Viewing profile — JosephjackJR

Has anyone else used this? I just started using it and it is pretty damn cool to say the least. If anyone has used it, how does it hold up with 50 agents in production, and is it p…

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hit this building agent systems - context gone on restart. Built a dedicated memory layer for agent workloads, in-process, survives restarts via WAL recovery. Happy to share: https…

Concurrent agent memory is hard most solutions aren't designed for multiple agents writing at once. Built something in-process. Happy to share: https://github.com/RYJOX-Technologie…

Ran into the same thing. SQLite works until you need cold start recovery or WAL contention with concurrent agents. Built a dedicated memory layer for agent workloads - happy to sha…

I got frustrated that every time an AI agent restarts it forgets everything. So I spent six months building a fix. Synrix is a local-first memory engine for AI agents. It uses a Bi…

super easy; we are currently trialing it with people who have this issue, check out our website or github, we will happily let you try anything you want with it. Really want feedba…

I built a local-first AI memory engine for agents and edge systems. It uses a Binary Lattice instead of vectors. Fixed-size nodes with arithmetic addressing, so lookups are O(1) by…

Over the past year I’ve been working on a local-first memory engine for AI systems. This started from debugging agent workflows that behaved differently after restarts. In several …

If anyone is working on something similar please drop link below so i can check it out!

Retrieval performance is becoming a silent bottleneck for local first AI agents. While context windows are expanding, the latency involved in querying traditional cloud vector data…

I’ve been building Synrix, a local-first memory engine for AI systems. The idea is simple: instead of pushing memory into vector databases or cloud services, Synrix runs entirely o…

It is a good point. However a lot of IT companies have differing Industries within it, not easy to paint with a simple brush of 'IT Company' like what would you define an IT compan…

Just read a CIO article saying cloud costs are now the second biggest expense for midsize IT companies, behind labor and ahead of pretty much everything else. That matches what I k…

I’ve been thinking about a problem that keeps resurfacing as AI systems become more autonomous and long running, but doesn’t seem to be discussed much outside of implementation det…

Drones are one of our primary usecases; however it is actually applicable to memory loss in lets say LLM not necessarily with power loss, but with corruption, hallucination and per…

We analyzed the fundamental architectural flaw in today's cloud vector database paradigm: the hard dependency on RAM. This design forces platforms with massive data volumes (e.g., …