---
id: change/bcquality/110
type: change
title: "#110 review: stop reference-less agent findings in privacy and UI/accessibility leaves"
summary: The privacy and UI/accessibility review skills now report only findings backed by a BCQuality knowledge file. Concerns without a reference are omitted instead of being emitted with empty references, which cuts false positives at the cost of at most one true positive.
tier: official
language: en
tags:
  - fix
  - main
system: development
review:
  state: reviewed
  by: opus
  at: "2026-10-08T02:12:18.987Z"
  flags: []
generated:
  at: "2026-10-08T01:26:53.141Z"
  pipeline: 0.2.0
  prompts:
    extract-change: 1
  input_hash: 29555c3796c8cc5c89c5269c2aaea21d7c43cfa3
evidence:
  - kind: code
    url: https://github.com/microsoft/BCQuality/pull/110
    title: "microsoft/BCQuality#110: review: stop reference-less agent findings in privacy and UI/accessibility leaves"
    date: "2026-07-16"
    commit: 29555c3796c8cc5c89c5269c2aaea21d7c43cfa3
    t: null
    quote: null
links:
  learn: []
  objects: []
  features: []
  topics: []
  localizations: []
  videos: []
  posts: []
  guidelines: []
  changes: []
number: 110
repo: microsoft/BCQuality
source_id: bcquality-prs
url: https://github.com/microsoft/BCQuality/pull/110
kind: pr
base_branch: main
major: null
merged_at: "2026-07-16T21:32:50Z"
author: gggdttt
author_type: User
community_contribution: false
labels: []
change_class: code
change_kind: fix
behavior_change: true
breaking: false
files:
  count: 2
  additions: 2
  deletions: 2
  al: 2
apps: []
objects_touched: []
objects_unjoined:
  - path: microsoft/skills/review/al-privacy-review.md
    status: modified
    reason: not-in-snapshot
  - path: microsoft/skills/review/al-ui-review.md
    status: modified
    reason: not-in-snapshot
obsoletions: []
backports: []
fixes_issues: []
work_items: []
systems:
  - development
quote: null
joined_against:
  major: null
  commit: null
---

# #110 review: stop reference-less agent findings in privacy and UI/accessibility leaves

> The privacy and UI/accessibility review skills now report only findings backed by a BCQuality knowledge file. Concerns without a reference are omitted instead of being emitted with empty references, which cuts false positives at the cost of at most one true positive.

[Pull request](https://github.com/microsoft/BCQuality/pull/110) · merged into `main` on 2026-07-16 by gggdttt · 2 files (+2 -2), 2 AL · fix · tier official · reviewed (checked by Opus)

## What changed

- al-privacy-review and al-ui-review are limited to knowledge-backed findings
- Reference-less agent findings caused 86% of all false positives in the online eval
- Expected to remove about 19 false positives and lose at most 1 true positive
- Style, performance and upgrade leaves keep their agent-finding channel for now
- Only the instructions change; the output contract stays the same
- Behaviour changes for users or extensions.

## AL objects touched

- `microsoft/skills/review/al-privacy-review.md`: modified, not in the BC? snapshot
- `microsoft/skills/review/al-ui-review.md`: modified, not in the BC? snapshot

## Context

- Systems: development

Source: metadata of a merged pull request in microsoft/BCQuality (bcquality): title, labels, changed paths and counts, with a summary in our words. No source text and no description beyond one short quote (D10, D61).