Sees Co., Ltd.

Autonomous Decentralized AI Cell & Hashchain Are the Core Technology of the Physical AI Era.
Sees Co., Ltd.

株式会社シーズ - フィジカルAIとデータセキュリティを支える独自特許技術のリーディングカンパニー

A leading company in physical AI and data security

The origin of Sees is the plural form of "see" to see reality, to see the world and people’s movements, and to see a clear vision of what could happen in the future.

We predicted the peak era of Physical AI and, ahead of other companies, quickly filed patent applications for and developed Autonomous Decentralized AI Cells and Hashchain that can ensure robust security for transmitted data.

These technologies have already been integrated into chips, and we offer a range of products suitable for use in a wide variety of fields.

Sees always thinks in the future and continues to move one step ahead of the next generation.

Autonomous Decentralized AI Cell

CORE TECHNOLOGY

Pioneering Our Proprietary Technology "Autonomous Distributed AI" Ahead of the Physical AI Era

In fields like smart mobility and humanoids, the era of "Physical AI"—systems that act and make decisions autonomously based on sensor data—has begun.
Anticipating the peak of the Physical AI era, we have developed "Autonomous Distributed AI Cells" ahead of the competition.

Realizing the "Child AI" Concept and On-Chip Integration

The "Autonomous Distributed AI Cell" logicizes the very learning process of a newborn child through senses like vision and touch. We have successfully brought this "Child AI" concept to life and integrated it onto a silicon chip.

Achieving "Ultimate Physical AI" Through Collective Education

The "Autonomous Distributed AI Cell" features automatic integration of learnings from other cells, self-correction based on missing or conflicting information, and re-education capabilities for collective learning across multiple cells.
Here lies the Ultimate Physical AI: multiple "Autonomous Distributed AI Cells" learning independently, fostering mutual growth, and autonomously executing coordinated group behaviors.

MODULE

Autonomous Distributed AI Cell

Evaluation Version

Size: 85mm x 85mm
Wired LAN / Wireless LAN Supported
Power and sensor input signals accepted via pins

USE CASE

Autonomous Decentralized AI Cell Use case

The "Autonomous Distributed AI Cell" is a world-first technology enabling fully unmanned factory operations and automated facility monitoring/management.
Requiring no individual pre-configuration for sensors or environments upon factory shipment, this composite chip behaves like an artificial neural cell—autonomously sensing its surroundings the moment it is installed and continuously learning various operational elements through active deployment.
Blockchain acts as the synaptic pathways of a neural network, guaranteeing data transmission integrity and enabling distributed processing.
In addition to artificial neural cell capabilities, it is built on highly distinctive, advanced logic that incorporates autonomous audiovisual sensory cells and autonomous nervous system functions akin to the cerebellum.

Use Case 1
Application in Factory Control

Equipment installed in a factory autonomously learns local operating conditions and behaviors through visual, tactile, and other sensory inputs, establishing its own "individual identity."
Even among identical machines, slight variations occur—such as subtle discrepancies in motor RPM—so each unit collects operational data to optimize itself for its specific site.
An edge server compares and analyzes data collected from individual units to execute "identity calibration," automatically adjusting voltage and other parameters so all machines deliver uniform output.
By sharing and adjusting (re-educating) the individual variations and experiences of each machine across the entire system, this approach prevents quality inconsistencies and builds a next-generation industrial infrastructure that continues to operate with high precision.

Application in Factory Control
Application in Factory Control

Use Case 2
Application in Autonomous Drone Control

Based on collective action instructions from a master drone (Autonomous Distributed AI Cell [Master]), multiple slave drones (Autonomous Distributed AI Cell [Slave]) execute autonomously controlled flights while coordinating with one another.
Information such as obstacle avoidance and optimal routing learned by a single drone is shared across the entire fleet (collective education) via an edge server.
As the number of operating units increases, it unleashes a powerful collective network effect where the entire drone fleet automatically becomes smarter, enabling multiple AIs to drive mutual growth while executing autonomous group actions.

Application in Autonomous Drone Control
Application in Autonomous Drone Control

Use Case 3
Application in Predictive Maintenance

"Autonomous Distributed AI Cells" can be integrated into predictive maintenance systems for individual production lines or entire factories.
For example, anomaly detection models can be individually optimized based on the unique operational variations of each robotic arm, enabling significantly more accurate failure predictions.

Application in Predictive Maintenance
Application in Predictive Maintenance
LOGIC

Autonomous Decentralized AI Cell Special Logic

Autonomous Distributed AI Cell incorporates special logic to make it autonomous.

Individual Establishment Logic

For example, some motors vibrate at 1000 rpm (revolutions per minute) and overheat abnormally, while others rotate normally even at 2000 rpm. The "Autonomous distributed AI cell" installed in each motor learns the individual characteristics of the motor it manages and sets a limiter to determine what is the normal line.

Comparative learning logic for others

"Autonomous distributed AI cell" share data with other "Autonomous distributed AI cell" to understand how the devices they manage are unique compared to other devices.

Verbal Consciousness and Intention Logic

"Autonomous Distributed AI Cell" simultaneously outputs human verbal information such as consciousness and intention, in addition to the usual sensor output digital data. For example, "It is a little hot" or "I feel a lot of vibration." This linguistic information can be directly connected to the existing linguistic input type AI to convey intentions and ask it to think and decide.

Self-correcting logic

Unlike ordinary monitoring systems, the "Autonomous Decentralized AI Cell" does not need to seek the judgment of the central monitoring system, but rather uses its own judgment to take action to output an alarm or extinguish a fire using localized sprinklers, etc., if the situation is dangerous enough to warrant urgent action.

Ethical logic

The off-premises higher-level servers and edge servers educate each "autonomous distributed AI cell" while making total predictions and judgments. (e.g., correction of output language information)

Self-positioning logic

By attaching GPS and altitude sensors to each "autonomous distributed AI cell," it is possible not only to notify the host server of the location where it is installed and the location/device where an abnormality is detected on a 3D map, but also to identify and grasp the location by itself.

Re-education Logic

Periodically poll the "Autonomous Distributed AI Cell" to create a 3D map based on normal operation availability, location movement, status, etc., and constantly update the version. This allows the system to autonomously update its latest position and role without the need for human configuration.

定期的に「自律分散AIセル」にポーリングをかけて正常稼働の可否・場所の移動・ステータス等を基に3Dマップを作成し、常にバージョンアップを繰り返します。これにより、人間が設定しなくても自律的に最新の自分のポジションと役割をアップデートさせることが可能となります。

Special Logic Diagram
Special Logic Diagram of Autonomous Distributed AI Cell

While AI for manufacturing equipment requires identical movements and precision, autonomous humanoids such as collaborative robots demand a wide variety of motions.
It is ideal for integrated control and maintenance that understands the unique characteristics of each unit.

Hashchain(Patented Technology)

Detects and eliminates unauthorized intrusion into control communications, preventing equipment runaway and accidents before they happen.
It eliminates spoofing and tampering, verifying the validity of 1ms communications in real time.
It achieves both robust "data security" and a low-load, ultra-fast protocol for smart mobility and AI control.

CORE TECHNOLOGY

Core Data Security Technology

Our proprietary patented technology, "Hash Chain," serves as the foundation for the "ultimate end-to-end data security from sensors to the cloud" delivered by our solution.

By linking data in a chained structure and encrypting it segment by segment during transmission, it proves data validity in real time, instantly detecting and eliminating communication tampering and spoofing to guarantee information "Confidentiality, Authenticity, and Integrity."

Furthermore, because the security verification process is completely isolated from the main CPU, it boasts overwhelming resilience, ensuring the entire system experiences zero delays or shutdowns even under heavy cyberattacks.

RISK

Existing issues of wireless data transmission in factories

Currently, in many factories, data transmission between sensors, actuators, etc. and control devices is performed in an exclusive environment and via wired communication, with no external Internet connection allowed for the purpose of maintaining confidentiality.

Here, wired communication is complicated by cables, and the diameter of the cable bundles around the control unit, where the greatest number of connections are concentrated, can be several tens of centimeters in diameter. The more connections there are, the more physical space is taken up by the cables, and the more time is required for fault detection and replacement.

For this reason, there have been attempts to realize wireless communication for some time, but the number of channels for wireless communication has exceeded the allowable range due to data transmission/reception between multiple sensors and actuators and control devices, and it has been determined that a wireless connection is not feasible in reality. Furthermore, the risk of information leakage to the outside is extremely high in wireless data transmission, and together with the problem of the number of channels, this is a major issue.

HASH CHAIN

Hash Chain: Guaranteeing Confidentiality, Authenticity, and Integrity in High-Speed Real-Time Communications

Our proprietary security communication protocol guarantees "Confidentiality, Authenticity, and Integrity" simultaneously at the communication level without putting load on the main CPU during high-speed 1ms interval communications.

Hash Chain
How Hash Chain Works

Ensuring Confidentiality (Blocking Eavesdropping and Data Leaks)

The entire segment is encrypted and transmitted using an "AES key" pre-shared securely via quantum-safe methods such as PQC (Post-Quantum Cryptography).
Even if eavesdropped on the communication path, data leakage is completely prevented.

Proving Authenticity (Immediate Exclusion of Spoofing and Attacks)

When calculating the hash value, it includes a "Seed value" that is securely shared in advance and never sent over the communication data stream.
Additionally, a "Device Unique ID" is embedded at the start of communication (the initial segment) to reliably identify the originating sending device.
Attackers attempting Man-in-the-Middle (MitM) attacks cannot generate valid hash values because they do not know the Seed. The receiver's recalculation identifies "which sending device the data originated from," instantly flagging and excluding fake segments.

Proving Integrity and Continuity (Detecting Tampering and Missing Data)

Starting from the established origin (Unique ID), the hash value of the previous segment is sequentially embedded into the "next segment" to create a chain.
By recalculating and comparing hash values on the receiving end, it conclusively proves segment by segment that the data is "correct sequential data" free from tampering, packet loss, or sequence errors.

Hash Chain Modules

Hash Chain (Slave)

Slave Evaluation Version

Size: 32mm x 32mm
Wired LAN / Wireless LAN Supported
Wired LAN, power, and sensor input signals accepted via pins

Hash Chain (Master)

Master Evaluation Version

Size: 85mm x 85mm
Wired LAN / Wireless LAN Supported
Power and sensor input signals accepted via pins

USE CASE

Hash Chain Use Cases

Use Case 1
In-Device Wireless Communication

Securing in-device wireless communication achieves both reduced wiring space and lower costs alongside highly reliable remote monitoring.
Sensor communications within the device are converted to wireless using Hash Chain, transmitting only validated data to the control CPU, while raw data can be saved to local servers such as distributed file systems.
Furthermore, integrating from the master to the cloud via blockchain enables tamper-proof remote monitoring and data protection from external offices.

In-Device Wireless Communication
In-Device Wireless Communication

Use Case 2
Manufacturing Proof Traceability

Tamper-proof manufacturing performance data builds a robust foundation of trust secured from the physical layer.
Slaves are deployed on equipment and sensors at each manufacturing step, encrypting and chaining production and inspection data sequentially at every phase using Hash Chain.
Aggregating this data into the MES (Manufacturing Execution System) via the master enables "tamper-proof manufacturing proof," confirming that components and products were crafted through correct procedures.
This delivers robust traceability without burdening system overhead, dramatically elevating quality assurance reliability.

Manufacturing Proof Traceability
Manufacturing Proof Traceability

Use Case 3
High-Security Single-Channel Wireless Network

Wirelessly connects numerous devices simultaneously over a "single channel" while preventing takeovers and runaways caused by spoofed commands.
In ad-hoc wireless environments such as drone swarms and smart mobility where devices connect directly, Hash Chain secures communications between slaves and the master.
Even in congested radio frequency environments, our proprietary protocol connects multiple devices using just one channel to enable secure network architecture.
Fake control commands are instantly detected and rejected at the 1ms level, preventing accidents caused by remote hijacking while ensuring reliable automated multi-unit operation.

High-Security Single-Channel Wireless Network
High-Security Single-Channel Wireless Network
3TYPE

How to provide a Hashchain

Three types of Hashchain offerings are available

CASE1

Integrated with sensor, including Hashchain and wireless control

Small smart module type

Provided as a small external device (ultra-compact PC board) that can be installed externally to existing equipment

1
CASE2

Integrated sensor and wireless power supply using ultra-compact SiPs.

Smart Sensor Type

Provided as a small external device (ultra-compact PC board) that can be installed externally to existing equipment

2
CASE3

Introduce as firmware into existing small terminals (wearable terminals, etc.)

Firmware Package Type

Provided as a small external device (ultra-compact PC board) that can be installed externally to existing equipment

3

The Ultimate Information Security for the Physical AI Era
Scramble Memory

How to protect information suitable for the age of zero-trust, a secure method of recording information that cannot be read even if stolen.

PROTECT

The Age of Protecting Information by Yourself.

In recent years, there has been an increase in the number of incidents in which personal information and confidential files have been leaked, leading to major damage.
You cannot rest assured that the information is encrypted.
As long as information is stored as it is, there is no risk of deciphering or tampering.

Risks related to current information

・ If it's stolen, it's read.
・ Encryption alone is not sufficient.
・ We don't even know if it's been tampered with.

Scramble Memory solves information leaks

Even if someone steals it, you can't read it

Data is encrypted, segmented, and distributed in storage, making it impossible to decipher even if stolen.

Immediate detection and notification of tampering

Structured monitoring of rewriting with Hashchain technology and immediate notification of any irregularities.

Introducing Scramble Memory. Peace of Mind and Advantages.

Leaked, but not read

Technology that, even if stolen, will not allow the contents to be read.

Strong audit and litigation support

Technology to ensure authenticity of records.

Smooth introduction with no need for system modification

Safety measures can be started immediately with less workload on the site.

Increased trust from suppliers and customers

Clearly showcase enhanced security policies.

TECHNOLOGY

Scramble Memory Technology

Feature 1 Encryption + Segmented storage

Information is encrypted and stored in multiple fragments. Even if stolen, "one piece" alone is unrecoverable.

→ If the hardware is lost, the data is unreadable.

Feature 2 Tamper detection by Hashchain

The hash-chain structure makes all records "linked" so that even a single rewrite can be detected immediately.

→ Structurally ensures integrity.

Feature 3 User Authentication for Zero-Trust Security

Mandatory terminal and user authentication is required for access, denying reads from unauthorized environments.

→ Full Protection Even if Your Device is Stolen.

Feature 4 Seamless Integration into Existing Environments

Software-based deployment allows you to keep your current storage architecture with no new hardware required.

→ Effortless setup and cost-efficient operation.

How Our Unbeatable Data Protection Works: Information Stays Safe Even If Your Device Is Stolen

How Scramble Memory Works
  1. ① When writing data to storage, it is encrypted, fragmented, and recorded in a chain-like structure to maintain historical traceability.
  2. ② When retrieving data, each segment is individually verified to detect any tampering.
  3. ③ If no tampering is detected, the segments are reassembled and decrypted.
  4. ④ Prior to data delivery, user authentication is conducted to grant access exclusively to authorized users.

A defining feature of this technology is its strict tamper detection using a Seed held in a secure domain.
Furthermore, because this Seed is indispensable for the restoration process, restoring or decrypting the data without it is completely impossible.

APPLY

Applications of Scramble Memory

Because metadata is not stored within the storage, it provides ultimate data security—making data impossible to decipher even if stolen. It works seamlessly across both local and cloud environments and can coexist with existing storage-level security methods without system modifications.

USE CASE

USE CASE

CASE1

PC, Smartphone, USB memory

Carrying out information

If you drop it, they can't take your information.

CASE2

Servers, NAS

Information Storage

Information is protected even if hacked.

CASE3

Drones, Autonomous Robots

Loss of
information

Even if it's stolen.Information is not stolen.

CASE4

Plug-in board

Information Disposal

Information is still indecipherable at equipment disposal.

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