Organized by transformation
Methods are grouped by the control mechanism they use, not by topic. Core techniques define the base operation — extract, compare, synthesize, evaluate, transform. Contrastive, Staged, Receipt, Boundary, Schema, Falsifier, Adaptive, and Position variants add different control structures to the same base technique.
This lets you choose a prompt by the transformation it performs rather than hunting for a topic label. Each category in the atlas covers one facet of prompt engineering — from instruction contracts to creative divergence to governance boundaries.
To use this catalog: Click any tile to see an 8-section deep dive: how the technique works, when and how to use it, limitations, related methods, and a worked example. Filter by control mechanism or search by name. The 128 techniques here are drawn from a 512-record research atlas.
How to read a technique card
Each technique card shows: name (what it's called in the atlas), control type (core / contrastive / staged / receipt / boundary / schema / falsifier / adaptive / position), and number (sequential within the 128-entry subset).
Tap or click any card to open the full 8-section pop-up: core mechanism, practical use, when/how to use it, limitations, related techniques, a synthesized example, and precise orientation with atlas metadata (PTA ID, category, document, evidence class).
Filter buttons at the top let you show all techniques or restrict to one control mechanism. The search box filters by name and description. Results animate on transition.
Sourcing and limits
These 128 records are drawn from the 512-record Prompt Technique Atlas — a structured corpus across 64 categories and 16 documents. Each record is a candidate (not independently verified for production) with named evidence class and source origin. The public catalog uses synthesized pedagogical examples, not operational prompt text.
Claim boundary: Catalog presence is not admission, endorsement, or deployment authorization. Each technique was developed for the task class described by its trigger; cross-domain transfer requires independent evaluation. Evidence classes range from survey-secondary to observed-hub-grounded — see each card's precise-orientation section for the exact PTA identifier.
128 RETAINED METHODS
Prompt Engineering Catalog
Each technique is organized by what it does to information, not what topic it addresses. Click any card to open its full details: how it works, when to use it, and what it cannot do.
Dynamic Context Assembly
Contrastive-Fork Instruction Hierarchy and Precedence
Emotion Prompting
Staged-Composition Task Framing and Intent Normalization
Outcome-First Contract
Receipt-Bound Achieved-State and Outcome Specification
Bounded Receipt with Non-Effects
Contrastive-Fork Constraint and Non-Action Contracts
Provenance-Carrying Chunk
Contrastive-Fork Source Grounding and Authority
Evidence-per-Claim
Staged-Composition Claim-Evidence Binding
Ambiguity Ledger
Staged-Composition Uncertainty Calibration and Missing Evidence
Counterexample Set
Receipt-Bound Counterevidence and Falsification
Progressive Disclosure
Contrastive-Fork Context Selection and Progressive Disclosure
KV-Cache Selective Retention
Staged-Composition Context Compression and Summarization
Episodic Experience Memory
Boundary-Bound Memory and Retrieval Design
Staleness Gate
Staged-Composition Provenance, Currentness, and Staleness
Schema-Guided Structured Input Contracts
Staged-Composition Structured Input Contracts
Position-Aware Context Packing
Staged-Composition Output Schemas and Typed Responses
Structured Function Invocation
Receipt-Bound Validation, Rejection, and Repair
Positional Context Extension
Staged-Composition Transformation and Projection Contracts
Goal-Prompt Lifecycle State Machine
Contrastive-Fork Agent Loops and State Machines
Capability-Bounded Delegation
Staged-Composition Tool and Capability Boundaries
Chain-of-Thought Prompting (Agentic Pattern)
Contrastive-Fork Budgets, Stops, and Attempt Accounting
Context Snapshot and Restoration
Staged-Composition Recovery, Idempotency, and Continuity
Wave Decomposition (12-wave / 15-wave / 8-pass naming)
Receipt-Bound Task Decomposition and Wave Design
Disjoint-Path Parallel Writers
Staged-Composition Dependency Graphs and Scheduling
Checkpointed Autonomy
Receipt-Bound Typed Handoffs and Returnability
Multi-Tool Coordination
Contrastive-Fork Multi-Agent Coordination and Arbitration
Evaluator-Optimizer Loop
Staged-Composition Rubrics and Multi-Dimensional Assessment
Acceptance-Test Prompt
Receipt-Bound Fixtures, Baselines, and Reproducibility
Metamorphic Prompt Test
Contrastive-Fork Adversarial and Metamorphic Evaluation
Cost-Latency-Quality Frontier
Staged-Composition Observability, Cost, and Latency
Self-Refine Prompting
Receipt-Bound Reflection and Self-Critique Prompts
Human Decision Gate
Receipt-Bound Preference Elicitation and Personalization
Achieved-State-First Questioning
Multi-Lens Option Framing
Sparse or Linear Attention
Contrastive-Fork Immutable Return Intake and Disposition
Retrieval-Augmented Generation
Receipt-Bound Divergent Ideation
Modular Retrieval Pipeline
Receipt-Bound Recombination and Concept Blending
Worked-Miniature Bridge
Receipt-Bound Analogy and Cross-Domain Transfer
Constraint Sandwich
Receipt-Bound Constraint-Driven Creativity
Retrieval-Augmented Generation (RAG)
Receipt-Bound Novelty Search and Alternative Generation
Layer-of-Thoughts Prompting
Receipt-Bound Uniqueness and Local Specificity
Demonstration-Conditioned Context
Receipt-Bound Strange Options and Edge Cases
Independent Parallel Sampling
Staged-Composition Anti-Convergence and Diversity Preservation
Graph-Guided Retrieval
Receipt-Bound Literature Discovery and Search Strategy
Merge-Node Validation
Contrastive-Fork Research Synthesis and Claim Maps
Agent Communication Protocol
Receipt-Bound Methodology and Protocol Design
Chain-of-Verification Prompting
Receipt-Bound Citation and Source Audit
Chain of Draft Prompting
Boundary-Bound Decomposition and Intermediate Representations
Contrastive Denoising with Noisy Chain-of-Thought
Receipt-Bound Contrastive and Dialectical Reasoning
Power-of-Two Batching
Receipt-Bound Hypothesis Generation and Testing
Failure Taxonomy Loop
Contrastive-Fork Causal and Systems Reasoning
Workbook Instrument (~50-Question Reflection)
Receipt-Bound Socratic Questioning
Optimization by Prompting
Receipt-Bound Explanation and Teaching Prompts
Adaptive Agentic Retrieval
Staged-Composition Adaptive Scaffolding and Feedback
Logical Chain-of-Thought Prompting
Receipt-Bound Collaborative and Voice-Preserving Authoring
Chain-of-Code Prompting
Contrastive-Fork Code and Software Engineering Prompts
Structured Data Verbalization
Receipt-Bound Data and Analytical Prompts
Multimodal Context Integration
Receipt-Bound Visual and Multimodal Prompts
Structured Chain-of-Thought Prompting
Receipt-Bound Scientific and Mathematical Prompts
Context Manifest
Staged-Composition Privacy and Disclosure Boundaries
Adversarial Review Gate
Staged-Composition Permissions and Consequential Effects
Tree-of-Thoughts Prompting
Receipt-Bound Policy and Constitutional Prompting
Blind Comparator
Contrastive-Fork Audit, Receipts, and Governance Evidence
Self-Harmonized Chain-of-Thought Prompting
Receipt-Bound Meta-Prompting and Prompt Reflection
Automated Prompt Search
Contrastive-Fork Prompt Generation and Optimization
Buffer of Thoughts Prompting
Receipt-Bound Workflow and Skill Compilation
Iterative Self-Refinement
Receipt-Bound Adaptive Automation and Self-Revision
KEEP THE CLAIM BOUNDED
The counts describe a working catalog and its broader horizon, not a claim that all methods are public, complete, equally mature or suitable for every model or context. Method cards on this page describe structural patterns; they do not reproduce operational prompt text. Registry entries are synthesized pedagogical examples unless labeled otherwise.