Every computer is unique. Your PC has a specific combination of hardware, software, usage patterns, and quirks that no other machine on Earth shares. So why do most monitoring tools treat every computer the same way?
That's the question that led us to create CHE - the Computer Help Engine. It's not just another system monitor. It's an AI that learns what "normal" means for YOUR specific computer, then alerts you when something's off.
Traditional monitors alert when CPU hits 90% or RAM exceeds 80%. But what if your PC normally runs at 85% CPU during work? You'd get constant false alarms. CHE learns your patterns and only alerts when something is actually unusual.
How CHE Works Under the Hood
CHE is built from 11 interconnected components that work together to understand your PC. Here's a look at the key parts:
LSTM Autoencoder
This neural network learns the "shape" of your normal computer behavior over time. It compresses patterns into a compact representation, then checks if new data matches what it's learned. Anomalies stand out immediately.
State Detection Engine
Your PC behaves differently when gaming vs. working vs. idling. CHE recognizes these states and adjusts its expectations accordingly. High GPU usage during gaming? Normal. High GPU usage while typing a document? Suspicious.
Decision Pipeline
Not every anomaly deserves an alert. The decision pipeline weighs severity, context, and confidence before notifying you. It prevents alert fatigue while ensuring real problems never slip through.
Pattern Memory
CHE remembers patterns it has seen before. If a problem keeps recurring, it can identify the trigger. If an anomaly resolves itself, CHE learns that too. It gets smarter over time.
The Learning Process
When you first install TagPulse, CHE knows nothing about your PC. Here's how it learns:
CHE watches everything: CPU usage, memory patterns, disk activity, temperatures, network traffic. It's building a baseline, not making judgments yet.
The LSTM network starts identifying recurring patterns. It learns when you typically use your PC, what applications you run, and how your hardware responds to different workloads.
CHE now has enough data to make confident predictions. It starts alerting you to genuine anomalies while staying quiet about normal variations. It continues learning and improving.
Your usage changes over time - new software, different games, upgraded hardware. CHE adapts with you, updating its understanding as your PC evolves.
What Makes CHE Different
Most monitoring tools use static thresholds. CPU over 90%? Alert. Temperature over 80C? Alert. This approach has two big problems:
- Too many false alarms - Your gaming PC might regularly hit 95% CPU. That's normal for you, but traditional monitors scream about it constantly.
- Missed real problems - If your CPU usually runs at 20% but suddenly jumps to 60% with no obvious cause, traditional monitors stay silent. CHE would flag this as suspicious.
CHE uses relative, learned thresholds. It doesn't care what a "typical" computer looks like - it cares what YOUR computer typically looks like.
All CHE learning happens locally on your PC. Your data never leaves your machine. The AI model lives on your computer and learns from your computer - nobody else can see it.
Real-World Examples
Catching a Failing Drive
One user's drive was taking slightly longer to respond - just 50ms more than usual. Not enough for a traditional monitor to notice, but CHE flagged the pattern. Two weeks later, SMART data confirmed the drive was developing bad sectors. The user had time to back up and replace it.
Identifying Malware
CHE noticed a PC suddenly making network connections at 3 AM when the user was always asleep. The connections were small and didn't trigger any bandwidth alerts, but the timing was anomalous. Investigation revealed cryptomining malware.
Preventing Thermal Damage
A user's laptop gradually started running hotter over months - so slowly they didn't notice. CHE detected the trend and alerted them. The cause? Dust clogging the fans. A quick cleaning restored normal temperatures.
Let CHE Learn Your PC
Start building your personalized PC health profile today. CHE begins learning the moment you install TagPulse.
Download TagPulse Free