Raha Ai Agents & Automation

Ai Agents & Automation Engineer

[Raha Ai Agents & Automation @Muhamma99751637]

4/ The Stack & The Result 🛠️

@n8n_io (Orchestration)

@GroqInc (Inference)

Google Sheets (Operational DB)

Evolution API (WhatsApp)

The result? A zero-intervention system that manages live inventory and logs orders in real-time.

[Raha Ai Agents & Automation @Muhamma99751637]

3/ Session Isolation 🧠

Multi-user bots fail without total memory isolation.

I used the remoteJid (unique WhatsApp ID) from the Evolution API to build a per-customer context window. This ensures order context never "bleeds" between different customers. Private. Isolated. Secure

[Raha Ai Agents & Automation @Muhamma99751637]

2/ The Strict Schema Trap 🎯

Groq enforces strict JSON validation. n8n’s auto-generated schemas for Google Sheets were too "loose," causing 400 errors.

I had to manually architect the tool handshakes, disabling additionalProperties and mapping every column.

[Raha Ai Agents & Automation @Muhamma99751637]

1/ The Latency Problem ⚡

In WhatsApp commerce, response time is the silent killer. 3 seconds of "thinking" feels like an eternity.

Switching to Groq (Llama 3.3 70B) was a game-changer. By leveraging LPU inference, I achieved ultra-low latency. If it doesn't feel instant

[Raha Ai Agents & Automation @Muhamma99751637]

Building a production-grade AI agent is 10% prompting and 90% infrastructure.

I just took a WhatsApp ordering system live for a restaurant. 🍕

It’s fast. It’s reliable. And it handles natural language (English + Urdu).

Here’s the dive on why I moved from Gemini to @Groq. 🧵👇

[Raha Ai Agents & Automation @Muhamma99751637]

You’re not losing customers because of bad service…

You’re losing them because you’re not replying.

Smart Review Dashboard =
AI replies + Sentiment insights + All reviews in one place
👉 Turn Reviews Into Revenue
DM to get started 🚀

[Raha Ai Agents & Automation @Muhamma99751637]

Using Replit AI, I built a smart dashboard that:

✨ Brings all Google reviews into one place
📊 Automatically analyzes reviews
🤖 Generates AI-powered responses in seconds
👉 DM me “AI TOOL” and let’s build something

#replit #ai #saas #automation ##nocode #softwaredeveloper

[Raha Ai Agents & Automation @Muhamma99751637]

built an AI dashboard that can chat with spreadsheets.

Users can:
• analyze data
• update records
• visualize charts
• manage everything using chat

Stack:
Lovable + n8n + AI

DM me if you want a custom automation.
Hashtags:
#aiagents
#automation
#n8n
#aiworkflow
#nocode

[PALESTINE ONLINE 🇵🇸 @OnlinePalEng]

Israeli forces arrest Maha Al-Rifai during a raid on her family home in Anata, citing alleged social media incitement.

[عائزے_رومان @paglii_dewanii]

میرے شوہر کو لکڑیوں کے اندر بند کر کے زندہ جلا دیا گیا۔روز اپنے بچے کو خالی پلیٹ دکھا کر سلا دیتی ہوں
اے امت محمدیہ ہمیں تو تم پہ بڑا مان تھا۔💔

[سیانی کُڑی @digitalchirrya]

غزہ کو مت بھولیں ۔۔۔ غزہ کے لیے ہمیشہ آواز اٹھاتے رہیں ۔۔

[Lamine Yamal Fans 🇪🇸 @Ros10101]

Girls in Sudan 🇸🇩💔

[Asad _ منصور @Asad_Journal01]

سوڈان‼️

جو رحم دلی اور سخاوت کی علامت تھی، آج خون اور آہوں کا میدان بن گیا ہے۔

آج خرطوم اپنے بیٹوں پر رو رہا ہے، اور ان کے دارالحکومت کو غداری کے ہاتھ نے پارہ پارہ کر دیا۔
​یہ وہ ملک ہے جو کبھی خوشحالی سے چھلکتا تھا، آج اپنے زخموں سے مدد کی فریاد کر رہا ہے۔

[Raha Ai Agents & Automation @Muhamma99751637]

#propheticwisdom #pw3 #university #Islamicreminder #trending #dawah #Pakistan #INDvsPAK #AsiaCupT20 #AsiaCup #HarisRauf #deprem #Islam #Islamabad

[Prophetic Wisdom @PW_Official_]

#Prophetic_wisdom
#PW3
#Trending
#university
#PAKvsIND
#AsiaCup2025
#Pakistan
#PakistanCricket

[Raha Ai Agents & Automation @Muhamma99751637]

#propheticwisdom #pw3 #university #Islamicreminder #trending #dawah #Pakistan #INDvsPAK #AsiaCupT20 #AsiaCup #HarisRauf #deprem #Islam #Islamabad

[Prophetic Wisdom @PW_Official_]

University gives you grades, not purpose.
💡 Prophetic Wisdom is where we fix that.

16 weekends. 5 powerful Subjects
📍 Islamabad Students
Stay tuned for More!
#PropheticWisdom #University #Dawah #IslamicReminder #SelfDevelopment #PurposeOfLife #Islamabad #Pakistan #Trending

[Prophetic Wisdom @PW_Official_]

University gives you grades, not purpose.
💡 Prophetic Wisdom is where we fix that.

16 weekends. 5 powerful Subjects
📍 Islamabad Students
Stay tuned for More!
#PropheticWisdom #University #Dawah #IslamicReminder #SelfDevelopment #PurposeOfLife #Islamabad #Pakistan #Trending

[Hamid Mir حامد میر @HamidMirPAK]

نیتن یاہو روزانہ ٹرمپ کی مکمل حمایت سے فلسطینی بچوں کو خاک و خون میں نہلا رہا ہے اور ہم نے صرف اسرائیل کے خلاف مذمتی بیانات کی بھرمار کر رکھی ہے اگر ہم ان بچوں کی کوئی مدد نہیں کر سکتے تو کم از کم اب ٹرمپ کے قصیدے پڑھنے تو بند کر دیں کچھ تو خوف خدا کریں

[☠️EMA إيما @ghost_girl2023]

إذا انفض الناس عن غــ.. ــز ة وملوا من أخبارها

فلا تتخلى عنها حتى لو كنت وحدك💔

[Hanzala @Hanzpal2]

القصف دمر 30 بناية تقريبا في مدينة غزة اليوم فقط.

السحاب الأسود يغطي سماء غزة من شدة الغارات

[PALESTINE ONLINE 🇵🇸 @OnlinePalEng]

lsraeli warplanes continue to destroy residential buildings in Gaza city to force the residents to leave ahead of the lsraeli plans to invade the city.