XK

A Software Architectural Engineer. I'll tell a true tale with my name. XXVII.

[XK @etherealkhay]

Everyone is guilty of something.

[XK @etherealkhay]

Your name is life.

[XK @etherealkhay]

The way woman was created carries deep meaning:
- She wasn’t made from his head (to rule over him) or his feet (to be beneath him), but from his side, to be equal to him, close to his heart, under his arm for protection.
- Together, Adam and Eve were made in God’s image.

[XK @etherealkhay]

“Impossible” is a word only found in the dictionary of fools.

[XK @etherealkhay]

What's one repetitive inbox workflow you'd automate first?
#AI #Automation #n8n #OpenAI #LLM #WorkflowAutomation #AIEngineering #BuildInPublic #DataPipelines

[XK @etherealkhay]

I got tired of context-switching just to understand what's in my inbox.
So I built a lightweight AI pipeline that automatically reads, summarizes, and structures every incoming email (zero manual effort).

[XK @etherealkhay]

What's next:
Adding an AI classification layer: a secondary LLM call that labels each email by category: ( Payment | Support | Lead | Newsletter | Spam )
This turns the pipeline into a full intelligent inbox router, not just summarization.

[XK @etherealkhay]

This is the same pattern behind AI automation systems. Once you internalize it, you can apply it almost anywhere:
Customer support triage
Payment & transaction alerts
Inbound lead classification
Complaint detection & escalation

[XK @etherealkhay]

Stack:
n8n - workflow orchestration
Gmail API - event-driven email trigger
OpenAI API - LLM-based summarization
Google Sheets API - structured data sink
JavaScript - payload normalization & transformation

[XK @etherealkhay]

When a new email lands:
- Gmail API fires a webhook trigger on message receipt
- A JavaScript transformation layer parses and normalizes the payload, extracting sender metadata, subject, timestamp, and raw message snippet

[XK @etherealkhay]

Here's the full architecture:
Pipeline: Gmail Trigger => Data Extraction => OpenAI Inference => Google Sheets Persistence

The pattern that makes this powerful:
Trigger => Extract => Infer => Store

[XK @etherealkhay]

Jesus Christ, my living hope.

[XK @etherealkhay]

The thoughts were led astray, not your heart.

[XK @etherealkhay]

@musiclilbaby Actively following….follow for follow please.

[XK @etherealkhay]

My language is beautiful, it's spiritual.

[XK @etherealkhay]

True wealth is not measured in money or possessions, but in the richness of your spirit, the depth of your relationships, and the peace in your heart.

[XK @etherealkhay]

Embrace and evolve.
New possibilities!
#java #springboot

[XK @etherealkhay]

My sin was great, your love was greater.

[XK @etherealkhay]

My sin was great, your love was greater.

[XK @etherealkhay]

“We used to fear limitation. Now we fear having to decide.”

[XK @etherealkhay]

Embrace and evolve.
New possibilities!
#java #springboot