cashcrown // How we build it

Real-time monitoring and alerts

// 01Problem

Signals get lost in noise: a dashboard shows state after the fact, and nobody watches it 24/7.

// 02Pipeline

// 03The data path

step 1/4

[ Strumienie (WebSocket) ]
   ↓
Ministral-3
   ↓
Gemma 3
   ↓
Alerty + dashboard

Strumienie (WebSocket)

step 1/4

Strumienie (WebSocket)

[ Strumienie (WebSocket) ]
   ↓
Ministral-3
   ↓
Gemma 3
   ↓
Alerty + dashboard

events from systems arrive live, PII-free

step 2/4

Ministral-3

Strumienie (WebSocket)
   ↓
[ Ministral-3 ]
   ↓
Gemma 3
   ↓
Alerty + dashboard

classifies events and catches anomalies on the fly

step 3/4

Gemma 3

Strumienie (WebSocket)
   ↓
Ministral-3
   ↓
[ Gemma 3 ]
   ↓
Alerty + dashboard

summarizes an incident into a readable, contextual alert

step 4/4

Alerty + dashboard

Strumienie (WebSocket)
   ↓
Ministral-3
   ↓
Gemma 3
   ↓
[ Alerty + dashboard ]

the alert goes where it's needed (Grafana, webhook, email)

// 04Models in this recipe

Ministral-3 Gemma 3 / Gemma 4

// 05Try it live

Give a page URL — see an instant audit with a score (the “watcher” model in action).

// 06What it shipped as

ProductRank Sentinel Case studyRank Tracking

// //FAQ

What is Monitoring i alerty?

Event streams, anomaly classification and alerts — before a problem grows, not after the fact.

Which models make up Monitoring i alerty?

Strumienie (WebSocket) → Ministral-3 → Gemma 3 → Alerty + dashboard

← all recipes Build this at your side

cashcrown // How we build it

Real-time monitoring and alerts

// 01Problem

Signals get lost in noise: a dashboard shows state after the fact, and nobody watches it 24/7.

// 02Pipeline

// 03The data path

step 1/4

[ Strumienie (WebSocket) ]
   ↓
Ministral-3
   ↓
Gemma 3
   ↓
Alerty + dashboard

Strumienie (WebSocket)

step 1/4

Strumienie (WebSocket)

[ Strumienie (WebSocket) ]
   ↓
Ministral-3
   ↓
Gemma 3
   ↓
Alerty + dashboard

events from systems arrive live, PII-free

step 2/4

Ministral-3

Strumienie (WebSocket)
   ↓
[ Ministral-3 ]
   ↓
Gemma 3
   ↓
Alerty + dashboard

classifies events and catches anomalies on the fly

step 3/4

Gemma 3

Strumienie (WebSocket)
   ↓
Ministral-3
   ↓
[ Gemma 3 ]
   ↓
Alerty + dashboard

summarizes an incident into a readable, contextual alert

step 4/4

Alerty + dashboard

Strumienie (WebSocket)
   ↓
Ministral-3
   ↓
Gemma 3
   ↓
[ Alerty + dashboard ]

the alert goes where it's needed (Grafana, webhook, email)

// 04Models in this recipe

Ministral-3 Gemma 3 / Gemma 4

// 05Try it live

Give a page URL — see an instant audit with a score (the “watcher” model in action).

// 06What it shipped as

ProductRank Sentinel Case studyRank Tracking

// //FAQ

What is Monitoring i alerty?

Event streams, anomaly classification and alerts — before a problem grows, not after the fact.

Which models make up Monitoring i alerty?

Strumienie (WebSocket) → Ministral-3 → Gemma 3 → Alerty + dashboard

← all recipes Build this at your side