Tag: Hick’s Law

  • Building the Brain for Machinery: Under the hood of  TACTUN’s Technology

    Building the Brain for Machinery: Under the hood of TACTUN’s Technology

    Building the Brain for Machinery: Under the hood of TACTUN’s Technology

    A deep dive into the custom hardware, edge logic, and cloud platform powering the next generation of machinery.

    In an era where industrial machines must be smarter, faster, and more autonomous, TACTUN is rethinking how control systems are designed and deployed. At the heart of this transformation is a full-stack platform — spanning from a custom-built hardware controller to a cloud-based deployment environment and application builder.

    This post takes you under the hood of TACTUN’s technology, breaking down how we build the “brain” for smart machinery.

    The Architecture: One Brain, Two Sides — Hardware + Software

    The TACTUN platform is built around a unified architecture composed of two deeply integrated parts:

    A custom embedded controller, designed per customer, and
    A cloud-powered software platform, enabling no-code product design, application generation, and remote updates.

    Together, these components replace traditional general-purpose controllers, modular PAC systems, and standalone HMI software with a single, tightly coupled stack — optimized for control, intelligence, and scale.

    At the machine level, TACTUN’s controller operates as the real-time decision-making unit, doing data acquisition, close-loop control, running deterministic logic, and motion control on-device. At the user level, engineers and machine builders interact through a software environment to define logic, generate desktop apps, and manage their fleet — all without writing code.

    The Hardware: Custom-Built, FPGA-Driven Control

    TACTUN starts with a fully custom controller tailored to each customer’s I/O and control needs. Unlike traditional modular PLCs or PACs, our architecture eliminates overhead by embedding everything on a single PCB.

    Each controller features:

    • High-performance FPGA SoC for deterministic, low-latency control
    • Up to 100 kHz closed-loop rate and 32-bit motion resolution
    • Sub-10μs multi-axis synchronization
    • Native support for 20+ industrial sensor types, including LVDT, RTD, load cells, encoders, etc.
    • Integrated support for actuators like servo-hydraulic, piezo, stepper, and DC

    These capabilities are critical for machines that demand precision, speed, and tight control loops — especially in sectors like materials testing, motion control, or robotics.

    TACTUN Custom Board

    The FPGA executes high-deterministic/critical tasks like PID loops, signal filtering, safety checks, and time-critical control patterns. Logic is implemented at the hardware level, ensuring minimal latency and zero reliance on operating systems.

    The result: minimal latency, ultra-high precision, and full adaptability delivered at scale, with zero NRE fees and a repeatable design per customer.

    Looking forward, TACTUN is introducing a new class of controllers with onboard AI Compute power. This enables custom AI-model inference, Custom deployments of VLM and VLAM — right at the edge, without cloud dependency. The first model of controller will be based on NVIDIA technology.

    The Software Platform: Cloud-Based Machine Design and Build

    TACTUN’s no-code platform runs entirely in the cloud and serves as the “development” environment for machinery builders.

    Using the platform engineers can:

    • Define I/O, sensor and actuator configurations
    • Set up operational sequences, and safety rules
    • Configure waveforms and motion profiles
    • Design custom, white-labeled UI screens for operators

    Once the product design is finalized, the platform provides a one-click build process, which compiles everything into a standalone Windows installer — the machine’s end-user interface. This build process runs entirely in the cloud, allowing machine builders to generate multiple apps for different customers and machine models or versions without needing any software development tools.

    Design Flow

    Standalone Desktop Application: Fully Packaged End-User Interface

    The output of the cloud-based platform is a white-labeled standalone Windows desktop application, tailored to the exact configuration created by the machine builder, linked to the exact controller. This app is designed for use by the end customer — typically the machine operator — and does not require internet access, cloud connectivity, or a runtime environment.

    Once installed on a PC, the application communicates directly with the TACTUN controller over Ethernet. It automatically detects the controller and loads the appropriate logic, allowing the operator to interact with the machine using an intuitive interface.

    The application is white-labeled with the manufacturer’s branding and can include:

    • Real-time dashboards for monitoring signals, sensors, and machine status
    • Control panels for manual or semi-automatic operation
    • Graphing and waveform visualization tools
    • Data logging, reporting and export features for QA or audit purposes.

    What makes this application powerful is its flexibility. Every feature, control logic, and interface element is defined by the machine builder during the product design process.

    Additionally, user permissions can be configured within the build process. This allows the builder to define distinct access levels for different end-user roles — for example, restricting access to calibration or setup screens, while providing operators with a simplified view focused only on essential controls.

    The result is a clean, purpose-built application, fully aligned with the machine’s logic and brand, and ready for deployment in production environments — no custom development, no integration effort.

     

    Closing Thoughts

    At TACTUN, we believe the future of machinery is autonomous. That future demands a new way of Research and Development, such that does not require programming skills. You can call it Vibe coding for machinery. This also requires a new kind of “brain” —controller, one that blends real-time control, cloud flexibility, and human-friendly tools.

    If you’re building machines that need to think, sense, and act with precision, we invite you to build with us.

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  • Great Machines Deserve Better Dashboards — Built with TACTUN

    Great Machines Deserve Better Dashboards — Built with TACTUN

    Great Machines Deserve Better Dashboards — Built with TACTUN

    In industries like materials testing, mining, construction, energy, machine operators are under pressure to perform flawlessly — often while juggling multiple variables like load profiles, safety margins, thermal drift, or pressure calibration.

    But legacy dashboards often fail them:

    • Too many tiny numbers on one screen.
    • Hidden critical indicators.
    • Controls that behave inconsistently.

    These aren’t just annoyances — they can be dangerous and expensive.

    TACTUN’s no-code platform gives manufacturers the power to design fully custom dashboards, tailored to both machine logic and human logic. And it matters.

    Understanding the Human Brain: 3 Biases You Must Design Around

    Let’s walk through 3 well-known cognitive biases backed by UX science and show how custom dashboards build with TACTUN platform can help industrial machine builders design around these biases.

    1. Change Blindness

    “If I don’t notice it, I can’t respond.”

    The Risk: In long-cycle tests or steady-state control, even significant changes (like force drop or temperature rise) may go unnoticed unless the UI draws attention clearly.

    TACTUN features that help:

    • Visual widgets that change color or text upon reaching set thresholds (green → red).
    • Use of alerts tied to digital outputs (e.g., buzzers, lamps).
    • Real-time graphs for measurements and command signals.

    Configuring Warning Widget

    Configuring External Buzzer with Digital Output Through Rules

    2. Hick’s Law

    “Too many options = slower decisions.”

    The Risk: Overloaded dashboards delay operator reaction time. Hick’s Law tells us decision time increases with the number of choices presented.

    TACTUN features that help:

    • Test specific dashboards: Simplified dashboards with only minimum number of required widgets.
    • Custom Button Widgets: Replace complex multi-step procedures with single-button actions that execute predefined sequences. This minimizes error-prone manual steps and improves repeatability across operators.
    • Context-Aware Controls: Prevent misuse or accidental triggering by dynamically disabling buttons or UI elements when they’re not applicable or safe to use (e.g., “Release Clamp” is disabled until test completes). This enforces procedural safety and guides correct behavior.

    Setting Rules to Enable/Disable Jog Buttons

    3. Recency Bias

    “The last thing I saw is what I remember.”

    The Risk: After a long test, operators often recall only the final values, not the whole progression.

    TACTUN features that help:

    • Auto-logging of graphs and screen states.
    • Snapshot and export buttons with one-click report generation.
    • Offline viewer with machine builders defined dashboard layout.

    Running Test and Generating Report

    What Manufacturers Can Build

    The TACTUN platform is more than a dashboard builder — it’s a full-cycle development environment for machine manufacturers. Without writing a single line of code, OEMs can design and deliver custom control logic, operator UIs, and end-user applications tailored to each machine they build.

    Here’s what manufacturers can build using TACTUN:

    1. Control Logic & Automation Rules
    2. Dashboards & Operator Interfaces
    3. Machine-Specific Windows Applications with Builder’s Brand

    The TACTUN platform can generate a Windows desktop application that your end-users will install and run on their PC.

    This application:

    • Interfaces directly with the controller hardware
    • Includes your custom UI and logic
    • Requires no internet connection or cloud dependency (in the Own & Deploy model)
    • Can be distributed under your brand, as a full software product for your machine

    This means machine builders become end-to-end solution providers — hardware, logic, UI, and software — all powered by the TACTUN platform.

     

    Final Takeaway

    Great hardware deserves great software, but more importantly, it deserves human-centered software.

    The TACTUN platform enables machine builders to act as UI designers, product thinkers, and user advocates — without needing a software team.

    Because the best machinery doesn’t just perform — it communicates, guides, and builds trust. And it all starts with a great product designed for the human brain.

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