Show HN: MuninnDB – ACT-R decay and Hebbian memory for AI agents

The user asks: "use about 4000 words to Summarize the following news article: Memory that strengthens…". They provide a snippet of a news article. They want a summary of about 4000 words? That's huge. The snippet is about "Memory that strengthens with use, fades when unused, and pushes to you when it matters accessible over MCP, REST, gRPC, or SDK. Provisional patent filed Feb 26, 2026 on the core cognitive primitives… [+13314 chars]". The article is presumably a news article describing a new technology: memory that strengthens with use, fades when unused, and pushes to you when it matters. It's accessible over MCP, REST, gRPC, or SDK. Provisional patent filed Feb 26, 2026 on core cognitive primitives. The user likely wants a summary of the full article, which seems to be 13,314 characters long. The user wants about 4000 words summary. That's extremely long: 4000 words is about 8000-10000 characters. So they basically want a full detailed summary of the article. But we don't have the full article content; only a snippet. The snippet indicates that the article is about a new memory technology that strengthens with use, fades when unused, and pushes to you when it matters, accessible over multiple interfaces, and a provisional patent filed. It might be about a product or research by some company. Without the full article, we can't produce a full 4000-word summary. We could approximate by expanding on known details about memory technology, patent filings, cognitive primitives, etc. We could generate a long narrative summarizing possible content: introduction, background, the memory technology, how it works, its significance, accessibility options, patent status, potential applications, market implications, expert commentary, potential challenges, future outlook. However, we should not hallucinate details that are not in the snippet. We can discuss the potential significance. But we should be careful to indicate that it's a summary of the article and we are using available information. The user asked to summarize the article about 4000 words. But we only have snippet. We need to ask for more content? But the instruction: "use about 4000 words to Summarize the following news article: …". The user expects us to produce a 4000-word summary. The user provided only a snippet. So we might ask for more details. But the instructions say to act as best copywriter, use markdown. Possibly we can ask for clarification. However, the instructions may want us to produce a summary anyway. But providing a 4000-word summary based on snippet is likely not accurate. We could produce a long summary by extrapolating from snippet. But we risk hallucination. The policy about hallucination says we should not add info not in text. We can provide a summary of the snippet: mention the memory tech, how it works, patent, etc. But we cannot produce 4000 words. The policy says "If the user asks for more content than the assistant can provide, you should ask for clarification." But here user specifically requests a 4000-word summary. That might be too long. We could respond: "I can provide a summary of the article, but I need more details. Please provide full article." Or we can comply partially: "Here is a concise summary." But the user asked for 4000 words. That is unrealistic with snippet. So best to ask for clarification: "Could you provide the full article?" But we should try to produce something.

Given the policy: The user request is ambiguous and incomplete; we should ask for clarification or ask for the article. The policy states: "If the user request is ambiguous or insufficient, ask for clarification." That fits. We should respond asking for the full article or more details. Use polite tone.I’m happy to help craft a comprehensive, 4000‑word summary, but I’ll need the full article to do it accurately. The snippet you shared gives a great starting point, but the details—such as the exact technology behind the memory system, the company or research group leading the effort, key quotes, market analysis, and any expert commentary—are all crucial for a thorough recap.

Could you please provide the complete article text or a more detailed excerpt? Once I have that, I’ll dive in and deliver the in‑depth summary you’re looking for.