DriversRecommendedOutdated drivers can make a good PC feel brokenScan driver issues before chasing fixes manually.Scan NowHalloween DealsAmazon USHalloween week deals: useful picks before month-endAmazon US: current deals, useful picks and tech finds.Check DealsClean PCRecommendedOne scan can reveal what keeps slowing WindowsLook for cleanup and repair opportunities.Run Scan×
FREEDOM251

Freedom251 › Blog › AI agents

Our Watchdog Restarted a Healthy Agent 24 Times a Day for Months

By Freedom251 Team · · 4 min read

Special offer. See more information about Outbyte and uninstall instructions. Please review EULA and Privacy policy.

A watchdog can restart a healthy agent if it mistakes silence for failure. In Erik Bagdaer’s account of his own installation, a check treated the absence of recent Telegram log lines as evidence that a gateway was stuck—even though quiet long polling could be normal. The result, he reports, was 24 actual restarts a day, almost exactly an hour apart. The incident illustrates why a health check should measure the process’s intended progress, not merely its recent log traffic.

What happened in the reported incident?

In a first-person article published September 24, 2026, Erik Bagdaer describes an unattended setup with a gateway, a model behind it, vector memory, and about 70 scheduled jobs. He initially counted watchdog log messages, then sampled process age to distinguish those messages from actual restarts. These are the author’s measurements of his own installation; they have not been independently verified.

As an Amazon Associate I earn from qualifying purchases.

Over three and a half days, Bagdaer says the process restarted 24 times per day. Across 79 consecutive intervals, the mean gap was 3,603.2 seconds, with a standard deviation of 0.65 seconds and a range of 3,602–3,606 seconds. That near-hourly regularity supported his diagnosis of a recurring watchdog action rather than random crashes.

Free tools Windows power users keep installed

One-click scans. No signup required.

Special offer. See more information about Outbyte and uninstall instructions. Please review EULA and Privacy policy.

He also reports 2,688 kickstart log lines over 126 days. In the sampled window, he says, there were four kickstart lines for each actual restart. The distinction matters: a log line recording a watchdog decision or action is not necessarily a one-to-one count of process restarts.

Why did the watchdog mistake an idle agent for a hung one?

As Bagdaer describes it, the check searched for a [telegram] log line from the previous 30 minutes. If it found none and could reach the Telegram API, it classified the gateway as Telegram-stale and kickstarted it. He says the source code also warned that idle long polling produces no log lines.

That creates a mismatch between the signal and the condition being tested. A quiet service can be functioning normally while waiting for an update; the lack of a new application log entry does not, by itself, show that the process is deadlocked or unable to do work. In this account, the watchdog’s reachability check confirmed that the external API was available, but the missing traffic signal was not proof that the gateway had stopped making progress.

Bagdaer reports that all 200 of the last 200 logged decisions said the Telegram API was reachable, the gateway was Telegram-stale, and it should be kickstarted. This supports his explanation of what the watchdog repeatedly decided; it is not independent evidence about other agent frameworks or installations.

Special offer. See more information about Outbyte and uninstall instructions. Please review EULA and Privacy policy.

How can you tell an idle process from a stuck one?

Separate three observations that are easy to conflate: whether the process exists, whether it is making the kind of progress it is supposed to make, and what the watchdog logged or decided. Process-age sampling can reveal repeated restarts even when watchdog messages are duplicated. A progress signal generated by the work itself can help distinguish healthy waiting from a stalled task.

Rank #3
Necto Cellular Temperature Monitor, Power Outage Alarm & Humidity Sensor
  • 2 Years of Cellular Service Included – Necto offers the most affordable cellular-enabled sensor with 2 full years of 4G LTE service included—no hidden fees, contracts, or WiFi required. With a built-in multi-network SIM card, you can remotely monitor conditions 24/7 and receive real-time alerts. After 2 years, you can renew the subscription from the app for only $6.99 a month.
  • Instant Alert & 24/7 Monitoring - Keep tabs on your Home, RV, Car, or Pets from anywhere with the 3-in-1 temperature, humidity & power outage monitor. Customize the high and low temp/humidity thresholds and add up to 5 contacts for unlimited text and email alerts. Receive real-time alerts if critical changes in temp/humidity or a power loss occurs.
  • Rechargeable Internal Battery - The Necto smart RV and pet monitor has a 3 day long-lasting rechargeable battery. Unlike WiFi sensors, Necto provides continuous monitoring in the event of a power outage, via its built-in battery and cellular technology. Receive instant alerts on your phone when battery power is low or if the device disconnects from the network.
  • Intuitive Mobile App & Easy Setup - Our user-friendly mobile app gives you remote access to your sensor from anywhere. Use your smartphone or PC to customize alert thresholds, view past readings, and manage device settings with ease. The sensor takes minutes to install and requires no technical expertise. Simply activate the device through the app and plug it into any standard wall outlet.
  • Fast Refresh & Free Data Storage - The industrial built-in temperature and humidity sensor takes readings every 10 seconds to make sure the temp/humidity are within the safe range. Every 10 minutes the most recent reading is updated on the online portal. Readings are stored on our servers for 1 year and can be downloaded anytime on a CSV file.
  • For an idle, long-polling service: absence of recent traffic may be expected. Do not make a traffic-free interval the sole proof of failure.
  • For work that should advance: record a heartbeat when a meaningful unit of work completes, such as touching a progress file. The watchdog can judge staleness against that signal.
  • For diagnosis: track actual process starts separately from watchdog decisions and log-line counts. Compare restart timestamps and intervals with the check’s schedule.

The practical principle is to match the health signal to the process’s intended behavior. A heartbeat should indicate real progress, not merely that the process can periodically write a timestamp; otherwise a stuck worker might keep appearing healthy.

How should you test a watchdog before relying on it?

  1. Observe a normal quiet period. Confirm whether the service is expected to emit application logs while waiting. Verify that the watchdog does not restart it merely because those logs are absent.
  2. Exercise a genuine failure. Simulate a stalled unit of work or another relevant failure in a safe test environment. Check that the progress signal becomes stale and that the watchdog responds as intended.
  3. Count actual restarts. Record process start times or another reliable process-level signal, and compare those events with watchdog logs. Do not infer restart totals from decision messages alone.
  4. Check timing and recovery. Look for recurring intervals that point to a scheduled check, and verify that a restart restores service rather than creating a loop.

Bagdaer links an open-source agent-uptime-kit repository, described in his article as including a progress-based watchdog, a spending proxy and ledger, and launchd and systemd templates. He also says its harness can run without a paid key. Those are the author’s descriptions; the account does not establish the repository’s current contents or provide enough verified detail to reproduce setup steps here.

Rank #4
Sipeed NanoKVM IP KVM Remote Control via the Internet, 1080P HDMI, Keyboard Video and Mouse Remote Control, Ideal mini KVM for Home Offices Data Centres Server Management (NanoKVM Full W)
  • 【Remote Control Operations Server】Sipeed NanoKVM is an IP-KVM solution based on the LicheeRV Nano RISC-V Linux single-board computer, inheriting the Nano's compact form factor and powerful capabilities. Breaking free from traditional host requirements for network connectivity and system software, NanoKVM functions as an external hardware device directly providing remote control capabilities.
  • 【Powerful Interfaces】Sipeed NanoKVM features one HDMI input port that can be recognized by a computer as a display to capture screen content. One USB 2.0 port connects to the computer host, functioning as a HID device (e.g., keyboard, mouse, touchpad). It also utilizes spare TF card storage space, mounting it as a USB flash drive device.
  • 【100Mbps Ethernet Support】Sipeed NanoKVM features a 100Mbps Ethernet port for network transmission of video and control signals. The Full version additionally includes an ATX power control interface (USB-C) for remote host power status monitoring and control. The Full version housing also incorporates an OLED display showing the device's IP address and KVM-related status.
  • 【Server Management】Sipeed NanoKVM enables real-time monitoring and control of server operations. Supports remote desktop access and host power cycling: NanoKVM overcomes limitations requiring the host to be networked or specific system software, functioning as external hardware to provide direct remote control capabilities.
  • 【Supports Remote Installation】Sipeed NanoKVM emulates a USB flash drive device, enabling mounting of installation images for system deployment or access to computer BIOS settings. The NanoKVM Lite features two serial ports for use with IPMI or connection to other development boards via web-based serial terminal interaction. Users may also expand functionality with additional accessories.
Independent reader supportYour contribution helps us test, update, and keep practical guides available for everyone.Support on Ko-Fi

What does the account establish—and what does it not?

The measurements and diagnosis belong to Bagdaer’s reported case. They show how a traffic-based check can produce a plausible false alarm when a service is quiet, and why process restarts should be measured separately from watchdog log messages. They do not establish that every agent, framework, or long-polling service behaves the same way.

Special offer. See more information about Outbyte and uninstall instructions. Please review EULA and Privacy policy.

Bagdaer also compares LangGraph, OpenAI Agents SDK, and CrewAI using a small harness that includes tool failures, HTTP 500 and 429 responses, invalid JSON, token counts, and state survival. He gives versions as of September 20, 2026: LangGraph 1.2.11, OpenAI Agents SDK 0.22.3, and CrewAI 1.15.22. Those results are his harness output, not independent benchmarks, and are separate from the watchdog incident.

His article includes deployment opinions: a Linux VPS may suit many agents, while a dedicated Mac may fit local-model memory needs, macOS automation, Apple-platform builds, or situations where token costs exceed rent. Bagdaer discloses, “I work on macyou.co, which rents Apple Silicon machines, so I have a stake in where people run things.” Treat those hosting recommendations in light of that commercial interest; the reported watchdog failure does not show that a particular hosting product is necessary.

Product prices and availability are accurate as of the date/time indicated and are subject to change. Any price and availability information displayed on Amazon at the time of purchase will apply.

AI agentslong pollingMonitoringreliabilitywatchdogs

Leave a Reply

Your email address will not be published. Required fields are marked *

Special offer. See more information about Outbyte and uninstall instructions. Please review EULA and Privacy policy.

Recommended PC Tool
Recommended PC Tool
PC Slower Than It Used to Be?Free scan - under a minute
Crashes, No Sound, or Screen Glitches?Free driver scan

Two free Windows tools

One Free Minute Could Fix That PC

Before you go - each of these free tools takes about a minute and tackles what quietly slows a Windows PC down.

Special offer. View Outbyte info, uninstall instructions, EULA, and Privacy Policy.