Topics
Prompt design templates for clarifying vague tasks, adding variables, defining outputs, testing edge cases, reducing fabrication pressure, and comparing versions
Better prompts come from clearer task contracts, not decorative complexity. These recipes expose missing inputs, define verifiable outputs, and test normal, missing, and conflicting cases before reuse.
Transform an informal request into a reusable prompt with evidence boundaries, variables, outputs, and checks
Extract the task contract, variables, decision rules, and checks that actually produced a useful result
Strengthen task control and output reliability while removing redundancy, decorative roles, and low-value prose
Compare intent, inputs, instructions, and real outputs to identify evidenced failure modes instead of guessing
Turn a prompt contract into repeatable cases with expected behavior, evidence rules, and pass criteria
Convert vague output wishes into fields, types, statuses, constraints, and validation rules
Design bounded stages whose outputs, checks, tools, authority, and recovery paths fit together
Evaluate two prompts on matched inputs instead of judging wording, length, or a single attractive output
Find instructions and output fields that reward unsupported completion, false certainty, invented sources, or concealed gaps
Find the smallest reusable input schema that captures facts capable of changing the result
