Engineering Lead@Ford | 20 Yrs Full Stack & AI/ML | Building Agentic Data Ecosystems for Global Enterprise.
Bangalore, India
Joined September 2010
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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. linkedin.com/pulse/beyond-so…
#AgenticAI #AIDV #Ford #DataArchitecture #EngineeringLeadership
The failure mode of agentic AI in the enterprise isn't weak models or bad prompts.
It's disconnected evidence.
Specs in Git. Transforms in dbt. Tests in CI. Sign-off in a Slack thread. All the artifacts — no path.
Introducing the Evidence Graph:
linkedin.com/pulse/why-agent…
Hello @eVitalRx , I would be happy to learn about how do you manage the customer phone number's privacy. It seems that customers number are being circulated across India without consent.
Someone asks why a KPI moved.
Your team opens 3 dashboards, 2 schemas, a Slack thread, and lineage xlsx.
40 minutes later you still can't prove which job produced the number.
Not a tooling gap. An architecture gap. linkedin.com/pulse/provenanc…
Paid ₹826 for @MahindraCare RSA. I just added distilled water & jump-started my XUV300 w/o checking battery health. Same issue in 30min Now asking for another ₹826 for the SAME unresolved issue. Poor diagnosis & double charging is pure harassment. Reg: KA51MS7534 @Mahindra_Auto
I asked an LLM "is this data pipeline production-ready?"
It said yes. Every time.
Including on a version I knew was missing required safety checks.
That's when I learned the most important agent in my AI pipeline system can't be an AI.
linkedin.com/pulse/merged-ma…
Your data dictionary is lying to you right now.
Someone shipped a unit conversion 3 sprints ago and never touched the wiki. Dictionary says kilopascals. Pipeline emits PSI.
On a dashboard, and on safety-critical vehicle signal it's a regulatory issues.
linkedin.com/pulse/from-proo…
AI can generate code.
But can it prove the code should be trusted?
That's the challenge I explored while building my Agentic AI-based Specs-to-Data Pipeline Accelerator.
linkedin.com/pulse/rethinkin…
#AgenticAI #DataEngineering #AI #SoftwareEngineering #LLM
The biggest risk in AI code generation isn't bad syntax.
It's invented architecture.
My latest engineering article shows how a Builder Agent converts TDD into production-ready PySpark & dbt pipelines without letting the LLM invent structure. linkedin.com/pulse/from-desi…
For four articles, I described a system.
This week, it compiled.
This is Python behind the AIDV Data Nervous System.
• Deterministic first, LLM by exception
• kph→mph doesn’t get a prompt- it gets a table
• Fail closed, never fabricate
linkedin.com/pulse/from-mani…
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
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: linkedin.com/pulse/why-every…
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.
linkedin.com/pulse/critic-ag…
#AgenticAI #AIDV #DataMesh
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 linkedin.com/pulse/specs-to-…
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
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. 😂
