GPT-5.6 Pays You to Delete Your System Prompt: State Every Rule Once and Stop Repeating Yourself
OpenAI's own tests show trimming duplicated instructions raises scores 10-15% while cutting tokens up to 66%. Your old scaffolding is now a tax.
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Marc Andreessen Told His AI to 'Never Hallucinate.' Here's the Four-Line Scaffold That Actually Works
You can't command next-token prediction into honesty, but you can engineer the conditions where it stops guessing.
Stop Writing Supervisors, Write Handoffs: The Three-Sentence Prompt That Lets One Agent Surrender Control Without Losing the Thread
Microsoft's new Handoff orchestration pattern proves the routing decision isn't architecture, it's a prompt. Here's how to write it so your agents don't deadlock or drop context.
Speculative Planning Prompts: How to Make Your Agents Pre-Plan During Tool Call Idle Time
The IdleSpec technique turns dead wait time into planning cycles that cut agent task completion by 40%
Agent Outcome Rubrics Are Just Prompts: How to Write Grading Criteria That Actually Fail Bad Output
Anthropic shipped the grading loop -- the rubric is now the hardest prompt you'll write
Your Agent Card Is a Prompt: Writing A2A Descriptions That Win Delegation From Other Agents
ADK 1.0 and the A2A protocol turned your agent's metadata into the most important prompt you're not optimizing
Prompt Architecture for Managed Agent Runtimes: What Changes When You Stop Owning the Orchestration Loop
Anthropic's Managed Agents, Google ADK, and Microsoft Agent Framework 1.0 all abstract away the runtime -- your prompts need to catch up
GPT-5.5's Seven-Part Prompt Schema: Why OpenAI Wants You to Delete Every Prompt You've Ever Written
OpenAI's new prompting guide kills personas, step-by-step, and emotional primers -- here's the minimal structure that actually works on reasoning models
Prompting for Supply Chain Risk: Extract Red Flags From Vendor Documents Faster Than Any Analyst
Turn contract PDFs and compliance docs into structured risk assessments with three prompts