Real-Time Robotics — Measured Latency & Jitter

    1

    PREEMPT_RT, RTOS and ROS 2 control loops with deadline budgets and worst-case latency you can prove by measurement.

    $39

    Secure checkout via Stripe

    Money-back guarantee

    Converts to your local currency at checkout

    Security scanned

    Works with the AI Agents you already use

    Claude CodeClaude CodeCursorCursorCodex CLICodex CLIMuseMuseDotsDots+22 more

    Real-Time Robotics — Measured Latency & Jitter

    Example session with this skill installed

    I have a ROS 2 control loop running at 500Hz on a Raspberry Pi 4. I am seeing intermittent jitter over 500us. Help me audit the latency budget and suggest kernel optimizations.

    • Read your context and instructions
    • Compiled the real-time robotics

    I have analyzed your 500Hz (2ms period) control loop requirements. A 500us jitter represents 25% of your total period, which is high for a Raspberry Pi 4 running standard Linux.

    Latency Audit and Tuning Plan

    StageBudget (us)Strategy
    Sensor Read150SPI/I2C via dedicated bit-banging or high-priority IRQ
    State Estimation400Fixed-point math or optimized Eigen ops
    Controller Logic300ROS 2 StaticSingleThreadedExecutor to avoid overhead
    Actuator Write150DMA-based PWM or dedicated hardware peripheral
    Total Margin1000Remaining time for system interrupts and context switches

    Kernel Optimization Commands

    
    # 1. Isolate CPUs 2 and 3 for the control loop in /boot/cmdline.txt
    # Add: isolcpus=2,3 nohz_full=2,3 rcu_nocbs=2,3
    
    # 2. Set CPU governor to performance to prevent frequency scaling latency
    echo performance | sudo tee /sys/devices/system/cpu/cpu*/cpufreq/scaling_governor
    
    # 3. Apply RT priorities to the ROS 2 process (SCHED_FIFO)
    chrt -f -p 98 <ros2_node_pid>
    
    # 4. Move networking and disk IRQs away from isolated cores
    echo 1 | sudo tee /proc/irq/eth0/smp_affinity  # Example for eth0 on Core 0
    

    Measured Latency Analysis

    Run the following to capture the baseline jitter before applying changes:
    cyclictest -l100000 -m -n -p99 -i2000 -h400 > jitter_baseline.txt

    Then process with
    python3 scripts/latency_report.py jitter_baseline.txt --period-us 2000 --deadline-us 500 --cyclictest

    Next steps

    1. Apply mlockall() in your C++ node to prevent page faults during execution.
    2. Set your ROS 2 QoS to Reliable with a small history depth to reduce middleware jitter.
    3. Disable C-states in the firmware to prevent wake-up latency from deep sleep.

    Connects securely to your tools. The creator never sees your data.

    About this skill

    PREEMPT_RT, RTOS and ROS 2 loops with deadlines you can prove.

    Engineer real-time behaviour for robots and drones - PREEMPT_RT Linux, Xenomai, FreeRTOS/Zephyr, CPU isolation and IRQ affinity, scheduling policies, ros2_control loops, DDS/QoS tuning, deadline budgets and measured worst-case latency with jitter analysis. Use when a control loop misses deadlines, the user needs deterministic timing, chooses an RTOS, or must prove latency figures with measurements.

    Includes an EXPERT.md reference (exact parameters, thresholds, failure diagnosis). Tested scripts: scripts/latency_report.py.

    Acceptable use: civil and commercial applications only. Any military, paramilitary or weapon-related use is prohibited, as stated in the skill itself.

    How to use

    Skills on Agensi run inside your AI agent. Copy the prompt, paste it into your agent, and it connects to Agensi and installs this skill for you. If a payment is needed, your agent shows it to you first.

    Reviews

    No reviews yet

    Be one of the first to try it. Every listed skill passes our trust checks below.

    Security scanned

    Passed our 8-point scan before listing

    Fresh listing

    Recently published to Agensi

    Money-back guarantee

    Doesn't do what its page promises? You get your money back.

    Trust & safety

    Security scanned

    Verified clean today

    • Passed all security checks, Safe to install

    Listedtoday

    What's inside

    Frequently Asked Questions