Viewing profile — SachitRafa

I agree to your point, in our current system we are not treating each memory as same. Based on the importance, category and recall frequency we decide a decay rate which would not …

The final artifact will look like a flat scored memory graph, in which each node will be a memory having threshold between 0-1 which will be derived through various parameters such…

This is a project that I have been building for a while now, YourMemory is a solution to agentic memory which focuses on pruning of noise rather than hoarding of data. In the curre…

Release link : https://github.com/sachitrafa/YourMemory/releases/tag/v1.4.2...

Repo Link : https://github.com/sachitrafa/YourMemory

It's an biological inspired decay system for our memories with extended support of temporal reasoning. Created a CLI command to infer knowledge from the context stored in memory sy…

So based on the importance that it gives the reports individual will decide that which report will survive in the system. You can manually also identify and set the importance or c…

Semantic search alone is not enough to capture all connected facts, they will capture the semantically most identical memory only. Tested on HotpotQA public dataset: Vector + BM25 …

How would you know if the agent is not querying stale data here ?

Would be definitely trying this, how do you check the rollback of API calls which would not be an part of a transaction?

Sure will have a look !

Hi All, Based on the feedback, have made few new enhancement. 1. Activity aware decay, now instead of a wall clock we run decay based on active days in which the user has been usin…

Wall clock decay punishing vacation is a issue. The current state of a clock decay is for simplicity but I do see how a session based decay might be helpful. For failures and strat…

Hi Builder here, biological is here doing the rhetorical work. The actual mechanism here is exponential decay with category specific half lives, recall based reinforcement and prun…

Comingling unrelated projects is a fair argument for this. But the goal is here not to cater to specific project patterns but general standards you want to use across project. Usin…

No it's not based on softmax output. It's single pass for now !

Also if any of you are curious on how to set it up. You only need to execute these 2 commands pip install yourmemory yourmemory-setup

Hi all builder here, quick update. Benchmarked it against LongMemEval dataset and got the result 84.8% for recall top 5 and 86.8% for nDCG any@5. All the methodology and results ar…

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