Tagged articles

Verifier

2 articles · Page 1 of 1

Sep 28, 2026 · Artificial Intelligence

Agentic RL Reward Design: Rule-Based Verifier with 5-Dim Scoring & 11 Guardrails

The article details a rule-based verifier for Agentic RL post-training in after-sales automation, replacing LLM scoring with structured fact-checking across five weighted dimensions and eleven guardrails to prevent reward hacking, achieving 88% human agreement and boosting task success from 8% to 93%.

Agentic RLGRPOGuardrails

0 likes · 23 min read

Agentic RL Reward Design: Rule-Based Verifier with 5-Dim Scoring & 11 Guardrails

Linux Code Review Hub

May 18, 2025 · Fundamentals

Deep Dive into the eBPF Verifier: Avoid Common Security Pitfalls and Programming Errors

This article explains how the eBPF verifier checks user‑supplied BPF programs, details register types, instruction encoding, and the verification workflow, and illustrates typical verifier errors with concrete code examples and the exact kernel checks that trigger them.

BPF instructionsVerifierdebugging

0 likes · 16 min read

Deep Dive into the eBPF Verifier: Avoid Common Security Pitfalls and Programming Errors