微行动Build habits bit by bit; redeem points for rewards
UnitySight · 一元洞见
Multi-agent. Multi-app. Multi-device.
The foundation for vertical agent apps.
UnitySight builds infrastructure for vertical agent applications — orchestrating multiple agents, connecting multiple apps and spanning multiple devices, so agents run reliably and under control inside real workflows.
01Platform
One foundation for every form of vertical agent app.
A layered design with clear responsibilities and loose coupling. Security and governance span every layer.
L4Applications
Productivity assistant
Developer apps
Agent app store
L3Orchestration
Multi-agent coordination
Task planning
Capability routing
L2Capabilities
Tool & app integration
Memory & context
Model-agnostic
L1Data & Sync
Structured personal data
Cross-device sync
Local-first
L0–L4Governance
Permissions
Privacy
Auditability
L0Surfaces
Desktop
Mobile
Web
Terminal
MULTI-AGENT
Multi-agent
Composable · Collaborative
A unified orchestration layer coordinates multiple agents and routes each task to the right model and capability, with no single-vendor dependency.
MULTI-APP
Multi-app
Unified integration · Open ecosystem
Apps share consistent data and context. Third-party developers integrate through the same standard, and capabilities are reused across apps.
MULTI-DEVICE
Multi-device
Continuous · Local-first
Tasks and state move seamlessly across desktop, mobile, web and terminal, with data kept on the user's side by default.
Model-agnosticPrivacy-firstExtensibleAuditable
02Why now
Models have matured. The bottleneck is deployment.
An agent's value no longer depends on the model alone, but on whether it can enter a specific context, retain that context over time and complete tasks reliably.
Capability inflection
Reasoning, planning and tool use are now sufficient for a wide range of real tasks.
Form-factor mismatch
Chat interfaces cannot carry use cases that require durable state and structured data.
Vertical gap
Every domain has distinct processes, rules and data, and needs purpose-built agent applications.
03The problem
Building vertical agent apps still faces four systemic challenges.
01
Fragmented context
Data is scattered across apps and devices, so agents never see the full picture.
02
Costly workflow fit
Generic agents lack domain understanding; integrating real workflows requires heavy customization.
03
Insufficient privacy and control
Personal and business data must be processed in controlled, auditable environments.
04
No shared foundation
Developers repeatedly rebuild orchestration, memory, integration and sync.
04Market
We enter through niche vertical user groups that general platforms overlook.
General platforms are built for the mass market and cannot design deeply for every segment. These groups have well-defined needs and high-frequency workflows — where vertical agents deliver the most value.
Well-defined needs
Clear, recurring workflows that agents can take on end to end.
Structural gap
General products cannot cover every niche, leaving a structural gap in supply.
Depth, then breadth
Go deep in one use case, then expand to more verticals through the open platform.
05Roadmap
One foundation, three stages, from product to ecosystem.
Each stage reuses and strengthens the same foundation.
Stage 1In development
Personal productivity assistant
Manage todos, notes and expenses in natural language, with linked data and context that compounds over time.
TodosNotesExpenses
Stage 2Planned
Developer platform
Open the foundation to developers to connect their own apps and build and ship vertical agent applications efficiently.
App integrationReusable capabilitiesVertical use cases
Stage 3Future
Agent app store
Developers publish, distribute and monetize their apps; users discover the agent applications that fit their needs.
PublishDistributeMonetize
06UBot
UBot: a local-first AI assistant on your own devices.
UBot is a local-first AI assistant. Each bot has its own workspace to work with files, run commands you approve, browse the web, and follow routines, on Mac and phone, with your data staying on your devices. Built for personal and household use, and as a base for focused apps.
Local-firstPer-bot workspaceCommands you approveRoutinesMac · PhoneGroup collaboration
9:41
Chats
Search
🏠
FamilyGroup09:12
Life assistant: Saturday shopping list updated2
🌿
Life assistant08:30
Weather reminder set for 8 AM tomorrow
💰
Budget assistantYesterday
This week's spending is in a table
💻
Code assistantMacYesterday
cargo build finished with no errors
CC
Claude CodeExternalMon
Via makit · Waiting for your approval1
📚
Study assistantMon
Reading notes saved to Documents
Chats
Apps
Devices
Me
9:41
Apps
Family apps
合拍Move tasks forward with AI: hand off, then review
mindflowCapture ideas anytime; organized into notes automatically
+
More appsDeveloper integration
Opening soonApps run inside UBot and share its assistants, devices and permissions.
Chats
Apps
Devices
Me
9:41
Devices
Connected
💻
My MacBookmacOS · Direct
Online📱
iPhoneThis device
Recent activity
💻
Code assistant ran a command on Mac
2 min agocargo build🌿
Life assistant read a file
10 min agoshopping-list.md💰
Budget assistant routine ran
1 hr agoWeekly bills summaryCC
Claude Code command approved
Yesterdaygit statusChats
Apps
Devices
Me
9:41
Me
🙂
Sample user1 Mac · 1 iPhone
💻
Devices
2🧠
Models
Auto🔗
Connections
makit · Cursor🔒
Privacy & Security
Ask me⚙️
General
Chats
Apps
Devices
Me
Use cases
Existing capabilities, plus integrations with apps coming soon.
Family
Today, each family member joins UBot as a device. The multi-device foundation lets several people and several assistants share one conversation and one plan.
🏠Family
👩
Mom
Let's split the chores this week
🌿
Life assistant
Here's this week's rota, based on everyone's schedule:
Mon
Take out trash
LeoWed
Groceries
DadSat
Deep clean
Everyone⏰ Reminders at 8 PM · Check in with 微行动 when done
✓Leo finished "Take out trash"
🏠Family
👨
Dad
Camping next weekend? Any ideas?
👦
Leo
Somewhere with a lake!
🌿
Life assistant
Combined everyone's input. Suggested plan:
Leave Saturday · Lakeside campsite · 1 nightSynced to 合拍
Book campsite
DadBuy food
MomPack gear
LeoEvery day at 8 AM, summarize my schedule and the weather
⏰
Morning briefingDaily 08:00
💻Code assistant wants to run on "My MacBook"
$ cargo test --releaseDenyApprove
🏠Family
🌿
Life assistant
Saturday shopping list is ready: 8 items.
💰
Budget assistant
Estimated the cost and added it to this month's budget.
Connections
makit
ConnectedClaude Code
Via makitCodex
Via makitCursor
ConnectedMy MacBook●
ActivityFilesTodos
$ cargo buildDone$ git pullDone$ npm testAwaiting approval🌿Life assistant wants to read a file
Documents/family-bills.csvAllow onceAlways allowDeny
Family apps
Focused apps built around UBot. Each app can sync its data to UBot assistants, so they can help based on your habits, tasks and notes.
微行动
Build habits bit by bit; redeem points for rewards
Habit check-insPoints & rewardsStats & heatmap
Syncs data to UBot assistants
9:41
HabitsBuildQuit
Tue, Nov 10
3/41 more for a perfect day
Points128
AllAMPMEveningTodo
🌅
Wake up early12-day streak
✓📖
Read 30 min8-day streak
✓🏃
Workout3/4 this week
✓🧘
Meditate5-day streak
Habits
Rewards
Stats
Me
9:41
Stats
Completion76%
Check-ins86
Last 8 weeks
Best time7–9 AM
Strongest dayWed
Last 6 months
Habits
Rewards
Stats
Me
合拍
Move tasks forward with AI: hand off, then review
Hand off to AIReview resultsAI work stats
Syncs data to UBot assistants
9:41
For meUBot connected
2 to review
Prepare next week's pitch deckTo review
Done by AI · 12-slide outline & talking pointsAcceptReturnView
Compare three cloud quotesTo review
Comparison table · incl. annual discountsAcceptReturnView
Book a room for Friday PMAI doing
Checking available slots…New task…Give to AI
For me
AI doing
Lists
Me
9:41
Me
14Done this week
9By AI
6.5hAI saved
This weekYouAI
BotUBot
UBot connectedFor me
AI doing
Lists
Me
mindflow
Capture ideas anytime; organized into notes automatically
Quick capture#tagsDaily notes
Syncs data to UBot assistants
9:41
Capture
9 this week · 4-day streak
09:20
Product idea: link todos and notes into one timeline
11:05
Open the pitch with a real user story
21:10
☑ Send homepage feedback to the designer tomorrow
What's on your mind…
#☑[[ ]]Supports #tags
Capture
Notes
Settings
9:41
Notes
AllDaily#product#reading
Nov 10 · Daily note4 ideas · 1 todo
Product idea#product Link todos and notes into a timeline…
Pitch prep#pitch Open with a user story, then the plan…
Local-first software#reading Data stays on your devices by default…
Capture
Notes
Settings
WAITLIST
Join the UBot waitlist
Leave your email and we will let you know as soon as early access opens.
07Shipped
We already ship.
makit is our released developer tool, and the environment we use every day to build our agent products.
Released · Open source
makit
A high-performance terminal for AI coding sessions. Run Claude Code, Codex and OpenCode side by side in splits and tabs.
- Type
- Developer tool
- Built with
- Native Rust
- Runs
- Local only
- Works with
- Claude Code · Codex · OpenCode
08Partnerships
Partner with us to bring vertical agents into production.
We welcome collaboration in the following areas.
CO-BUILD
Vertical co-development
Work with industry partners to define requirements, refine workflows and jointly build vertical agent applications.
DEVELOPERS
Developer & app integration
Connect your own apps to the open platform, join early access, and help shape the foundation and developer experience.
CHANNEL
Channel & ecosystem partnerships
Work with channel, platform and ecosystem partners to reach more niche user groups and vertical use cases.
STRATEGIC
Investment & strategic partnerships
Conversations with investors and strategic partners about our direction, product roadmap and long-term plans.
For business inquiries, contacthi@unitysight.com →
Talk to us.
We welcome conversations with investors, developers and partners. Progress is published openly on GitHub.