From a senior to future senior Hackers

Agent-Native OS Design: Isolation, Permissions, and Audit Trails for Anolis OS 27

pr0h0•10/24/2026

agent-native-osoperating-systemssecurityai-agentsdeveloper-tooling

Detecting Reward Hacking When Benchmark Graders Become Reward Models

pr0h0•10/24/2026

aireinforcement-learningai-agentsevaluationreward-hacking

Rotating Secrets After Railway's Env-Var Breach: A PaaS Blast-Radius Audit

pr0h0•10/24/2026

securitysecrets-managementrailwaypaasdevops

Detecting Reward Hacking When Benchmark Graders Become Reward Models

Microsoft's approach of repurposing benchmark graders as reinforcement-learning reward models triples enterprise agent reliability, but it also raises reward-hacking and generalization risks that teams must monitor.

aireinforcement-learningai-agents

Agent-Native OS Design: Isolation, Permissions, and Audit Trails for Anolis OS 27

OpenAnolis’s Anolis OS 27 agent-native design reframes OS isolation, permissions, and audit trails around autonomous AI workers rather than human users.

agent-native-osoperating-systemssecurity

Rotating Secrets After Railway's Env-Var Breach: A PaaS Blast-Radius Audit

A practical audit guide for rotating secrets and reducing blast radius after Railway's environment variable breach exposed customer credentials.

securitysecrets-managementrailway