Caura

Most agent-memory tutorials stop at one agent remembering one thing. Real fleets are messier. So we built the series we wished existed: 6 hands-on parts on one shared MemClaw stack, ending in a self-improving, governed fleet memory. Open source ↓ memclaw.net/blog/memclaw-t…

@Just_sharon7 Thanks, Sharon. We believe honest raliable evaluation are a cornerstone for progress in the field.

@CauraAI Interesting approach to evaluation systems

Static benchmarks go stale the day they ship. So we built one that doesn't. PeerRank: 12 models write the questions, answer them with live web grounding, and grade each other — no humans, no gold answers. The rankings hold, and they agree with Elo. New paper → arxiv.org/abs/2602.02589

4/ It's all open — code and the full dataset (12 models, 420 auto-generated questions).Paper: arxiv.org/abs/2602.02589 Code + data: github.com/caura-ai/caura…

3/ Does autonomous peer-grading actually track truth?Mean peer scores line up with Elo from head-to-head play, and correlate with accuracy on TruthfulQA and GSM8K. The ranking isn't a popularity contest.

Governed shared memory for AI agents is a substrate. Not a feature. Every fleet eventually needs persistent cross-agent memory with scopes, audit, and provenance. Build it once at the substrate — or rebuild fragments of it inside every agent you ship. Any vendor. Any orchestrator. One governed plane.

@VicarsHeidi That's the goal. Intelligence is useful. Memory makes it personal. ✨

@CauraAI More human like...warm and fuzzy.

We married Claude and ChatGPT. MemClaw was the bestman. Tell one. The other remembers.

@Failance We don't bypass it. We work around it. Memory is persisted outside the model and retrieved on demand instead of relying on an ever-growing context window.

🤦🏻‍♂️ How are you bypassing the forced compression of previous prompts by ChatGPT? So many are simply unaware of the consequences. "The happy, energetic cat sat on the warm, soft mat because the tired, old dog was already sprawled across the worn leather couch." "The cat sat on the mat, dog on the couch"

We married Claude and ChatGPT. MemClaw was the bestman. Tell one. The other remembers.

@Botticelli43512 Perfect. The more models, the more memory sharing.

@CauraAI Grok beats them both 🥳

@Deepvalueagent Very cool. We're focused on making memory work across models, agents, and teams- not just within a single assistant. memclaw.net🚀

@CauraAI Mhh, then you should check out Universal Memory tool. Long term memory for Codex/Chatgpt. Claude is will be added soon.

@aussiesubdude AI should remember what you said, not tell you how to say it :)

@CauraAI No thanks you sent an email to a user telling them not to swear. It’s ai!

@sc00by27 You can. Until you need relevance, permissions, retrieval, synchronization, and thousands of memories. That's where infrastructure starts. 🧠

@CauraAI Get each one to write back full handoff at the end of each session. Save the markdown into a shared googledrive file and give each access to it. New session either one - pull the memory from googledrive before we start. Does the same thing?

@WaterRabbitt True. But understanding why you like something is hard if every conversation starts from zero. 😄

@CauraAI Shared memory between AIs is clever, but it’s still just preference‑storage. Real intelligence isn’t remembering what you like — it’s understanding why you like it.

@m1lllavvies Neither is repeating yourself to every AI :)

@CauraAI This really isn’t something to brag about

@BluePaw29 Fair. If you ever change your mind, we'll remember this conversation :)

@CauraAI No to AI

@vontannen71 The PRO plan remembered how to come back 😂

@CauraAI PRO is het probleem! Get rid of them!

@FabienoFcb Our pro subscription is $41/Mo but for many usecases you can use our super generous free-tier or our OSS.

@CauraAI 40e le mois lol

@DominiqueA73500 Under your eyes. Under your control :)

@CauraAI …. Sous son œil…

@TruthTroveFSCT That product name alone needs governed memory. 🤠

@CauraAI I am building clawclawmemopusdeusseekdeep_penetrationv2-3000. Combines the best of memclaw clawmem nemoclaw chatgpt llm ai agents James bond and old school Marlboro cowboy 🤠 vibe. Starting from tree fiddy a month