Reviving Developer Passion with Paramu Kurumathur episode artwork

EPISODE · May 29, 2026 · 33 MIN

Reviving Developer Passion with Paramu Kurumathur

from Software People Stories

My guest today is a good friend and colleague - and not to forget with whom I was a co-author for a book, Paramu Kurumathur.In this episode, Paramu discusses how his recent development work evolved from small Google Apps Script utilities copied and adapted from online examples to building AI-connected applications via APIs to tools like Gemini and ChatGPT, including enabling Q&A over his book content. He describes surprises from “conversing” with his books—especially that LLMs retain details he has forgotten—while noting key risks such as hallucinations and the need for precise prompts. He explains learning Cursor with guidance from our colleague, Raja, discovering that it can generate code, and rapidly producing a proof of concept that maps citizens to the Government welfare schemes using PDFs, Chroma DB, sentence transformers, and queues—work that took about a week instead of months. The conversation contrasts older development eras with today’s dependency-heavy environments, argues many SDLC intermediate steps are compressed, and highlights transferable mid-career skills in requirements and problem translation, alongside concerns about limited debugging and testing depth.The timestamps are approximate and do not include the time for the intro. Add about 90 seconds to locate the section00:00 Welcome and Setup01:16 Rediscovering Coding via Apps Script02:02 Connecting Scripts to LLM APIs03:21 Talking to Your Own Book05:32 Hallucinations and Prompt Control06:50 Learning Cursor and Building a POC09:09 Old School Dev vs Modern Tooling12:00 AI Changes the SDLC13:36 Testing and Trusting AI Output15:10 Debugging Gaps and Assumptions16:34 Setting AI Standards17:20 Mid Career Transfer Skills18:48 Prompting Without Hallucinations20:21 Courses vs Learning by Doing23:25 Overcoming First Step Fear25:24 LLM Limits in Astronomy28:24 Cursor for Reliable Code29:37 Anybody Can Code Now31:13 Next Projects and Wrap Up

My guest today is a good friend and colleague - and not to forget with whom I was a co-author for a book, Paramu Kurumathur.In this episode, Paramu discusses how his recent development work evolved from small Google Apps Script utilities copied and adapted from online examples to building AI-connected applications via APIs to tools like Gemini and ChatGPT, including enabling Q&A over his book content. He describes surprises from “conversing” with his books—especially that LLMs retain details he has forgotten—while noting key risks such as hallucinations and the need for precise prompts. He explains learning Cursor with guidance from our colleague, Raja, discovering that it can generate code, and rapidly producing a proof of concept that maps citizens to the Government welfare schemes using PDFs, Chroma DB, sentence transformers, and queues—work that took about a week instead of months. The conversation contrasts older development eras with today’s dependency-heavy environments, argues many SDLC intermediate steps are compressed, and highlights transferable mid-career skills in requirements and problem translation, alongside concerns about limited debugging and testing depth.The timestamps are approximate and do not include the time for the intro. Add about 90 seconds to locate the section00:00 Welcome and Setup01:16 Rediscovering Coding via Apps Script02:02 Connecting Scripts to LLM APIs03:21 Talking to Your Own Book05:32 Hallucinations and Prompt Control06:50 Learning Cursor and Building a POC09:09 Old School Dev vs Modern Tooling12:00 AI Changes the SDLC13:36 Testing and Trusting AI Output15:10 Debugging Gaps and Assumptions16:34 Setting AI Standards17:20 Mid Career Transfer Skills18:48 Prompting Without Hallucinations20:21 Courses vs Learning by Doing23:25 Overcoming First Step Fear25:24 LLM Limits in Astronomy28:24 Cursor for Reliable Code29:37 Anybody Can Code Now31:13 Next Projects and Wrap Up

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Reviving Developer Passion with Paramu Kurumathur

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This episode is 33 minutes long.

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This episode was published on May 29, 2026.

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My guest today is a good friend and colleague - and not to forget with whom I was a co-author for a book, Paramu Kurumathur.In this episode, Paramu discusses how his recent development work evolved from small Google Apps Script utilities copied and...

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