PocketCoder-A1: autonomous coding agent on Claude https://sudonull.com/pocketcoder-a1-autonomous-coding-agent-on-claude
Autonomous agent PocketCoder-A1 runs development tasks via Claude CLI/API with pytest and py_compile verification. Installation, architecture, real case. Learn how to set up for overnight work.
Reverse TiinyAI Pocket Lab: SoC and NPU Revealed https://sudonull.com/reverse-tiinyai-pocket-lab-soc-and-npu-revealed
Analysis of TiinyAI Pocket Lab Architecture: CIX P1, VeriSilicon NPU, Split Memory 32+48 GB. Why 120B@20t/s Is a Myth. Benchmarks, RTX Comparisons. For AI Developers.
AI agent for analyzing DevOps alerts with MCP https://sudonull.com/ai-agent-for-analyzing-devops-alerts-with-mcp
Develop a PoC bot on n8n with Claude and MCP for automatic parsing of alerts in K8s, VictoriaMetrics, Loki. Get ready-made commands and context. Instructions for middle/senior DevOps.
LFI RCE in WP Umbrella CVE-2024-12209 https://sudonull.com/lfi-rce-in-wp-umbrella-cve-2024-12209
Analysis of critical LFI in WP Umbrella (CVSS 9.8) with PoC for RCE. Attack vectors, exploit via EXIF, protection for WordPress. Study the vulnerability for site audits.
CVE-2024-48990: LPE in Needrestart Linux https://sudonull.com/cve-2024-48990-lpe-in-needrestart-linux
Analysis of CVE-2024-48990 vulnerability in Needrestart: LPE mechanism via PYTHONPATH, PoC exploit, patching. Instructions for middle/senior devops. Check the system.