Ramachandra Nalam

Data systems, event-time semantics, and AI agents. Apache Software Foundation contributor. Sharing practical notes on large-scale system design.

[Ramachandra Nalam @therealnalam]

Important caveat: pay-as-you-go is available to select customers and rolling out more broadly soon. Deferred execution is also forthcoming and applies only to eligible workloads. The “up to 50%” figure is Google’s announced maximum, not a guaranteed saving for every task.

[Ramachandra Nalam @therealnalam]

@Tech_girl Unanimously, no one will condemn this.

[Ramachandra Nalam @therealnalam]

@vibeonX69 Architecture, communication, expressing at the right times with a clear intuition.

[Ramachandra Nalam @therealnalam]

@laylawaaa Congratulations. happy birthday, layla!

[Ramachandra Nalam @therealnalam]

@darihodl Fellow builder here! I'd love to connect and learn more about your work. What are you currently building? Let's share knowledge and grow together!

[Ramachandra Nalam @therealnalam]

@Charvikasliwal_ @X Hey fellow builder! What do you think is the best way to market a product is it just solving the problem!

[Ramachandra Nalam @therealnalam]

@_vmlops I don't think so. it's still alive, and a lot of people are prototyping initial ideas of the proof of concept.

[Ramachandra Nalam @therealnalam]

Hey fellow devs, quick question: what are your biggest frustrations with "vibe coding"?

For me, it’s when the code gets unnecessarily overengineered. I really can't stand that!

[Ramachandra Nalam @therealnalam]

@itsalicesoul Lol, true. "Vibe coding" is just a fancy term for "I hope this doesn't explode." Reviewing AI-generated code is basically playing Russian roulette with your production environment.

[Ramachandra Nalam @therealnalam]

@BasantSoli33398 Managing unconventional ideas from non-technical stakeholders is the most challenging part of the process.

[Ramachandra Nalam @therealnalam]

@Muskanjain0401 Whatever shit that gets the job done, do it!

[Ramachandra Nalam @therealnalam]

@KGoswami70 Congrats Kinjal on your internship offer. i wish you all the best and enjoy the rollercoaster ride!

[Ramachandra Nalam @therealnalam]

@Careerbuddha111 Hi Abinaya, congratulations on your solo founding venture! I am a fellow AI and data engineer, and I would love to connect with you.

[Ramachandra Nalam @therealnalam]

@aquavoice could you please implement a meeting notes feature, similar to the one offered by Whisperflow? Additionally, I would appreciate the development of an MCP that integrates with Claude Code, Codex, Gemini, and Cursor, as this would significantly enhance developer productivity.

[Ramachandra Nalam @therealnalam]

That's true. I've heard about this trend for a while now, but it has mostly benefited a few specific roles, such as ML engineers, research scientists, data scientists, and data engineers.

I really hope to see this trend continue and expand to include many more job families in the future.

[Ramachandra Nalam @therealnalam]

@riya_mishra007 I am quite confident about this, but unfortunately, I am uncertain whether we will see these types of metrics or systems implemented in India in the future.

[Ramachandra Nalam @therealnalam]

@aaditsh Undoubtedly, yes!

[Ramachandra Nalam @therealnalam]

@katedeyneka @eightsleep Brian johnson 2.0

[Ramachandra Nalam @therealnalam]

@SrinivasanSS52 Cursor, codex, and gemini at any given time

[Ramachandra Nalam @therealnalam]

@OpsByFabian Hey, fellow builder and vibe coder here. would love to connect with you.

[Ramachandra Nalam @therealnalam]

@niqudrift Cost, quality, and limits are the primary concerns to me to integrate deeply into my everyday essential workflows.