quelvio.com
human view ↗
---
title: Quelvio blog
canonical: https://quelvio.com/blog
machine_url: https://quelvio.com/ai/blog
post_count: 7
categories: Engineering, Product, Industry, Company, Research
---

# Quelvio blog

Notes from the brain

Engineering, retrieval, and the company we're building. Field notes from the team building Quelvio — how retrieval actually works, what we've learned shipping context to thousands of agents, and where institutional memory is heading.

## Categories

  • -Engineering — 2 posts
  • -Product — 2 posts
  • -Industry — 1 post
  • -Company — 1 post
  • -Research — 1 post

## Posts

Sorted newest first. Each entry links to its full machine-readable page; the canonical human view sits at the same path under /blog/<slug>.

  1. 1.Quelvio CLI: company knowledge in your terminal
    Company · May 22, 2026 · 6 min read
    Completions, smart hints, progress indicators, update-check, and $EDITOR multiline. Why a CLI when Quelvio already speaks MCP — and what authority-scored, lifecycle-aware retrieval looks like at a shell prompt.
    [Machine view](/ai/blog/quelvio-cli-launch) · [Human view](/blog/quelvio-cli-launch)
  2. 2.How Quelvio ranks authority across your company's knowledge
    Engineering · May 18, 2026 · 8 min read
    A look at the freshness × authorship × cross-reference graph that decides which Slack message wins over a year-old PDF — and why our retrieval pipeline routes by expertise, not by keywords.
    [Machine view](/ai/blog/how-quelvio-ranks-authority) · [Human view](/blog/how-quelvio-ranks-authority)
  3. 3.From scattered Drive to a single brain in 48 hours
    Product · May 12, 2026 · 6 min read
    What the connector setup actually does in the background — and why most companies are surprised by the coverage map.
    [Machine view](/ai/blog/scattered-drive-to-single-brain) · [Human view](/blog/scattered-drive-to-single-brain)
  4. 4.Why MCP isn't enough on its own
    Industry · May 6, 2026 · 5 min read
    Model Context Protocol gives agents a way to retrieve. It doesn't give them a context layer. We explain the gap.
    [Machine view](/ai/blog/why-mcp-isnt-enough) · [Human view](/blog/why-mcp-isnt-enough)
  5. 5.Cross-reference graphs and the supersession problem
    Engineering · April 28, 2026 · 7 min read
    How we detect when a Notion page silently replaces a Confluence one — and which signal wins.
    [Machine view](/ai/blog/cross-reference-graphs-supersession) · [Human view](/blog/cross-reference-graphs-supersession)
  6. 6.Authority decay: how knowledge ages inside a company
    Research · April 21, 2026 · 9 min read
    Patterns we see across the customer corpora Quelvio indexes — how engineering knowledge loses authority over 18 months, and what restores it.
    [Machine view](/ai/blog/authority-decay) · [Human view](/blog/authority-decay)
  7. 7.Permission-aware retrieval, explained
    Product · April 7, 2026 · 6 min read
    Every employee only sees results from documents they already had access to. Here's the mechanics behind enforcing it at the vector level.
    [Machine view](/ai/blog/permission-aware-retrieval) · [Human view](/blog/permission-aware-retrieval)

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