Multi-Agent Arbitration for Conflicting Code Diffs
Advanced arbitration framework for scoring conflicting agent diffs and routing near ties to human review.
Secure Webhook Verification with Signature Rotation
Advanced security workflow for rotating webhook secrets with overlap windows and replay protection.
Prompt Caching for LLM Pipelines: Fast Responses Without Stale Logic
Advanced caching architecture for prompt pipelines with versioned keys and policy-driven invalidation.
Hardening CI Pipelines Against Secret Exposure
Advanced DevSecOps checklist for short-lived credentials, log redaction, and artifact secret scanning.
Tool-Call Safety Patterns for LLM Agents in Production
Advanced safety architecture for policy-enforced tool execution and auditable agent operations.
Threat Modeling Prompt Injection in Content Automation Pipelines
Advanced security architecture for isolating untrusted text and gating model outputs before publication.
Production Evaluation Harness for AI Coding Agents
Advanced framework for scoring AI coding agents on correctness, safety, test quality, and reproducibility.
WordPress Plugin Hardening for Small Teams
Advanced security workflow for plugin inventory, staged updates, and permission hardening.
RAG Freshness Control: Preventing Stale Answers in Fast-Moving Projects
Advanced RAG architecture for freshness metadata, SLA checks, and live-source fallback.
Secrets Rotation Drills: Practicing Failure Before It Happens
Advanced operational playbook for rehearsed secret rotation with dual-validity cutovers and audit trails.
Contract Testing for LLM Writing Style Across Prompt Versions
Advanced strategy for style regression testing when evolving prompt templates and model configurations.
Designing Commit-to-Lesson Classifiers with Human-in-the-Loop Guardrails
Advanced framework for commit-topic classification with confidence calibration and reviewer feedback loops.