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Mistikguard
Prevent memory hallucinations in your LLM applications
Trustworthy memory system for LLM companions. Prevents memory fabrication with provenance tracking, write gates, and grounding audits. - obscuraknight/mistikguard
Hey everyone!
I'm the maker of Mistikguard. I built it while developing my own local AI companion because I kept running into the same frustrating problem: the model would occasionally "remember" things that were never actually said, and then confidently repeat them later.
Mistikguard is a lightweight Python library that tries to reduce memory fabrication by:
- Distinguishing between facts the **user confirmed** vs what the model just **inferred**
- Using a write gate to block contradictions and self-narration
- Making user corrections more durable with "tombstones"
- Adding an optional grounding audit after responses
It's designed to be simple to integrate and works with Ollama and other local models.
This is still early (v0.1), so I'd love to hear your thoughts especially if you're building AI companions or agents. What kind of memory problems are you running into?
Happy to answer any questions!
About Mistikguard on Product Hunt
“Prevent memory hallucinations in your LLM applications”
Mistikguard was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #84 on the daily leaderboard. Trustworthy memory system for LLM companions. Prevents memory fabrication with provenance tracking, write gates, and grounding audits. - obscuraknight/mistikguard
On the analytics side, Mistikguard competes within Open Source, Developer Tools, Artificial Intelligence and GitHub — topics that collectively have 1.1M followers on Product Hunt. The dashboard above tracks how Mistikguard performed against the three products that launched closest to it on the same day.
Who hunted Mistikguard?
Mistikguard was hunted by panosk. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of Mistikguard including community comment highlights and product details, visit the product overview.
panosk