Self-Consistency Prompting: 5 Recipes That Ship (2026)
Self-consistency prompting in 2026: five copy-paste recipes that sample multiple reasoning paths and majority-vote the answer, plus a gate for when to skip it.
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Self-consistency prompting in 2026: five copy-paste recipes that sample multiple reasoning paths and majority-vote the answer, plus a gate for when to skip it.
Self-ask prompting in 2026: four copy-paste recipes that make a model ask and answer its own follow-up questions, plus the search-tool upgrade and the gate for when to skip it.
Socratic prompting in 2026: five copy-paste recipes that surface assumptions, self-interrogate in one message, debug by question, and add a maieutic consistency check, plus when to skip it.
Chain of Verification (CoVe) is a four-step prompt that cuts hallucinations by making a model draft, plan verification questions, answer them independently, and rewrite keeping only what survived.
Chain of Density is a one-call summarizing prompt that rewrites a summary five times at fixed length so it packs in the facts most 'summarize this' prompts drop. Copy-paste receipt, the failure modes, and the production variant.
Assistant prefill in 2026: four copy-paste recipes that force JSON, kill the preamble, lock the output shape, and hold a persona, plus where prefill breaks.
Step-back prompting in 2026: five copy-paste recipes that make an LLM state the governing principle before it answers, plus a gate for when to skip it.
Six copy-paste recipes for fencing prompts with delimiters in 2026: which delimiter per job, why it works, and the failure mode each one prevents.
Six copy-paste LLM temperature and top_p recipes for 2026: the exact setting per task type, why it works, and the failure mode it prevents.
Least-to-most prompting for LLMs in 2026: six copy-paste recipes that decompose a hard problem into ordered subproblems and feed each answer forward, with the receipt, the reasoning, and the failure mode for each.
System prompt vs user prompt in 2026: five copy-paste placement recipes with the same instruction shown in both lanes, plus the injection failure mode that makes lane choice a security decision.
Six copy-paste prompt compression moves for 2026 with real before and after token counts. Cut manners, redundancy, and agent history. No library required.