Red-Teaming Your Own AI App: A Prompt Injection Test Suite You Can Run Today
40 injection payloads organized by attack class with expected-vs-actual output scoring
40 injection payloads organized by attack class with expected-vs-actual output scoring
The structured handoff format that makes multi-agent pipelines actually reliable
Teach your agent to detect its own failures, diagnose the cause, and try a different approach
Why your agent invents tools that don't exist and the three-line fix that stops it
How to architect multi-agent systems that cost 90% less than running Opus on everything
The 2026 skill that replaced prompt engineering as the bottleneck for agentic systems
The cost and quality math behind splitting monolithic prompts into chains
Why 'You are a senior engineer who also reviews for security' beats single-role prompts
Use frontier models to improve their own instructions with measurable improvement loops
Why exclusion constraints are more effective than inclusion instructions for complex tasks
The counterintuitive cases where removing examples improves output quality
The prompts that turn raw financials into client-ready advisory letters, and the judgment calls AI can't make for you