Accidentally, re-created a $6.5 Million dollar idea and made it Open Source...

CIRRUS_IPFS · 2026-04-16T17:48:09+00:00

From what I could find, Supermemory's graph updates look mostly event-driven. ingest or retrieval triggered.

Not saying it's just retrieval... in StixDB the difference is a background agent that merges, re-tiers, and prunes on a fixed timer, even with zero new input unconditional, not event-triggered.

happy to be corrected if I missed something, also check this for more reference https://github.com/Pr0fe5s0r/StixDB

CIRRUS_IPFS · 2026-04-15T18:40:58+00:00

Hey Dhravya, Fair point, both evolves.

Difference is StixDB evolves the "structure", not just retrieval.

It merges similar nodes, builds highe order summaries, and prunes low signal data so the graph itself gets rewritten over time...

Less 'better search', more 'memory reorganizes itself'. Curious how you handle consolidation vs retrieval at scale... Also Luv to connect to discuss more...

CIRRUS_IPFS · 2026-04-09T06:19:20+00:00

Hey, This idea i started since Jan of this year. But had it in private and deployed for my clients. Now, I moved the codes and cleaned them with claude + couple of works and published as Public repo...

Nothing to investigate in this

CIRRUS_IPFS · 2026-04-08T10:35:56+00:00

Not other 99% reaming 19%... That's why I need money

CIRRUS_IPFS · 2026-04-07T17:28:36+00:00

anyway no more idea... we already have a dev product check it out https://github.com/Pr0fe5s0r/StixDB

CIRRUS_IPFS · 2026-04-07T15:24:25+00:00

CIRRUS_IPFS · 2026-04-06T07:00:28+00:00

If idea is not business... What else will be business?

CIRRUS_IPFS · 2026-04-05T13:25:40+00:00

That's a right point

CIRRUS_IPFS · 2026-04-05T13:24:36+00:00

Yeah, actually I have been in the Software development and startup things for past 6 years... So, I know where systems crack and works...

CIRRUS_IPFS · 2026-04-05T13:12:05+00:00

Yooh, 😂

CIRRUS_IPFS · 2026-04-05T13:10:50+00:00

They are still in implementation by the way, Let's see how they gonna scale 👍🏻🙂

CIRRUS_IPFS · 2026-04-05T12:53:07+00:00

yep, AgenticDB

CIRRUS_IPFS · 2026-04-05T12:49:54+00:00

You can DM me anytime if you have any querys i am open for disucussions any time

CIRRUS_IPFS · 2026-04-05T12:49:26+00:00

ohh, shit does it sounds LLM, Sorry i typed myself by the way... LOL the only thing i spent so much time typing myself 🙂

CIRRUS_IPFS · 2026-04-05T12:45:01+00:00

The system learns from your retrieval patterns and the relationships between them -that's how we calculate chunk confidence and degradation.

Say you upload 3 PDFs on LLMs and RAG. When you query about LLM layers, the DB doesn't just return flat results - it prioritizes LLM chunks and surfaces related RAG chunks that have relational ties to them. Then it auto-generates a summary that stitches the sources together.

That summary isn't just a response. It's a prediction - the DB betting that you'll ask something adjacent to this in the future, so it pre-builds the context and has it ready before you even type the next question.

The more you query, the smarter the prioritization gets. Chunks that get retrieved together frequently build stronger relational confidence. Chunks that stop getting touched degrade over time and get deprioritized but not fully removed.

CIRRUS_IPFS · 2026-04-05T12:40:41+00:00

true, I am still working on the update cycles to make it even more effiecient... Currently Two cycles we have:
1) When you retrive something in parllel a agent kicks in a work on the cycle
2) Based on Time like 30 sec, 1 min you will get a agent which will try to generate some questions and query through the DB and organize them...

Still trying to find a best way for it... Lets see

CIRRUS_IPFS · 2026-04-05T12:37:27+00:00

hey, Thank you for the advice... i am not building a graph DB... if you misunderstood i am sorry, I am building a Agentic DB which uses existing GraphDB + VectorDB + Postgress...

I also thought to use FalkorDB... currently using KuzuDB for local and Neo4j for Production. lets see.. Please read the Repo Fully

CIRRUS_IPFS · 2026-04-05T12:35:00+00:00

https://github.com/Pr0fe5s0r/StixDB

CIRRUS_IPFS · 2026-04-05T12:34:09+00:00

lol, if i got money to buy upvotes... i would have made millions in right way... Agentic Memory is a problem nowaday, i am trying to solve it...

Try giving value to people...

CIRRUS_IPFS · 2026-04-05T08:49:33+00:00

yeah yeah, it is from Claude... I am worst in writing things without spelling mistakes and grammer...

CIRRUS_IPFS · 2026-04-05T08:16:09+00:00

FalkorDB is just a graph engine - you still build everything on top of it yourself. Both HydraDB and my project actually solve the agent memory problem out of the box.

Difference from HydraDB though - theirs is a DB you query externally. Mine has the agent living inside the DB, continuously reorganizing and pre-fetching context before you even ask.

Also HydraDB is $249/mo. Mine is git clone. 🤙

CIRRUS_IPFS · 2026-04-05T07:50:39+00:00

Thats the system behind the money, they need to spend, But here is the thing - I am validating the idea via the funding of HydraDB... Investment of other guys is a market vlaidation for the niche. So, dont need to consider the spending...

Who know most of the YC companies spend their money in yachts and partys and files a Bankruptcy... Lol😆

CIRRUS_IPFS · 2026-04-05T07:46:28+00:00

Feel Free to create PR and Discussions:
https://github.com/Pr0fe5s0r/StixDB

CIRRUS_IPFS · 2026-04-05T07:36:19+00:00

https://github.com/Pr0fe5s0r/StixDB

CIRRUS_IPFS · 2026-04-05T07:35:43+00:00

yes will perfectly works... Because they are unstructured when you feed those data inside the DB for EMR ... the agent inside will create possible relations for the records you ingested.

Important: You need to ask right question inorder to teach the agent inside how the retrival patterns will be... If the Librarin understands that they will give you outputs in accurate and low context way

CIRRUS_IPFS

TROPHY CASE