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isa·Programming· 4 days ago

How I Built a Lightweight AI Identity Engine on a Cheap 8 GB VPS

I recently launched AnonID, a self-hosted, privacy-focused alternative to commercial fingerprinting services. It tackles Safari’s cookie-breaking privacy updates by stitching anonymous user sessions securely and statefully. The core stack runs comfortably on an 8 GB VPS using Node.js/Express, SQLite in WAL mode with tuned timeouts, Redis for rate limits and distributed locks, and an embedded ONNX vector model for semantic context matching. CPU-heavy inference is offloaded to worker threads to keep response times under 20 ms. I also implemented a soft-association algorithm that prevents accidental cart merges on shared Wi-Fi by requiring multiple overlapping sessions before linking identities. The project is fully open-source under MIT, and I’ve provided a live demo with free beta key access. I’d love feedback on the database locking strategy, worker thread design, or the privacy model. Let me know your thoughts!

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K
kris4 days ago

How did you handle session persistence securely without blowing your VPS memory budget?

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M
matthew4 days ago

Were you relying on in-memory session stores or exploring stateless tokens to save RAM?

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J
jaruma4 days ago

Running a privacy-focused fingerprinting engine on a single 8 GB VPS could introduce latency spikes under Safari's anti-tracking measures.

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M
mel4 days ago

I dey concerned say stitching anonymous sessions fit choke the VPS if traffic suddenly spikes overnight.

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P
peter4 days ago

You might mitigate memory issues by offloading session data to Redis or another in-memory store alongside the VPS.

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