Jai Ganesh

Product Manager

[Jai Ganesh @jai2010]

@Col_ASY Great question. Compression is a side effect. The objective is to preserve semantic structure so the artifact can be reused across sessions and multi-agent workflows.

Try the examples in the repo with your favo LLM—I’d love to hear where it works well & where it breaks.

[Jai Ganesh @jai2010]

Most AI workflows waste tokens re-reading the same documents.

I built shorthand-mem: a compact, AI-native format for turning PRDs and BRDs into reusable memory artifacts.

Early results: 60–85% compression.

https://t.co/G51ezfh6sN

[Jai Ganesh @jai2010]

Example:

PRD: "Customers should be charged only once for duplicate usage events. Processing latency must remain below 50ms"

shorthand-mem:
REQ: max_latency<50ms
RULE: duplicate_event→drop
OBJ: usage_billing_pipeline

This can be applied to entire PRDs, arch docs, and workflows

[Jai Ganesh @jai2010]

@aaditsh @JonathanGrant Send

[Sivakarthikeyan @Siva_Kartikeyan]

Happy to launch the first look and teaser of #SabaNayagan - https://t.co/6cCA8jJR9c

Congrats dear Iyyapan for your production venture @iCinema_21 😊👍

Best wishes @AshokSelvan bro, @ClearwaterFilms, @karvig, @KarthikaMurali_, @akash_megha, @iChandiniC, @leon_james, @balasubramaniem, @thecutsmaker,
@kumartaurani, #TipsTamil @tipsmusicsouth, @sharanyalouis and the entire team 💐

[Jai Ganesh @jai2010]

@sujithkrishnan You tricked poor ChatGPT 😂

[Jai Ganesh @jai2010]

This thread was written using ChatGPT :)

1/ Have you heard about the impact of AI on Product Management? In this thread, we'll explore how ChatGPT is revolutionizing the industry and enabling product managers to work smarter, not harder. #AIforProductManagement #ChatGPT

[Jai Ganesh @jai2010]

Congrats Karthi @karvig !!!

Happy for you and Wishing you greater success.

[Jai Ganesh @jai2010]

7/ If you found this thread helpful, please consider sharing it with your colleagues and followers. And be sure to follow me for more insights on the intersection of AI and Product Management! #AIforProductManagement #ChatGPT #ProductManagementTips

[Jai Ganesh @jai2010]

6/ In conclusion, ChatGPT is changing the game for Product Managers. By leveraging its natural language processing and data analysis capabilities, we can work smarter, not harder, and make more informed decisions. #ProductManagement #ChatGPT

[Ajaxdump @ajaxdump]

Create Charts similar to Excel using jQuery - http://ajaxdump.com/Z9

[Jai Ganesh @jai2010]

waitin for the weekend... 2010 - not a gr8 start so far... hope things change for good...

[Jai Ganesh @jai2010]

@vinay_nihal hey, never knew u'r such a good photographer. What camera do u use?

[Jai Ganesh @jai2010]

@jai2010 vote_up id:1485761569

[Jai Ganesh @jai2010]

@jai2010 vote_up id:336249159

[Jai Ganesh @jai2010]

@jai2010 AddSong title:St.Anger artist:Metallica url:http://bit.ly/GZh1s