DesireCore architecture mindmap
DESIRECORE
DESIRECORE
Open Agent OS — Build Your Digital Workforce Team

Linux

Run on most Linux distributions.

Mac

Supports macOS 13.0+

Windows

Supports Win10+

CORE VALUES

Teach your AI companion how you work. Then let it work for you.

Teachable
Teach rules through conversation, like onboarding someone new
Remembers
Preferences and habits you teach stay permanent
Takes Action
Plans and executes autonomously, not just talks
Under Control
Fully transparent, always controllable, instantly reversible
MCP Protocol GUI Control Skills Injection Skills Auto-Evolution Agent Auto-Evolution Long-term Memory + Cross-session Auto Dream Forgetting Create Agents via Chat Chain of Thought Whiteboard Mode Dynamic Forms SubAgent / Team Mode Agent Swarm Mode Agent Marketplace Agent Versioning AgentFS File System Delegation System Hardened SOP Workflow Orchestration Visual Workflow + Replay Long-Horizon Tasks Heartbeat Monitoring Multi-Device Control Sandbox Execution AI Approval + API Audit Hook + Policy Security Email / Git Repos / Object Storage

From "can call tools" to "can remember, evolve, collaborate, and govern" — the only complete closed-loop Agent OS

100+
Agents Working in Parallel
SubAgent · Async · Parallel · Swarm · Team
100%
Your Data, Your Ownership
Local Storage · BYOK · Exportable
3 Layers
Controllable Security
Visible · Controllable · Reversible
PHILOSOPHY

From "ask and answer" to "teach and do."

Use it once, it's an assistant. Use it a hundred times, it's your person.

Every interaction builds experience and unlocks new abilities. The longer you use it, the more it can do.

Chat AI Automation Tools DesireCore
Interaction You ask, it answers You configure workflows You teach, it learns (Delegation)
Memory Forgets after each session None Long-term Memory + Auto Dream
Evolution Never improves Never improves Skills / Agent Auto-Evolution
Execution Text generation only Runs fixed scripts Autonomous Planning · Multi-Agent
Control Unpredictable output Inflexible process Visible · Controllable · Reversible
Ownership Platform-owned Platform lock-in AgentFS · Local · Portable
DesireCore SuperDoc — Diff-based document review
Delegated document drafting: AI plans & writes → Diff visualization → Line-by-line review
Key Differentiator Matrix
CoreTool / Skills / MCP / GUI Control Memory & EvolutionLong-term / Cross-session / Auto Dream / Auto-evolve Multi-Agent & AutomationSubAgent / Swarm / Team / Visual Orchestration / Replay Long TasksParallel Tasks / Failure Recovery / Scheduled SecurityAI Approval / API Audit / User Data Ownership
DesireCoreAgent OS Full Full Full Full High
OpenClaw-likeAgent Strong Weak Weak Weak Weak
Coding CLI-likeCLI Strong Mid Partial Partial Mid
Dify/Coze/n8n-likeWorkflow Strong Weak Flow-only Partial High
PAIN POINTS

Four problems you've definitely encountered.

1
AI doesn't remember what you told it
Every session, you repeat your preferences. The style you taught last time? Forgotten.
DesireCore: Everything you teach — rules, style, preferences — automatically becomes the agent's permanent behavioral standard. Teach once, effective forever.
2
AI can act now, but you don't trust it
AI can send emails, edit files, operate your computer. But no access control, no approval flow, no undo.
DesireCore: Three-layer safety — see every operation (Visible), set every permission (Controllable), roll back anytime (Reversible).
3
Customizing AI your way requires too much skill
Fine-tuning AI means writing elaborate prompts. Automation means learning to code. Most people are locked out.
DesireCore: Teach through natural conversation — tell it rules, show it examples, correct its mistakes. No code, no technical skills required.
4
You can't see what AI actually did
AI processed your files and emails. What exactly changed, based on what, correct or not — unknown.
DesireCore: Automatic work receipt after every task — what was done, which rules applied, what changed. Every step traceable.
CAPABILITIES

Six core advantages.

From smart orchestration to enterprise security — build your digital workforce team.

Create agents through conversation
Create an agent with one command — specify name and role, auto-generate full configuration
Zero Code
Natural Language Teaching
Teach your agent how you work — through conversation. Tell it rules, show examples, correct mistakes. Like onboarding a new team member.
Auto Dream
Memory & Evolution
Long-term memory shared across sessions. Auto Dream lossless forgetting automatically consolidates experience. Dialogue learning, Skills auto-evolution, Agent auto-evolution — the longer you use it, the more it can do.
Three-Layer Control
Visible — see every step in real time. Controllable — set permissions for every tool. Reversible — roll back anytime. Supports hardened SOP & Workflow for enterprise-grade controllability and reliability.
SubAgent
Multi-Agent Collaboration
SubAgent, async tasks, swarm & team modes. Visual workflow orchestration with replay, scheduling, decision trees & controllable execution — multiple specialized agents work in parallel to accomplish complex tasks with fewer tokens.
All Major AI Models
Works with OpenAI, Claude, DeepSeek, Qwen, and more. Use your own API key, pay providers directly. No middleman, no markup.
AgentFS
You Own Your Agents
Original AgentFS spec — everything is a file. Persona, config, memory, skills all unified as files. Your agents belong to you — exportable, portable, version-controlled.
Agent Team

Chat to assemble. Team to deliver.

Stop overloading a single agent. Stop overloading a single agent. Build specialized teams through conversation — each member owns a role, all work in parallel. Also supports Agent Swarm mode.

You speak
Auto-split
Data Prep
Asset Gathering
Competitor Research
Parallel research
Write & Merge
Review & Deliver
Multi-agent collaboration — bid writing team
Real case: Multiple specialized agents collaborate — auto-split → parallel writing → review & format
Build Teams by Talking
"Help me prepare next week's quarterly review" — automatically splits into data gathering, slide writing, and speech polishing roles. Each takes their part, works in parallel, delivers as one. No code, no config.
Persistent + Temporary, Elastic Teams
Long-term roles like brand consultants and risk reviewers stand by permanently, ready when needed. Temporary roles for quarterly reports or product research spin up on demand, dissolve when done. Elastic, like a real team.
Isolated Context, Higher Quality
Each member loads only the knowledge and context it needs — avoiding hallucinations and forgetting caused by overloaded context windows. Fewer tokens, higher accuracy, more reliable delivery.
USE CASES

From document writing to desktop automation.

Automation dashboard — scheduled tasks and status tracking
Visual automation dashboard: task scheduling, execution history, and status tracking at a glance
Smart Documents
AI drafts, you review. Changes shown as diffs — accept or reject line by line. After learning your writing style, output increasingly matches your standards.
Email Hub
Gmail, Outlook, IMAP — unified inbox. AI categorizes, summarizes, drafts replies. Important outbound emails pause for your confirmation.
Agent Team
Quarterly reports, proposal writing, cross-department coordination — assemble a dedicated team with one sentence. Persistent roles guard quality, temporary roles sprint in parallel. Weeks of work compressed into days.
Scheduled Monitoring
Set data sources to watch. Your agent checks on schedule — notifies on changes, stays quiet otherwise. An always-on standby assistant.
Code Development
Local file system read/write, command execution, code search — 14 built-in tools, working directly in your development environment.
Desktop Automation
Plugin-based control of computer and mobile GUI — opens apps, clicks buttons, fills forms, reads screenshots. Real-time task monitoring, timeout alerts, auto-reassignment on failure.
Resource Manager — agents, skills, email, storage, code repos
Resource Manager: Agents · Skills · Automation · Email · Storage · Code Repos, unified management
COMPANION TOOLS

Remote desktop starts with HostAgent

HostAgent is a lightweight service running on the controlled Mac, enabling DesireCore to remotely operate its GUI and execute tasks.

HostAgentmacOS
macOS 13.0+ · Universal (Intel & Apple Silicon)
Download DMG
SECURITY

Your data passes through no one.

API audit details — fully traceable
API audit: model, token usage, and conversation content fully traceable for every call
BYOK
Local First
All agent data stored on your machine. No cloud upload. Doesn't pass through our servers.
BYOK Mode
Connect to AI providers with your own API key. Conversations never route through us. Costs billed directly by providers, no markup.
Audit Trail
Full Audit Trail
Automatic receipt after every task: actions taken, decisions made, changes recorded. Fully traceable, enterprise compliance ready.
AI Approval & Open API
Low-risk operations auto-approved by AI. Full API call audit trail. Open integration with email, code repos, and object storage. Enterprise compliance ready.
CASE STUDIES

Live scenarios powered by AgentOS

Not demos — multi-agent solutions actively used by real customers

AI Bid Writing
Multiple agents decompose tender documents, auto-plan outlines, write chapters in parallel, run risk reviews, and format output. Weeks compressed to hours.
Multi-Agent
AI Copyright Docs
Automatically analyze source code structure and generate software copyright documentation. Code descriptions, feature specs, and user manuals in one go.
Document Automation
Power Trading Agent
Helps traders understand power trading policies, break down monthly reports and cross-platform data. Consolidates scattered information for informed trading decisions.
Policy Analysis + Data Insights
Contract Review Agent
Clause-by-clause contract review, identifying risks and missing items. Cross-references regulations and company templates, outputs structured audit reports.
Compliance + Risk
SOE Compliance Audit
Automated compliance checking against state-owned enterprise standards — policies, procedures, and reports reviewed with remediation suggestions.
Governance
Official Document Writer
Draft notices, requests, and reports following official formatting standards. Learns your organization's writing style over time.
Natural Language Teaching
CUSTOMER CASES

Leading enterprises across industries are already on board

They're using AgentOS to train their own bid-writing digital workforce

Tender Analysis
Outline Planning
Tech Proposal
Pricing
Qualifications
Multi-Agent parallel writing
Risk Review
Format & Output
Top-tier University
Research project bidding
"We used to throw people at it — three writers, two weeks. Now we feed in the tender document, it breaks down the scoring criteria first, then writes each chapter. First draft in two hours, and we just focus on strategy."
Power & Energy Group
Engineering project bidding
"Power engineering tenders can be hundreds of pages. Just sorting out the requirements used to take days. Now it digests the document first, lists every point to respond to, then starts writing proposals and pricing. Missed qualifications? Basically doesn't happen anymore."
Renewable Energy Co.
Equipment procurement bidding
"What sold us was the transparency — you can see every step. It parses the tender first, then splits into technical proposal, pricing, and qualifications in parallel. If anything's off, you catch it right there and fix it."
Construction Company
Construction project bidding
"We used to pull all-nighters on bids. Now the first draft takes two hours. The time we saved goes into polishing the proposal and sharpening our bidding strategy — our win rate actually went up."
MIGRATION

Migrate from OpenClaw.

DesireCore supports one-click import of OpenClaw agents and skills. Existing personalities, behavioral rules, and memory data migrate seamlessly — no reconfiguration needed.

1 Scan local OpenClaw installation
2 Select what to import
3 Done
Professional desktop app replaces messaging-app workflows
Three-layer security replaces basic permissions
Natural language teaching replaces manual file editing
Agent Team replaces single-agent work
GET STARTED

Train your first agent.

Free to use, no trial period. Configure your API key and get started.