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Hello Kyle - I emailed you for the Product Manager profile. I also applied via the career portal. Thanks for this.


Location: Greater Toronto Area

Remote: Yes (7+ years remote)

Willing to relocate: No

Technologies (I use): Python, JavaScript/React, SQL (Redshift/PostgreSQL), Flask, Docker, RAG systems, ChromaDB, Vector embeddings, Claude API, LLMs, Cursor, Git, Tableau, Elastic, Three.js, TypeScript, REST APIs

Résumé/CV: https://www.sundaradnus.ca

Email: sundararajan.mohan@hotmail.com

Senior Product Manager with 16 years in legal tech + hands-on coding. Led Lexis+ AI launches (1,400 MAU Canada, 20k MAU US). Explored PI claims analytics in 2022. Strong SQL/data analysis—achieved 13% NPS increase through experimentation. I code my own solutions: shipped 5 AI projects in the past year (NPS Analyzer, RAG systems, LLM wrappers, semantic chunking). Seeking PM roles at AI startups building complex workflow products—particularly document generation, decision-support tools, or legal tech. Earned Paralegal cert to understand users better. Comfortable working with ML researchers. Ready to move from enterprise to startup velocity.


Hello there - This form is from a different business of LexisNexis. Not pertaining to their Risk business. This form will not get what you want.


Posting without opinion.


Thank you. Is that even normal/new norm? Back then when we released OS-native (read windows) code, we had to deploy without debug (assuming bitcode = debug) symbols.


Never mind, it seems like Bitcode has been disabled awhile ago. It’s been a hot minute since I last did mobile dev.

The promise of Bitcode was you’d upload an IR artifact and not the final binary (that held every supported platform). The App Store would then compile it for every supported platform and strip out all other platform’s aspects of it to optimize size.


About (1): May I request you to throw some light? Is your reference that the keywords are not synonymized to find equivalents within documents? Help?


It’s not just about synonyms. It’s about context. A passage can talk about exactly the topic I’m researching, even though none of the words match. On the other hand, a passage may have ask the right words in it, but in a completely different context.


Navidrome is a recent in the scene of alternatives. I had been running Airsonic on a Pi for about 2yrs now, and recently started to test Navidrome. It is lighter on my Pi than Airsonic and also has a refreshing UI. Since Navidrome uses Subsonic apis, any app that supports Subsonic/Airsonic will support Navidrome too.


Missed to add link: https://www.navidrome.org/



Not sure if this will cause an uproar. An Indian by birth here. As I see it, this was just Britisher's fighting the other Britishers on land(s) that does not belong to them?

PS: I've not read the history of both the nations (yet to open the book 1491), but I do know what the Britisher's did to India.


I agree it mostly a British thing, but I say it was their land. Never in history has territory been invaded and capture and then partially given back to the people with special rights like it has in North America. I think native Indians should just be Canadian and that's it, none of this special rights seclusion bullshit. I never did get why we did it? I feel like it's not even helping or what most want, is it just a bad compromise at this point?


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