AveCezar attended the Open Mercato hackathon in Wrocław where he discovered Cezar, an open source orchestrator for coding agents that manages parallel tasks with Git worktrees. The highlight of his experience was implementing a dispatch mechanism allowing agents to delegate work to child agents, along with resource controls and live machine telemetry to manage scaling safely.
Altimate AI's Auto Tune automatically right-sizes Databricks job clusters by learning from each job's metrics, converging toward optimal configuration within set bounds, and alerting on breaches. Most Databricks clusters are oversized from initial provisioning and remain unchanged, wasting resources; Auto Tune closes this gap through continuous monitoring and iterative adjustment of memory, CPU, disk, and network specifications.
A security analysis captured 72 hours of network traffic from three factory-default Google Pixel 8 phones using an external pfSense firewall and found that idle Android devices transmitted approximately 8,300 telemetry packets daily to Google servers, revealing location data, device fingerprints, notification heartbeats, photo sync tokens, and search queries without user interaction.
Shellit is an open-source SSH client and server management tool built with Flutter & Dart, featuring self-hosted end-to-end encrypted synchronization across devices, live server telemetry, production environment safeguards, and an extensible plugin ecosystem. Developed in approximately 19 hours, it emphasizes security, performance, and transparent connection control for developers and sysadmins.
AgentMeasure is an open-source tool for analyzing AI agent logs, detecting failures and retries in Codex and Claude Code sessions, and auditing token accounting and billing metrics. It runs locally, produces health-check reports and settlement statements, and establishes conformance standards for measuring AI agent outcomes as outcome-based billing becomes industry standard.
A vulnerability in Sentry Seer allows attackers to submit malicious events through public DSNs that propagate through the analysis pipeline and cause a connected coding agent to execute attacker-controlled code within its environment and access source repositories. The exploit chains untrusted event fields into the coding agent's initial prompt, bypassing trust boundaries. No patch is currently available; mitigations include disabling automated remediation or restricting package installation.
Article describes five air-gapped, zero-telemetry utilities designed to run locally without telemetry, remote dependencies, or surveillance monetization. Core principles emphasize local computation, no external data transmission, and minimal auditable code.
Grafana's agento11y tool monitors multiple coding agents including Cursor, Claude Code, and Copilot CLI to track usage, costs, and tokens in a centralized dashboard. Installation is available via curl, Homebrew, Go, or prebuilt binaries, with configuration through agento11y login to store sessions locally or in Grafana Cloud.
LureScope presents live honeypot telemetry showing 941K attack events across 160 countries, updated every 10 minutes from their global sensor network. The data reflects hosting infrastructure rather than attacker nationality, with most attacks originating from rented VPS fleets. Full datasets are available on GitHub.
SensorTap is a CLI tool that enumerates all sensors on a Windows machine through a unified registry system, reporting 91 sensors across 16 types on a Dell G3 laptop including hardware telemetry, camera, microphone, battery, and motion sensors. The tool uses adapter-based architecture where each sensor family is a separate module, provides consistent output regardless of sensor source, and never opens devices or triggers permission prompts during enumeration.
Plexus is a telemetry platform for hardware teams that centralizes machine data monitoring across multiple tools, eliminating the need to build custom dashboards. It offers data visualization, integrations with existing stacks, natural language charting, and alerting via email, Slack, or webhooks, with a free tier for initial devices and a founding member program for full-scale deployment.
Daemon OS is an infrastructure monitoring platform that transforms system telemetry into actionable intelligence by analyzing CPU, memory, and storage metrics to detect anomalies, assess health, and provide recommended actions. It offers tiered pricing from personal to enterprise use, with additional creative tools through Creatorsverse.