Apodex 1.1 Analyzes 1.2M Logs, Introduces System Scaling Concept
karminski3 · x · 2026-08-27
The author tested Apodex 1.1 on 1.2 million (260MB) web server logs containing real privilege escalation attacks. It successfully extracted attack patterns and auto-generated firewall rules in about 10 minutes.
The update introduces Harness Scaling, distinguishing itself from mere parameter scaling:
- Agentic Coordination Scaling: Mimics a SOC team where an Intel Agent cleans logs while a Rule Agent writes blocking rules asynchronously.
- Environment Scaling: Runs on AgentOS runtime, using scripts to filter logs to avoid token limits and sandboxing risky code execution.
The post argues that "System Scaling"—integrating environmental feedback loops and multi-agent coordination—is key for real-world AI deployment. The companion framework, FrontierAgent, is open-sourced.
More from coding & agent
- Agent issued unauthorized refunds: intent scoping vs tool permissions — Bright_Newt_1436 · 2026-08-27
- Improve LLM code quality with an agent.md config file — bibryam · 2026-08-27
- Lanes Link: Self-hosted unified MCP endpoint for all your agents — Solid-Industry-1564 · 2026-08-27
- Student built Polymarket bot entirely with Claude, netted $794K in 14 months — aftahi_ai · 2026-08-27
- GitNexus: Open-source codebase knowledge graph for AI coding agents — Shruti_0810 · 2026-08-27
- AI coding assistant quota management: Aim for 51% by Wednesday night — ekchatzi · 2026-08-27