AI-NATIVE · HANGZHOU · 2026
We build AI that compounds
the more you use it
We build self-evolving agents
Tell us your business scenario and we'll build an AI made for it.
Most AI is frozen the day it ships. Ours gets stronger the more you use it.
Delivery day is just the beginning
Traditional solutions peak at launch, then only age. The agents we build get stronger with use — every business interaction makes them smarter.
A one-time consumable
Your business keeps changing, but its capability stops the day it ships and never grows.
Like hiring someone who never learns — day one is their best day, and they fall behind from there.
An asset that compounds
Capable on day one, and only stronger after. Every business interaction makes it smarter.
Like hiring someone who improves every day — delivery is just the beginning, and they keep getting better.
A traditional agent is a consumable — less of it every day. Our agent is an asset — worth more the longer you use it.
Two examples, one engine
Two example agents below — one shared engine, customizable to your scenario.
Keeps up with your business — and stays under your control
Connects to your existing systems, works with mainstream LLMs, deploys on-prem. Every improvement is verifiable and reversible.
Gets stronger with use
Self-Evolving Engine
It keeps accumulating domain data and improving through a feedback loop. Delivery is only the starting line.
Plugs into your stack
Deep Integration
It connects directly to ERP / CRM / OA and runs the whole business process end to end — not just chat.
Model-agnostic, under your control
Model-Agnostic
Compatible with DeepSeek / Qwen / GPT / Claude, best model per scenario. On-prem deployment, compliant data, controllable access.
Every change is checked and reversible
Evaluated & Reversible
Every improvement is evaluated and validated on a small scope before full rollout — versioned and reversible at any time.
Six steps that keep your agent improving
Six modules form one continuous learning loop, so the agent keeps gaining experience and improving itself in real work. This is the shared core of every agent we build.
Business data flows back
Telemetry Reflow
Every task's inputs, outputs and feedback are captured automatically, building a dataset specific to your scenario.
Turns data into know-how
Knowledge Synthesis
Transferable, structured domain knowledge is extracted and synthesized from your business data in real time.
Grades its own work
Self-Evaluation
The agent judges the quality of each output on its own, generating feedback signals for continuous improvement.
Remembers what works
Long-Term Memory
Experience and knowledge are written to long-term memory, updated autonomously from feedback and versioned over time.
Rewrites its own strategy
Strategy Self-Iteration
Code and strategy update automatically from evaluation signals, validated on a small scope before rollout and reversible anytime — no human in the loop.
Carries skills to new scenarios
Cross-Scenario Transfer
Experience gained in one place transfers to new scenarios, speeding deployment as marginal cost falls with scale.
Always on: data flows back automatically, updates are versioned, and anything can be rolled back.
Hand us your scenario
Connect your systems
Connect
We integrate with your existing systems and data — on-prem deployment, access control and compliance first.
Go live
Run
The agent gets to work fast, running real tasks in production with live feedback.
Keep evolving
Evolve
It accumulates experience on the job, getting stronger the more it's used.
The key questions about working together, answered up front
Are Industrial Safety and Smart RPA your products?
They're two example agents that show what we can do. We use the same foundation to build an agent customized to your scenario.
Is this custom development? How do we work together?
Yes. Starting from your real scenario, we build, deploy and keep evolving your agent. Delivery is just the starting line — it gets stronger from there.
Do you support on-prem deployment? How is data kept secure?
We support on-prem or private-cloud deployment — your data never leaves your environment. Fine-grained permissions and full audit logging meet your security and compliance requirements.
Can it connect to our existing business systems?
Yes. Through standard interfaces it connects to ERP / CRM / OA as well as your existing MES, monitoring and other systems, reusing your infrastructure so the agent runs the whole business process.
Which LLM do you use? Is it under our control?
We're compatible with DeepSeek / Qwen / GPT / Claude and pick the best model per scenario. On-prem deployment is supported, and permissions and data stay under your control.
Won't “stronger with use” make it unstable or unpredictable?
Every improvement is evaluated, validated on a small scope before full rollout, versioned, and reversible at any time. Capability gains are controlled — never a free-for-all.
How do we start?
Book a demo. We'll arrange a solution walkthrough and POC against your real scenario and systems, and get back to you within 1–2 business days.
Start Building
Let us build you an agent that evolves itself
Tell us your scenario and we'll build, deploy and keep evolving your agent. Delivery is only the starting line — stronger from there.