PromptOps
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Track 3
3. Advanced Conversation & Reasoning Chains
0 / 18 lessons
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1
Multi-Turn Conversation Management
Your context is leaking. Plug the holes.
Intermediate
2
Prompt Chaining
Pipelines beat magic prompts
Advanced
3
Tree-of-Thought & Advanced Reasoning
When one path isn't enough.
Advanced
4
Self-Consistency Prompting
Multiple reasoning paths, one reliable answer
Advanced
5
Prompting Reasoning Models
Stop writing the thinking — start writing the spec
Advanced
6
Chain of Verification (CoVe)
Audit thoughts before answering to eliminate hallucinations.
Expert
7
Skeleton-of-Thought (SoT)
Generate outlines first, then fill details in parallel for low latency.
Expert
8
Graph-of-Thought (GoT)
Model thoughts as graphs to enable arbitrary pathways.
Expert
9
Contrastive Chain of Thought (CCoT)
Teach correct logic using both right and wrong reasoning steps.
Expert
10
RLHF & Alignment Prompting
Align prompt responses with human values and guidelines.
Expert
11
Self-Consistency & Ensembling
Improve reasoning accuracy by sampling and voting over multiple generation paths.
Expert
12
Human-in-the-Loop Prompting
Build prompts that prompt the user for clarification before generating final drafts.
Expert
13
Self-Refinement & Critics
Refine model answers through multi-turn self-criticism loops.
Expert
14
Directed Acyclic Graph Prompts
Model complex, parallel reasoning branches as directed acyclic graphs.
Expert
15
Rephraser & Feedback Loops
Use a secondary prompt to rewrite and clarify user requests before execution.
Expert
16
Context-Aware Summarization Loops
Refine summaries progressively by feeding key documents into attention weights.
Expert
17
Model-Specific Prompting
Different models, different dialects
Advanced
18
Meta-Prompting
Use AI to write your prompts.
Advanced
3. Advanced Conversation & Reasoning Chains