Delete Your Temperature Parameter: Why Self-Consistency Sampling Is Dead on Reasoning Models Like Gemini 3.5 Flash
Google's migration guide quietly killed the majority-vote trick you've leaned on for years. Here's what replaces it.
Brian Gagne
CTO of Kief Studio. 20+ years technology consulting. Cisco Certified Ethical Hacker, UPenn AI for Business, Perplexity AI Business Fellow. Builds the tools Qurtoo teaches you to use.
https://kief.studio72 articles
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.
Strip the 'Wait' Tokens: Two Papers Prove Your Reasoning Model Is Wasting Half Its Budget Thinking Out Loud
The NoWait technique cuts chain-of-thought length 27-51% with zero accuracy loss -- here's how to apply it in Claude, GPT, and Gemini
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%
Adaptive Few-Shot Prompting: Use Semantic Retrieval to Pick Your Examples Instead of Hardcoding Them
New research shows dynamically selecting in-context examples by embedding similarity outperforms static few-shot by up to 7 BLEU -- here's how to build it
Gemini Spark Skills Are Just Trigger-Condition Prompts: How to Write Always-On Agent Instructions That Don't Go Rogue
The prompting discipline for persistent background agents is fundamentally different from chat -- here's the pattern that keeps autonomous actions safe and useful.
Context Engineering Is the New Prompt Engineering: How to Load Your LLM's RAM Like an Operating System
Karpathy was right -- the highest-leverage skill in 2026 isn't writing better prompts, it's deciding what goes into the context window and what stays out
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
Uncertainty Markers Double LLM Reasoning Accuracy: The Self-Correction Prompting Technique Google Doesn't Want You to Sleep On
Embedding hesitation cues like 'wait, let me verify' into your prompts activates built-in self-correction that chain-of-thought never could
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
Stop Copy-Pasting Prompts Between Models: Format-Native Prompting for Claude 4.7, GPT-5.5, and Gemini 3.1
Each frontier model parses structure differently -- XML, JSON, or markdown. Match the format, and output quality jumps measurably.
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