DEV Community: nullure

Embeddings != magic. Forget "semantic" = perfect. Similarity

nullure — Sat, 06 Dec 2025 18:10:14 +0000

Embeddings != magic. Forget "semantic" = perfect. Similarity search is just one signal. Salience, recency & links matter too. Build smarter AI agents with OpenMemory's multi-sector memory. Self-hosted, open-source. github.com/CaviraOSS/OpenMemory #LLM #MachineLearning #DevTools

Agent forgetful? 😩 Fix it with long-term memory! OpenMemory

nullure — Sat, 06 Dec 2025 14:05:03 +0000

Agent forgetful? 😩 Fix it with long-term memory! OpenMemory lets agents remember EVERYTHING. Self-hosted, open-source. Stop derailing, start building. https://github.com/CaviraOSS/OpenMemory #AI #LLM #GeminiAI

Vector DBs aren't true AI memory! They lack structure, decay

nullure — Sat, 06 Dec 2025 10:09:22 +0000

Vector DBs aren't true AI memory! They lack structure, decay, & temporal context. OpenMemory is long-term memory for AI agents — self-hosted, local-first, open-source. github.com/CaviraOSS/OpenMemory #LLM #MCP #LLM

Embeddings memory! They're just one piece. True recall n

nullure — Sat, 06 Dec 2025 06:08:04 +0000

Embeddings ≠ memory! They're just one piece. True recall needs structure, decay, & more. OpenMemory offers long-term memory for AI agents — self-hosted, local-first, open-source. github.com/CaviraOSS/OpenMemory #OpenSource #MachineLearning #LLM

LLMs don't need memory? Wrong. Without long-term context, th

nullure — Fri, 05 Dec 2025 18:11:42 +0000

LLMs don't need memory? Wrong. Without long-term context, they're glorified autocomplete. Semantic + episodic memory are crucial for real AI. OpenMemory provides it. Self-host yours! github.com/CaviraOSS/OpenMemory #ClaudeAI #ClaudeAI #MachineLearning

RAG failing? It's not just similarity search. Memory decay k

nullure — Fri, 05 Dec 2025 14:06:35 +0000

RAG failing? It's not just similarity search. Memory decay kills long-term context. OpenMemory's decay system keeps recall fresh. Structured memory for AI agents. github.com/CaviraOSS/OpenMemory #AIagents #OpenSource #LLM

Agent off the rails? It's your memory, not your model. LLMs

nullure — Fri, 05 Dec 2025 10:11:30 +0000

Agent off the rails? It's your memory, not your model. LLMs are stateless. 15 messages is their limit.

OpenMemory gives you long-term, structured memory. Self-hosted, open-source.

github.com/CaviraOSS/OpenMemory #MachineLearning #GeminiAI #OpenSource

Tired of losing context? OpenMemory gives your dev tools lon

nullure — Fri, 05 Dec 2025 06:06:27 +0000

Tired of losing context? OpenMemory gives your dev tools long-term memory! Self-hosted, open-source, local-first. Remember project history, user preferences & more.

github.com/CaviraOSS/OpenMemory #MachineLearning #MachineLearning #AIagents

AI forgetful? Give them long-term memory. OpenMemory tracks

nullure — Thu, 04 Dec 2025 18:15:27 +0000

AI forgetful? Give them long-term memory. OpenMemory tracks valid_from/to & confidence, enabling time-aware queries. Self-hosted, open-source. Stop re-prompting the same facts! github.com/CaviraOSS/OpenMemory #AI #ClaudeAI #OpenSource

All vector DBs claim "long-term memory," but how long is lon

nullure — Thu, 04 Dec 2025 14:06:16 +0000

All vector DBs claim "long-term memory," but how long is long? Zep, Mem0, Supermemory... mostly hype. OpenMemory is the only open-source option: self-hosted, local-first.

github.com/CaviraOSS/OpenMemory #AIagents #OpenSource #AI

"Temporal AI memory" is hype. Agents need relevant memory.

nullure — Thu, 04 Dec 2025 10:09:05 +0000

"Temporal AI memory" is hype. Agents need relevant memory. Stop obsessing over timestamps! OpenMemory gets it right: structured, persistent, and way cheaper. github.com/CaviraOSS/OpenMemory #LLM #MachineLearning #AI

Claude Desktop + persistent memory? Hype. Overblown. The rea

nullure — Thu, 04 Dec 2025 06:09:26 +0000

Claude Desktop + persistent memory? Hype. Overblown. The real innovation is self-hosted, local-first long-term memory. OpenMemory lets you OWN your AI's past. github.com/CaviraOSS/OpenMemory #LLM #DevTools #DevTools