Oliver Kieselbach
2481fbe3a6
The "hybrid semantic" event search selected candidate event types via vector
embeddings, but the per-event scorer (scoreEvent) was a lexical AND-gate that
returned null for any event with zero literal keyword overlap — silently
discarding the very events the semantic layer just fetched. So intent-only
queries ("machine restarted unexpectedly" -> system_reboot_detected) returned
0 results despite the right types being scanned.
- scoreEvent: add a cosine-scaled semantic floor for events whose type was
selected semantically, so they survive and rank even with no keyword match.
Pure-keyword behavior is unchanged when no semantic-score map is passed
(single-session / legacy paths).
- selectEventTypeCandidates returns { candidates, semanticTypeScores }; the
map is threaded through fetchSessionEvents into scoreEvent.
- Synonym-aware matching (reboot/restart, timeout/stall/stuck, hello/whfb,
download/transfer, install/setup) counted as one keyword (no normalization
dilution).
- Merge search_events_semantic + deep_search_events into one search_events
tool with depth=fast|deep (removed the byte-identical-twins problem).
- Honest descriptions + envelope: searchBackend="hybrid-keyword-semantic",
depth, semanticOnlyCount, per-result semanticOnly flag. Updated index.ts
instructions, prompts.ts, admin.ts, sessions.ts, and the web docs.
Tests: tools-search.test.ts 33/33 (semantic-floor regression, synonyms,
cosine scaling, lexical>semantic-only). Full MCP suite 129 passed/39 skipped.
Requires rebuild+redeploy of the MCP Container App to take effect.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Autopilot Monitor
Advanced monitoring and troubleshooting solution for Windows Autopilot deployments. Gain full visibility into every enrollment session with a detailed event timeline, fleet health dashboards, and session reporting. Define custom analysis rules to automatically detect issues and gather rules to collect targeted evidence. Retrieve diagnostics packages on demand, configure agent settings like auto-reboot behavior and automatic timezone adjustment — all managed centrally from the web dashboard.
Private Preview
Autopilot Monitor is currently running as a Private Preview. Visit autopilotmonitor.com to request access and learn more.
Overview
Autopilot Monitor provides real-time tracking, intelligent diagnostics, and automated troubleshooting for Windows Autopilot enrollment processes. It consists of:
- Bootstrap Script — PowerShell script deployed via Intune that starts monitoring early in the enrollment process
- Monitoring Agent — Lightweight .NET application that collects telemetry and evidence during enrollment
- Backend API — Azure Functions-based ingestion and processing pipeline
- Web Dashboard — Next.js application for real-time monitoring and fleet analytics
Architecture
For detailed information about the system architecture, components, and data flow, see Architecture Documentation.
Documentation
Full documentation is available at autopilotmonitor.com/docs
License
This project uses a split licensing model:
- MIT License — Agent (
src/Agent/) and Shared library (src/Shared/) — unrestricted use on end-user devices - AGPL-3.0 — Backend (
src/Backend/), Web Dashboard (src/Web/), and MCP Server (src/McpServer/) — server-side components remain open source
See LICENSE for full details.