What Leaked System Prompts From GPT-5.4, Claude 4.6, and Gemini 3.1 Teach You About Writing Your Own
The biggest AI labs just showed us their playbook -- here's how to steal their system prompt patterns for your own workflows
Pillar
Chain-of-thought, few-shot, role prompting, structured output
27 articles • Page 1 of 3
The biggest AI labs just showed us their playbook -- here's how to steal their system prompt patterns for your own workflows
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
Structured prompts that turn 100-page filings into actionable intelligence
The constraint-heavy prompt template that prevents destructive migrations
The real mental model for temperature, top-p, and top-k with evidence
One extra prompt turn that catches hallucinations before they ship