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Tagged: privacy
A Web-to-MCP Knowledge Engine: Source Registers, Dual Critics and Privacy Joins
How a source register, persist-first storage, a two-critic editorial desk and a read-only MCP server turn daily web changes into a trustworthy, privacy-safe knowledge base.
8 min readWhy We Store Vectors, Not Your Documents Is Almost Never True
Retrieval systems keep your text next to its embeddings. Learn how chunking works, why the privacy line misleads, and the three vendor questions that settle it.
5 min readA Layered Privacy Sanitization Pipeline for LLM Applications
Combine Presidio rules, NLP entity detection and LLM classification with a policy engine to mask sensitive data in LLM apps without destroying its usefulness for logs.
4 min readDesigning a Private AI Journal With Gemini, Firebase and Grounded Memory Q&A
How a journaling app with Gemini can answer questions from your own entries, keep each user's data isolated with Firebase rules, and hide the API key on the server.
6 min readFreebuff Tested for Three Days: What the Free Coding Agent Really Costs
A hands-on look at Freebuff's Freebucks meter, text ads and data-training label, with model choices, a safe-use rule for company code, and who should skip it.
6 min readShort Windows, Long Memories: Building External Recall for LLM Agents
LLM context windows are short-term memory. External recall for agents with a vector database, LangChain buffer plus retriever setups, hybrid stores and privacy.
8 min readBuild client-first developer tools that do not require blind trust
KitDev Space keeps hashing, JWT, and archives in the browser, uses Bun only when native or cross-host work is required, and badges every tool’s execution venue.
6 min readStatistical Text Watermarks vs C2PA Credentials in Claude Output
Learn how Claude's SynthID-based text watermark and C2PA file credentials work, what detectors can prove, and how to judge any tool claiming to remove them.
10 min read
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