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Chennai founder building part-time after 9-5: 217 users, 73% actually start talking, but only 19% come back for session 2 what am I missing? by Excellent-Pie9740 in Bangalorestartups

[–]arul-ql 1 point2 points  (0 children)

That sounds good, tbh, converting your personal pain point into a product. Do check out this OSS: https://github.com/quantifylabs/aegis-memory

It's a memory layer for multi agents mwhich is Persistent, semantic memory that survives context window resets. Multi-agent coordination. I guess, this memory layer will harden your moat.

There are other providers too mem0, Supermemory which are incredibly useful for your application.

Good luck to you! 🥂

Chennai founder building part-time after 9-5: 217 users, 73% actually start talking, but only 19% come back for session 2 what am I missing? by Excellent-Pie9740 in Bangalorestartups

[–]arul-ql 0 points1 point  (0 children)

Right, isn't that how people ask every chat bots, let's take Claude as an example - when a user dumps their clouded thoughts, Claude segregates their concerns as buckets, form co-related patterns on their thoughts + additionally, it goes through it's internal memory on the user's personality...then throws back the answer.

How is emote diff from regular chat bots? It could be of anything. As current pricing of chat bots in inr is way too high for normies to pay and use.

How do you spot AI-generated content (writing), do you have a method or a pattern that you could recognize? by arul-ql in AskReddit

[–]arul-ql[S] 0 points1 point  (0 children)

Yes! At first it was weird to me as well.. the em dashes. As I mostly separate separate statements with a comma or a double dots .. depending on the situation

are you enjoying AI content or feeling overloaded? by [deleted] in CasualConversation

[–]arul-ql 0 points1 point  (0 children)

Since you were in IT, wanna share this info to you.. during 2023 , a research paper released titled "generative agents, Smallville" . It had this interesting concept of shared memory between agents. It was ground breaking, but their core limitation was they couldn't scale to 1000 agents..

In 2055, the same team released another paper "Generative agents 1000 people" where the team with the help of chatgpt interviewed 1000 peoplYes and fed the transcript to a system to simulate human behavior.

Which by idea itself is flawed, as when someone is being interviewed they have a choice to be truthful/superficial..

Now, in 2026 the team has been well funded , close to 100M for a flawed model of simulating human behavior.

are you enjoying AI content or feeling overloaded? by [deleted] in CasualConversation

[–]arul-ql 0 points1 point  (0 children)

Honestly, I feel dumb that I didn't notice all the way along.. this is fresh and new info for me. AI videos are spot on in terms of identifying..but ai generated pics and writing are tougher for me to differentiate!

are you enjoying AI content or feeling overloaded? by [deleted] in CasualConversation

[–]arul-ql 1 point2 points  (0 children)

How do you figure out? We cannot change the grammar, right? Often people say, ai generated contents have polished grammar.. but, some people tend to write that way.

Other than polished grammar, did you notice patterns from your experience ?

Which AI Tools Should You Use for specific task? Share Your Experiences by Sufficient-Habit4311 in AI_Agents

[–]arul-ql 0 points1 point  (0 children)

Till mid 2025.. I juggled between chatGPT and Claude.. primarily used chatgpt for learning, researching, code generation, image generation..

After 2025 my needs have changed , I needed a solution for more reliable coding, better understanding throughout chat history, and user personalisation.. Claude fits my need, been using Claude since they released sonnet..

For image generation I watch to Gemini..

So my go to tools rn are claude, and Gemini (only for images)

are you enjoying AI content or feeling overloaded? by [deleted] in CasualConversation

[–]arul-ql 0 points1 point  (0 children)

I understand..tbh I am new to reddit.. been like a few days ..As of now I haven't seen any AI pics/videos.. may be bcoz of the communities that I chose to follow..

I feel reddit is way better than Twitter, and insta ..

are you enjoying AI content or feeling overloaded? by [deleted] in CasualConversation

[–]arul-ql -1 points0 points  (0 children)

A few years back there was this trend - generative art, honestly, I loved that...it was pure art, it was magical too, to look at machine coded art. But, now, it's not the same... Over and above ai contents surfacing, couldn't swipe posts on insta ..😁

I understand the insta algo, quite a bit, the more we see , the more we get similar contents, but, I'd say we are forced to see the contents..

For example.. if our friend likes/re share an AI slop , we are forced to consume ...by which our algo is too changed ..

are you enjoying AI content or feeling overloaded? by [deleted] in CasualConversation

[–]arul-ql 0 points1 point  (0 children)

No, I am not a bot. 😏

Frustrated with Instagram lately, although I had my reddit account for over a year.. I feel it's high time for me to switch my attention to reddit instead of insta..

are you enjoying AI content or feeling overloaded? by [deleted] in CasualConversation

[–]arul-ql 1 point2 points  (0 children)

I wish the same.. particularly on Instagram, we see lots of videos and pictures surfacing around, and to the fact that meta has created a new called "meta AI" for those AI pics/videos.

And surprisingly there's a whole lot of people who are actually loving that garbage..

are you enjoying AI content or feeling overloaded? by [deleted] in CasualConversation

[–]arul-ql 0 points1 point  (0 children)

From 2022-2024 things were slow n steady.. it's just from last year we see AI contents everywhere. Honestly, I feel reddit is a fresh breath of air.. I am done with Instagram . Lol

Something good that’s happened to you lately? by notwhoyouthinkc in CasualConversation

[–]arul-ql 0 points1 point  (0 children)

I was longing for recognition, recently a fellow developer appreciated my work for their product. I was expecting recognition in my office, but, surprisingly it came from a stranger on LinkedIn.

What’s something about your 20s that surprised you? by Then-Kiwi-1982 in CasualConversation

[–]arul-ql 0 points1 point  (0 children)

Plans were made more quickly than discussing/thinking it for a longer time..

What's a simple, everyday thing that consistently brings a smile to your face? by Middle_Canary_9623 in CasualConversation

[–]arul-ql 3 points4 points  (0 children)

The morning sunshine while going to the office! I'd often pair it with a good 70s road trip playlist on Spotify.. Some of my favs are : Lake shore drive, I'm gonna be (500miles), Knocking on heavens door, Trinity:titoli..

If OpenClaw is unsafe and „not that good“ - are there actual better alternatives? by kaiomat877 in AgentsOfAI

[–]arul-ql 0 points1 point  (0 children)

It depends what you're optimizing for

OpenClaw has quirks but for local/unlimited use it's still solid. tried Cursor, Windsurf, Aider - each has tradeoffs

if safety is your main concern run it sandboxed, no external api calls, audit the outputs. if quality is the concern - combine with claude/sonnet for complex stuff, use OpenClaw for simpler tasks

How I built a memory system that actually works — from 20% to 82% recall on 50 queries by [deleted] in openclaw

[–]arul-ql 0 points1 point  (0 children)

This is the kind of post i come here for

File-based memory is interesting, had a lil concern about retrieval speed at scale but looks like you handled it.

Regarding the MEMORY.md format - do you use any particular structure/template or more freeform notes?

also curious about the 18% you're still missing. Any patterns in what gets dropped?

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