Tag
This paper studies root cause analysis on real-world telemetry data using the OpenRCA benchmark, showing that existing classical and LLM-based methods fail and proposing a Structured Multi-Agent RCA pipeline that substantially outperforms them. It further reveals through reverse reasoning that the primary bottleneck is reasoning capability rather than data access, and introduces automated rule mining to reduce reliance on manual domain knowledge.
A detailed reverse engineering of Microsoft's Global Device Identifier (GDID) reveals it is a 64-bit Passport Unique ID assigned via Microsoft Account, debunking myths about it being derived from hardware serials. The writeup documents the full stack from wlidsvc to Connected Devices Platform to Delivery Optimization.
This paper proposes a lightweight monitoring primitive for tracking interpretable parameter–KPI dependencies in AI-integrated Radio Access Networks (AI-RAN) to enable conflict detection and slow-loop model refresh, using Boolean matrix representations and sliding-window inference.
The article argues that simple RAG-based agent memory systems fail in production due to issues like stale preferences, missed keywords, and prompt injection, and advocates for a layered memory architecture with active selection, deterministic fallback, governance, and testing.
OVMS is an open-source system for remote monitoring, diagnosis, and control of electric vehicles, offering live metrics, alerts, and control via phone apps and web.
A detailed guide on physically removing the modem and GPS from a 2024 RAV4 Hybrid to stop telemetry data collection, discussing tradeoffs and steps.
Noah at Smart Rent coins "Telemetry-Driven Development" for Elixir: instrument first with OpenTelemetry, then ship, replacing guess-work with production data from 848k Nerves gateways.
GitHub CLI has begun collecting pseudoanonymous telemetry data from users, raising privacy considerations for developers.
Win11Debloat is a lightweight PowerShell script that removes pre-installed apps, disables telemetry, and customizes Windows 10 and 11.