Latest Blog
20 Open-Source Jev Projects You Can Try in 2026: MCP, Coding Agents, Browser Automation & More
Explore 20 open-source Jev projects for MCP, coding agents, browser automation, routing, games and data pipelines, plus what Jev actually decides.
Multilingual Embeddings: How One Vector Space Connects Household Documents Across Languages
See how aligned embeddings connect documents across languages, why retrieval quality varies, and how to test cross-language evidence coverage locally.
Agent Memory Conflicts: Why Recent Corrections Can Lose to Repeated Older Facts
Learn how duplicate old memories overpower corrections, where recency rules fail, and how to test supersession in a private agent memory store.
Private Search Reranking: How a Second Model Changes the Final Evidence Order
See why first-stage similarity and second-stage relevance disagree, when reranking helps private RAG, and how to evaluate reordered evidence.
Local LLM Sampling: Why Decoding Settings Change Repetition and Stability
Learn how temperature, top-p, min-p, seeds, and penalties interactโand how to test decoding settings without confusing randomness with quality.
Vector Index Tombstones: How Deleted Files Remain Searchable Until Compaction
Understand logical deletion, compaction, stale search paths, and the tests needed to prove a removed file no longer influences local RAG.
Home AI Tool Policies: Why Explicit Permissions Produce Safer Agent Actions
Learn how permissions constrain local agents, why prompts are not authorization, and how to test read, write, delete, and external-send boundaries.
Local RAG Freshness: How Incremental Indexing Keeps Answers Tied to Current Files
See how change detection, chunk replacement, and version filters improve RAG freshnessโand where partial updates can create mixed-version answers.
