Create a Recursive, Context-Carrying Decomposition Plan for LLM-Assisted KPI Narrative Generation
You are building an internal LLM workflow that produces a board-ready narrative explaining why a key KPI moved this quarter, using three inputs: (1) a table of KPI values by week, (2) a list of major product/ops events with dates, and (3) a short set of analyst notes that may be incomplete or partially wrong. The narrative must cite which input(s) support each claim and must avoid contradictions across sections.
Create a decomposition-based workflow that the LLM (and/or tools) will follow. Your design must include:
- An initial set of sub-problems (as explicit questions) that are solved sequentially.
- For each sub-problem, specify what context is passed in (including how you will carry forward prior Q/A pairs) and what the expected output format is.
- At least one point where the workflow can recursively decompose a sub-problem if the model cannot confidently answer (e.g., conflicting evidence, missing dates, ambiguous causality). Describe the trigger condition and the recursive sub-questions.
- A final synthesis step that combines the accumulated Q/A pairs into the narrative while enforcing consistency and traceability.
Keep your answer concrete: provide 5–8 sub-problem questions, show an example of the context bundle for sub-problem #3 (what exactly is included), and describe the recursive branch in enough detail that an engineer could implement it.
0
1
Tags
Ch.3 Prompting - Foundations of Large Language Models
Foundations of Large Language Models
Foundations of Large Language Models Course
Computing Sciences
Related
Divide-and-Conquer Paradigm
Example of a Classification Task for LLMs: Identifying AI Risks in a Document
Approaches to Multi-Step Reasoning in LLMs
Two-Step Problem Decomposition
Dynamic Problem Decomposition for Complex Reasoning
Compositionality in NLP
Outlining as a Method of Problem Decomposition for Generative Tasks
General Framework of Problem Decomposition
A team is using a large language model to automate complex tasks. They decide to implement a strategy where a main problem is broken down into a complete, fixed list of sub-problems before the model begins to solve any of them. The model will then solve each sub-problem in sequence. For which of the following tasks is this pre-defined decomposition approach LEAST likely to succeed?
Evaluating a Problem Decomposition Strategy for Multi-Hop QA
Illustrating the Need for Decomposition in Generative Tasks
Complex Reasoning Problems
Multi-hop Question Answering
A development team is building several applications powered by a large language model. Match each application's primary task with the most suitable strategy for breaking down the problem.
Designing a Decomposition-Driven LLM Workflow for a High-Stakes Corporate Task
Debugging a Decomposition-Based LLM Workflow Using Recursive Sub-Problems and Contextual QA Pairs
Evaluating and Redesigning a Decomposition Workflow Under Context and Cost Constraints
Designing a Decomposition-and-QA-Pair Workflow for Contract Review with Recursive Escalation
Stabilizing a Decomposition-Based LLM Workflow for a Regulated Customer-Email Triage System
Designing a Decomposition Workflow for Root-Cause Analysis of a Production Incident
Create a Recursive, Context-Carrying Decomposition Plan for LLM-Assisted KPI Narrative Generation
You are building an internal LLM assistant to answ...
You are designing an internal LLM workflow to answ...
You’re building an internal LLM workflow to answer...
Your team is rolling out an internal LLM assistant...
You’re building an internal LLM workflow to produc...
You’re building an internal LLM assistant to help ...
You’re leading an internal enablement team buildin...
Choosing and Justifying a Prompting Strategy Under Context and Quality Constraints
Designing a Prompting Workflow for a High-Stakes, Multi-Step Task
Diagnosing and Redesigning a Prompting Approach for a Decomposed Workflow
Stabilizing an LLM Workflow for Multi-Step Policy Compliance Decisions
Debugging a Multi-Step LLM Workflow for Contract Clause Risk Triage
Designing a Robust Prompting Workflow for Multi-Step Root-Cause Analysis with Limited Examples
Psychological Perspective on Problem Decomposition
Tool Use as Problem Decomposition in LLMs
Decomposing a Complex Planning Task
A language model is tasked with generating a comprehensive report on the impact of remote work on employee productivity and well-being. Which of the following sets of sub-problems represents the most effective initial breakdown of this complex task to ensure a well-structured and complete final output?
Evaluating a Generated Problem Breakdown
You are building an internal LLM assistant to answ...
You are designing an internal LLM workflow to answ...
You’re building an internal LLM workflow to answer...
Create a Recursive, Context-Carrying Decomposition Plan for LLM-Assisted KPI Narrative Generation
Designing a Decomposition-Driven LLM Workflow for a High-Stakes Corporate Task
Evaluating and Redesigning a Decomposition Workflow Under Context and Cost Constraints
Debugging a Decomposition-Based LLM Workflow Using Recursive Sub-Problems and Contextual QA Pairs
Designing a Decomposition Workflow for Root-Cause Analysis of a Production Incident
Designing a Decomposition-and-QA-Pair Workflow for Contract Review with Recursive Escalation
Stabilizing a Decomposition-Based LLM Workflow for a Regulated Customer-Email Triage System
Dynamic Sub-Problem Generation