a user with a style or product. It helps the user externalise their lifestyle into physical space through repeated spatial interventions, choices, feedback, and adjustment.

The system operates in three layers:

Internally, the system decomposes into four sub-mechanisms:

NestAI is a spatial agent that helps users grow their own lifestyle.

NestAI 是一个帮助用户生长出自己生活方式的空间 Agent。

2.2  Nest & Next

栖巢与下一步

Next actions include six verbs:

2.3  Lifestyle Components

Lifestyle 的构成

NestAI must avoid collapsing lifestyle into a style label. But it cannot assume users already have a clear, stable, nameable Routine. Most users don't say "I have a night-study routine." They say: I like gaming. I want to work out. I like quiet reading. I want my room to feel more like me.

These are not Routines — they are looser, more honest Habits, Interests, Tendencies, and Desires. So NestAI models lifestyle from low-threshold raw material:

Crucially: Routine is not the starting point of lifestyle — it is the outcome that emerges when Habits, Interests, and Aspirations are consistently supported by a space over time. NestAI doesn't assume a mature lifestyle; it helps grow one from loose, honest raw material.

3.1  Memory & User Profile

记忆系统与用户画像

Memory is what distinguishes NestAI from a one-off AI design tool. It doesn't record isolated tags or objects. It records:

How users currently live, how they aspire to live, how their space changes, and whether those changes actually made a difference.

Five classes of information are tracked:

Key principles: Memory is not a tagging system. It is not a recording burden. It comes from action. It simultaneously tracks the present and the aspiration. It serves the next intervention.

3.2  Space Profile

空间画像

The space profile does not try to fully model the room once upfront. It proceeds in three layers:

The core question is not "what's in the room?" — it's "how do these objects, zones, and limits collectively shape the life the user wants to live?"

3.3  Knowledge Base

知识库

The knowledge base is the nutrient of the Lifestyle Growth System. Two types:

Design knowledge alone produces renovation advice. Human knowledge alone produces lifestyle inspiration content. Both together produce interventions that are executable and connected to a real lifestyle.

3.4  Spatial Intervention Plan

空间干预方案

The intervention plan is the core feature of v0.3 and the highest-priority output in the Studio demo. It is not a detailed renovation report. It first shows the user a transformed life result:

If you do this — here is what your space and your life could look like.

Output formats, in order of visual priority for Studio demo:

Plans come in three tiers:

Every plan includes one extremely light starter action — the first physical thing to do, as simple as standing up from a chair:

Get the user moving first — and let the lifestyle grow from there.

先让用户动起来，再让生活方式长出来。

Each plan must state which Habit / Interest / Desire / Aspiration it serves — to ensure every spatial change is explicitly connected to a life goal, not just aesthetics. And shopping lists, when included, appear only after a user commits to a plan, and must explain why each object is needed, whether a zero-cost substitute exists, and whether it can travel to the next home.

5.1  Studio MVP — Minimum Closed Loop

最小闭环

The Studio MVP must demonstrate a complete Lifestyle Growth System loop:

NestAI doesn't just generate plans in a virtual world — it uses virtual preview and action guidance to drive real change in a physical space.

5.2  Product MVP

产品 MVP

The product MVP proves: can NestAI translate a user's life intention into real change in their physical space?

Not currently prioritised: long-term spatial personality precision, community growth, cross-dwelling migration, full interior design generation capability.

5.3  Technical MVP

技术 MVP

Mobile-first vertical Web App. The camera is central to spatial input, and the interventions happen in the physical space — mobile is the right context to scan, receive a plan, act, and follow up.

Technical focus: run the full loop — Scan → Understand → Call knowledge base → Generate intervention → User feedback → Update Memory — not build all modules at once.