Promptdoo is your platform for prompt engineering and AI workflow automation. Create better ChatGPT prompts, use our skills library and share your knowledge.
Seven editing heuristics: nominalization, expletives, preposition cascades, weak verbs, redundancy, hedges, jargon.
Every editor develops intuition for what makes prose weak. This framework codifies that intuition into seven heuristics that catch 90% of readability ...
Idempotency key pattern for safe POST retries: UUID-based, 24h window, concurrency-safe.
POST requests are not idempotent by default. Network timeout on checkout does not tell you whether the charge went through. Without idempotency keys, ...
Collaborative narrative: word-chain game where each sentence starts with last word of previous one.
Each participant adds one sentence that must begin with the last word of the previous sentence. The constraint forces unexpected transitions and synta...
Rate limiting strategy: token bucket, leaky bucket, sliding window with distributed considerations.
Design a rate limiting strategy for a distributed API. Every rate limiter choice is a tradeoff between accuracy, memory, and distributed coordination....
Metaphor audit: extract source-to-target mappings, check consistency and fidelity, detect mixed metaphors.
Metaphors are structural models mapping one domain (source) onto another (target). When a writer calls software a 'blueprint,' they invite the reader ...
Cross-domain idea generation: random constraint lattice (material, energy, time, interaction, scale), 3 novel ideas.
Unconstrained brainstorming produces familiar ideas. Constraint-based generation forces novelty by imposing rules that default thinking cannot satisfy...
Reverse outline: extract paragraph skeleton, diagnose duplicate/gap/stray/order issues, propose restructured order.
Every piece of writing has a hidden structure. A reverse outline extracts it sentence by sentence, revealing whether the argument flows logically or j...
Retargeting optimization: window by price tier, frequency caps, attribution decay model, segmentation matrix.
Retargeting recovers users who did not convert. Each impression costs money. The optimal window depends on purchase cycle and price. WINDOW BY PRICE:...
Funnel drop-off analysis: step-wise enumeration, leak prioritization with downstream impact, effort-impact matrix.
Aggregate conversion hides which step loses the most users. Fixing the step with the highest absolute drop-off is often wrong - fix the step with high...
Rational decision framework: weighted criteria matrix, opportunity cost statement, sensitivity analysis for fragile decisions.
Every decision has an opportunity cost: the value of the best alternative not chosen. This framework forces comparison by building a matrix of viable ...