Sunil kumar

Engineering Lead@Ford | 20 Yrs Full Stack & AI/ML | Building Agentic Data Ecosystems for Global Enterprise.

[Sunil kumar @sunilsrikumar]

AIDV (AI-Defined Vehicle)- I just published my architectural blueprint for moving the "Reasoning Loop" to the Edge. It’s how we solve the data latency problem of scaling and concurrency. https://t.co/zhZMb9D5yL
#AgenticAI #AIDV #Ford #DataArchitecture #EngineeringLeadership

[Sunil kumar @sunilsrikumar]

For four articles, I described a system. This week, it compiled.

Article 5 of my AIDV series: the Python where Hybrid Reasoning becomes a running Architect Agent- not another diagram.

#AgenticAI #SoftwareDefinedVehicle #DataEngineering #MLOps #AIGovernance #AutomotiveSoftware

[Sunil kumar @sunilsrikumar]

Where did that number come from? Show me the chain.

None of them had an architecture that could answer it in under 4 hours.
That's not a reporting problem. That's an architecture and governance crisis.

A thread on the Attribution Spine: https://t.co/yx9SesgIvR

[Sunil kumar @sunilsrikumar]

@DhanCares @DhanHQ Congrats on the US Stocks launch! While you're celebrating, can someone from Priority Helpdesk explain why my legitimate refund request for a platform bug-caused loss has been ignored for 5 days? Screenshot attached shows my detailed email #Dhan

[Sunil kumar @sunilsrikumar]

@dhan_co @Muthu_Dhan @DhanSupport
URGENT: Platform bug caused ₹1,500+ loss on GE Vernova T&D trade today. #DhanPlatform #TradingBug

[Sunil kumar @sunilsrikumar]

@Airtel_Presence @Airtel_Presence Unable to attach pdf in DB.

[Sunil kumar @sunilsrikumar]

@Airtel_Presence @airtelindia 5+ days since router was delivered to my address. Payment cleared, yet installation is stalled. Engineer & agent r unresponsive & rude when contacted. Paid 1500, 0 connectivity. Request immediate installation & accountability. #AirtelFiber #Bangalore

[Sunil kumar @sunilsrikumar]

@nch1915 Complaint vs Airtel: Paid ₹1500 for fiber in Bangalore. Router delivered 5+ days ago, but installation stalled. Agent & engineer unresponsive & rude. Service denial despite payment. Request intervention. #ConsumerRights #Airtel

[Sunil kumar @sunilsrikumar]

@Airtel_Presence @airtelindia 5+ days since router was delivered to my address. Payment cleared, yet installation is stalled. Engineer & agent r unresponsive & rude when contacted. Paid 1500, 0 connectivity. Request immediate installation & accountability. #AirtelFiber #Bangalore

[Sunil kumar @sunilsrikumar]

@TRAI @Airtel_Presence Service deficiency: Airtel Fiber installation delayed 5+ days post router delivery & payment clearance in Bangalore. Field staff unresponsive. Paid ₹1500, zero connectivity. Seek regulatory intervention. #TRAI #TelecomComplaint

[Sunil kumar @sunilsrikumar]

@Airtel_Presence @airtelindia 5+ days since router was delivered to my address. Payment cleared, yet installation is stalled. Engineer & agent r unresponsive & rude when contacted. Paid 1500, 0 connectivity. Request immediate installation & accountability. #AirtelFiber #Bangalore

[Sunil kumar @sunilsrikumar]

The AI-Defined Vehicle needs a brain, but it also needs an Immune System.
Automotive velocity without integrity is meaningless. My latest deep-dive explores The Critic Agent: a deterministic gatekeeper for agentic data pipelines.
https://t.co/dbUg7vRLmT
#AgenticAI #AIDV #DataMesh

[Sunil kumar @sunilsrikumar]

The Software-Defined Vehicle (SDV) is yesterday's news. The AI-Defined Vehicle (AIDV) is the destination.
But there’s a massive bottleneck: The "Manual Tax" in data engineering https://t.co/u43ZNeothC

[Sunil kumar @sunilsrikumar]

Just finished the LangChain- Agentic AI Engineering certification. Moving beyond basic prompts to build autonomous agents at @Ford that:
- Use LangGraph for cyclic, self-correcting loops.
- Humans in the loop for reliability.
Future of AI is agentic!
#AgenticAI #LangChain #llm

[Sunil kumar @sunilsrikumar]

On weekend, I was exploring the synergy between spiritual intelligence and financial literacy to create timeless lessons of the Gita into a disciplined strategy for the equity markets. 😂

[Sunil kumar @sunilsrikumar]

Proud father moment! ❤️ Watching Srishti compete at the sports event yesterday was about so much more than the medals. It was about seeing her consistency, leadership, and sportsmanship in action:
-🥇 1st in 50m race
-🥈 2nd in Relay
-🥉 3rd in Obstacle Race
Way to go, champ! 🌟

[Sunil kumar @sunilsrikumar]

https://t.co/tHRJ4V8YwV

[Sunil kumar @sunilsrikumar]

Some custom made cards are priceless specially when it gifted by your lovely princes 😊 Happy father's day to all!

[Sunil kumar @sunilsrikumar]

आदरणीय @prabhatkhabar , आपके अखबार को फोर्जरी करके सुपौल में कुछ लोगों का समूह फोरलने एक्सप्रेस हाईवे के बारे मैं गलत जानकारी देकर अनुचित ढंग से मुझसे Rs २३,००,०००/- रुपैया ठग लिया। इससे आपके अखबार के साख को घाटा हो रहा है। आपसे अनुरोध हैं की आप इन लोगों के खिलाफ उचित करवाई करें

[Sunil kumar @sunilsrikumar]

@Supaulpolice @SpSupaul @dm_supaul आदरणीय सूर्यनारायण बाबू ने मामले की जानकारी ली और मैं उनका आभारी हूँ। मुझे पूर्ण विश्वास हैं की मुझे न्याय मिलेगा।

[Sunil kumar @sunilsrikumar]

Respected @Supaulpolice , Request your kind attention. Cc @SpSupaul @dm_supaul

[Sunil kumar @sunilsrikumar]

@Wooden_street Your CC doen't make any sense therefore here we are. Address it at the earliest to avoid any further damage. @Wooden_street