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README.md
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# NCDTech β We design and research smart monitoring and control systems that grow.
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*(Our website and the diagrams and screens below are in Korean; they are the same figures used on our website and demo video.)*
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Our roots are in smart monitoring and control.
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With our robot simulation studio we stand on that extension line, and our AI sits on top of it.
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Test benches and unit tests live outside the code; self-checks live inside it: assertions, Design by Contract, and built-in self-tests (BIST/POST) are standard embedded practice.
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We have been putting such self-check devices into code
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Our technology is the wiring above that standard: the check records feed an on-premise LLM, so the system reports in plain language, holds a conversation, and grows its knowledge under administrator approval.
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## νκ΅μ΄
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**NCDTech** β μ±μ₯νλ μ€λ§νΈ λͺ¨λν°λ§ μ μ΄ μμ€ν
μ μ€κ³νκ³ μ°κ΅¬νλ νμ¬μ
λλ€.
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μ ν¬μ λΏλ¦¬λ μ€λ§νΈ λͺ¨λν°λ§κ³Ό μ μ΄μ
λλ€.
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ν
μ€νΈ λ²€μΉΒ·μ λ ν
μ€νΈλ μ½λ λ°μ μκ³ , μκ°κ²μ¬λ μ½λ μμ μμ΅λλ€: assertionΒ·Design by ContractΒ·BIST/POST κ°μ μλ² λλ νμ€ κΈ°μ μ
λλ€.
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μ ν¬λ
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μ ν¬ κΈ°μ μ κ·Έ νμ€ μμ μ°λμ
λλ€: κ²μ¬ κΈ°λ‘μ μ¨νλ λ―Έμ€ LLMμ μ°κ²°ν΄, μμ€ν
μ΄ μ¬λ λ§λ‘ λ³΄κ³ νκ³ λννλ©° κ΄λ¦¬μ μΉμΈ μλ μ§μμ΄ μ±μ₯νκ² λ§λλ κ²μ
λλ€.
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LinkedIn: https://www.linkedin.com/company/112725964
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# NCDTech β We design and research smart monitoring and control systems that grow.
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**On top of 24 years of verified measurement and control, we put AI that inspects itself and explains in plain language.**
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**Without internet, under administrator approval.**
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*(Our website and the diagrams and screens below are in Korean; they are the same figures used on our website and demo video.)*
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## Three things we never compromise
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| # | pillar | in one line | the worry it answers |
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|---|--------|-------------|----------------------|
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| 1 | **On-premise** | One GPU 8GB PC, zero outbound traffic | "Does our data leave the building?" |
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| 2 | **Approval gate** | AI only proposes; verdicts stay in code. Full revision history, nothing silently deleted | "If AI judges on its own, who is accountable?" |
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| 3 | **Built-in self-inspection** | Wired in at development time, not bolted on later | "Can this attach to the equipment we already run?" |
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Our roots are in smart monitoring and control.
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With our robot simulation studio we stand on that extension line, and our AI sits on top of it.
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Test benches and unit tests live outside the code; self-checks live inside it: assertions, Design by Contract, and built-in self-tests (BIST/POST) are standard embedded practice.
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We have been putting such self-check devices into code throughout our embedded measurement and control career.
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Our technology is the wiring above that standard: the check records feed an on-premise LLM, so the system reports in plain language, holds a conversation, and grows its knowledge under administrator approval.
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## νκ΅μ΄
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**NCDTech (μ€μ¨λν
)** β μ±μ₯νλ μ€λ§νΈ λͺ¨λν°λ§ μ μ΄ μμ€ν
μ μ€κ³νκ³ μ°κ΅¬νλ νμ¬μ
λλ€.
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**24λ
κ²μ¦λ κ³μΈ‘Β·μ μ΄ μμ, μ€μ€λ‘ κ²μ¬νκ³ μ¬λ λ§λ‘ μ€λͺ
νλ AIλ₯Ό μΉμ΅λλ€.**
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**μΈν°λ· μμ΄, κ΄λ¦¬μ μΉμΈ μλμμ.**
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### μ ν¬κ° νννμ§ μλ μΈ κ°μ§
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| # | κΈ°λ₯ | ν μ€ | λ΅νλ λΆμ |
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|---|------|-------|------------|
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| 1 | **μ¨νλ λ―Έμ€** | GPU 8GB PC ν λ, μΈλΆ ν΅μ μμ | "μ°λ¦¬ λ°μ΄ν°κ° λ°μΌλ‘ λκ°λ?" |
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| 2 | **μΉμΈ κ²μ΄νΈ** | AIλ μ μλ§, νμ μ μ½λ. μ 체 κ°μ μ΄λ ₯ 보쑴, λ¬΄λ¨ μμ μμ | "AIκ° λ©λλ‘ νλ¨νλ©΄ λκ° μ±
μμ§λ?" |
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| 3 | **λ΄μ₯ μκ°κ²μ¬** | λμ€μ λΆμ΄λ κ² μλλΌ κ°λ° λ¨κ³μ μ¬μ | "κΈ°μ‘΄ μ€λΉμ μ μ© κ°λ₯νκ°?" |
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μ ν¬μ λΏλ¦¬λ μ€λ§νΈ λͺ¨λν°λ§κ³Ό μ μ΄μ
λλ€.
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ν
μ€νΈ λ²€μΉΒ·μ λ ν
μ€νΈλ μ½λ λ°μ μκ³ , μκ°κ²μ¬λ μ½λ μμ μμ΅λλ€: assertionΒ·Design by ContractΒ·BIST/POST κ°μ μλ² λλ νμ€ κΈ°μ μ
λλ€.
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μ ν¬λ μλ² λλ κ³μΈ‘Β·μ μ΄ μΌμ ν΄μ€λ λ΄λ΄ κ·Έλ° μκΈ° μ κ² μ₯μΉλ₯Ό μ½λ μμ λ£μ΄ μμ΅λλ€.
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μ ν¬ κΈ°μ μ κ·Έ νμ€ μμ μ°λμ
λλ€: κ²μ¬ κΈ°λ‘μ μ¨νλ λ―Έμ€ LLMμ μ°κ²°ν΄, μμ€ν
μ΄ μ¬λ λ§λ‘ λ³΄κ³ νκ³ λννλ©° κ΄λ¦¬μ μΉμΈ μλ μ§μμ΄ μ±μ₯νκ² λ§λλ κ²μ
λλ€.
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LinkedIn: https://www.linkedin.com/company/112725964
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Models: [sim-driving-mlp-numpy](https://huggingface.co/NCDTech/sim-driving-mlp-numpy) Β· [real-robot-driving-mlp-numpy](https://huggingface.co/NCDTech/real-robot-driving-mlp-numpy)
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Datasets: [human-gated-qaqc-knowledge-example](https://huggingface.co/datasets/NCDTech/human-gated-qaqc-knowledge-example) Β· [real-robot-driving-sessions](https://huggingface.co/datasets/NCDTech/real-robot-driving-sessions)
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Spaces: [self-qaqc-llm-demo](https://huggingface.co/spaces/NCDTech/self-qaqc-llm-demo) Β· [robot-lab](https://huggingface.co/spaces/NCDTech/robot-lab)
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