Rudraraju
AI Product Manager who codes. Building LeSearch AI, shipping MVPs at Pilvi Systems, and actively seeking Associate PM/APM roles.

Where It All Began
My journey from business to AI
Late 2022, while navigating my MBA, I discovered something extraordinary in ChatGPT. As a marketer, I was stunned—not just by a helpful AI, but by its uncanny ability to predict my next words. What others saw as a clever tool, I recognized as a revolutionary copywriting system that would transform how we produce and consume content. My business background revealed a perspective many technologists missed: this wasn't just impressive tech—it was about to reshape entire industries.
The Fascination
For years I'd wondered how our minds transform random thoughts into coherent decisions. Now I was witnessing a mathematical model offering glimpses into our cognitive processes—making me feel we were beginning to understand the mechanics of thought itself. Each interaction revealed new depths to what seemed impossible just months before, challenging everything I thought I knew about human-machine capabilities.
The Realization
The pivotal moment came when I saw the pattern—what began with text was rapidly evolving to audio, then images, and ultimately multimodal intelligence. This wasn't just iterative improvement; it was an exponential expansion of possibilities. I realized we were standing at the threshold of applications once confined to science fiction: systems enabling blind individuals to navigate independently, personalized tools helping people with ADHD remember critical information exactly when needed, and business solutions that could automate previously unimaginable creative tasks.
The Possibilities
My mind raced with applications—systems that could assist visually impaired individuals to navigate independently, personalized tools for people with ADHD to receive perfectly timed reminders, and businesses automating creative processes that previously required extensive human effort.augmenting our limitations and amplifying our strengths. The real magic wasn't in replacing human creativity but in removing barriers to its expression. This technology could democratize capabilities once reserved for specialized experts, unlocking human potential in unprecedented ways.
The Transformation
What started as curiosity evolved into obsession. I realized my business background wasn't a disadvantage it was exactly what was needed: someone who could bridge technical capabilities with practical applications. I quickly immersed myself in developing these systems and building agents that could actually get things done. Today, I translate AI potential into tangible business value, turning theoretical possibilities into practical solutions that deliver measurable results.
Where I've Worked
AI Product Manager @ Pilvi Systems
Aug 2025 - Present • Dallas, TX (Remote)
- Shipped 3 MVPs in 2 months for B2B AI automation solutions, driving rapid product iteration cycles.
- Conducted 15+ customer discovery interviews to identify pain points and validate product-market fit.
- Designed and implemented Amplitude analytics infrastructure from scratch for data-driven decision making.
- Improved user activation rate from 22% to 41% through targeted onboarding flow optimizations.
- Collaborated with engineering team to define product roadmap and prioritize feature backlog.
I CONSTANTLY TRY TO IMPROVE
My Tech Stack
Passionate about exploring emerging technologies and frameworks to build scalable, efficient solutions. Always learning, always improving.
What IBring to the Table
My core qualities that drive success in every AI solution I deliver
Positivity
Approaching AI challenges with optimism and a solutions-oriented mindset, transforming obstacles into opportunities for innovation.
Passion
Driven by deep enthusiasm for AI technology that fuels continuous learning and delivers excellence in every project I undertake.
Ambition
Setting bold goals and persistently pursuing advancements that push the boundaries of what's possible with AI solutions.
Innovation
Constantly exploring creative approaches to leverage AI and automation, turning complex business challenges into elegant solutions.
Technical Expertise
Blending AI knowledge with practical programming skills to build intelligent systems that deliver measurable business impact.
Client-Focused
Maintaining exceptional satisfaction rates by translating technical concepts into clear value propositions for stakeholders.
Projects & Contributions
A selection of work I'm involved in, from active development and experiments to contributions and forks.
NVIDIA Dynamo Fork
ForkedDatacenter Scale Distributed Inference Serving Framework. Forked to understand datacenter-scale inference, distributed systems, and multi-GPU topologies for LeSearch AI.
Local SQL Agent
ActivePrivacy-focused natural language to SQL tool connecting to local Postgres databases using local LLMs. Includes safety guardrails and schema introspection.
ChatterBox-TTS
ShowcaseBrowser-use BYOK
ForkedLocal browser agent experiments allowing "Bring Your Own Key" configuration for flexible agent deployment.
More projects coming soon!
My blogs
Insights on AI implementation, marketing automation, and technology innovation.

The Rise of the AI Generalist: Thriving in an Era of Specialized Tools
In an era of specialized AI tools, the true power lies in orchestration. Discover why AI Generalists are becoming the most valuable players in the tech ecosystem.

Beyond Prompt Engineering: The Art of Context Engineering
Prompt engineering is dead. Long live Context Engineering. How to architect data flows for reliable LLM applications and move beyond 'magic words'.

Mastering MCP: The Standard for AI Interoperability
The Model Context Protocol is the USB-C of the AI world. Here is how it changes the game for connecting tools to LLMs and unblocking the agentic future.