Skip to content

next-research.md

Latest commit

 

History

History
112 lines (77 loc) · 4.28 KB

next-research.md

File metadata and controls

112 lines (77 loc) · 4.28 KB

📌 Next Research Areas for SyntaxLab Plan Evolution

This document outlines the key next research areas to strengthen and extend SyntaxLab's pseudocode planning, versioning, and feedback refinement system. It includes a visual dependency graph and structured prompts to guide implementation.

🧠 Overview

SyntaxLab has a strong foundation in pseudocode versioning and logic planning, but to reach production-grade scale and learning efficiency, the following domains need deeper exploration:

🔬 Priority Research Areas

1. Plan Diversity Metrics

  • Develop entropy, novelty, and convergence scores
  • Prevent overfitting to single plan structure
  • Use Levenshtein + AST diff + semantic embeddings

2. Plan Clustering and Fork/Merge Logic

  • Implement plan lineage clustering (e.g., HDBSCAN, DeepWalk)
  • Visual diff heatmaps to support merge suggestions
  • Plan hash graphs and feature fingerprints

3. Validation Signal Attribution

  • Trace mutation score failures back to pseudocode steps
  • Borrow from bug localization and SHAP-like explainability

4. Feedback Loop Refinement

  • Automatically adjust prompts or logic steps based on success/failure
  • Evolve logic planning strategies from data

5. Natural Language Plan Summarization

  • Convert diffs and lineage trees to human-readable summaries
  • Compare plans in plain English

6. Plan Regression Detection & Rollback

  • Alert on quality drops after plan updates
  • Track validation score drift over time

7. Plan Transfer Across Tasks

  • Extract reusable subplans or motifs across similar tasks
  • Leverage plan modules like code macros

8. Generative Plan Synthesis

  • Train models to emit logic plans directly from prompts
  • Use prior plan successes as training data

🧭 Visual Research Dependency Graph

graph TD

%% Core Foundations
A0["🧠 Plan Evolution Framework"]
A1["📊 Feedback Scoring & Metrics"]
A2["📈 Plan Diff & Lineage Graph"]

%% First Order Research
A0 --> B1["📃 Plan Diversity Metrics\n(e.g. entropy, semantic diff)"]
A0 --> B2["🔁 Fork/Merge Logic\n+ Plan Clustering"]
A1 --> B3["🌟 Validation Signal Attribution\n(e.g. blame, SHAP)"]
A1 --> B4["🔂 Feedback Loop Refinement\n(auto-adjust prompt/steps)"]
A2 --> B5["👏 Human-readable Plan Diffs\n(natural language summaries)"]
A2 --> B6["📦 Plan Regression Detection\n(reverts, drift)"]

%% Second Order Research
B1 --> C1["🌌 Plan Space Exploration\n(graph embedding, diversity preservation)"]
B2 --> C2["🧬 Transferable Plan Modules\n(across tasks/domains)"]
B2 --> C3["🌀 Plan Clustering Algorithms\n(HDBSCAN, GNNs)"]
B3 --> C4["📌 Step-level Causal Links\n(trace to mutation scores)"]
B4 --> C5["🤖 Generative Plan Synthesizer\n(from learned patterns)"]
B5 --> C6["🔊 Plan-to-Text Summarization\n(T5, GPT, etc.)"]
B6 --> C7["🚨 Alerting System for Plan Regressions"]

%% Future Enhancements
C1 --> D1["🧠 Plan Prior Learning\n(offline RL, reward modeling)"]
C5 --> D2["🧪 Plan Pretraining\n(few-shot plan synthesis)"]

style A0 fill:#fafafa,stroke:#555,color:#000,fontWeight:bold
style A1 fill:#fafafa,stroke:#555,color:#000,fontWeight:bold
style A2 fill:#fafafa,stroke:#555,color:#000,fontWeight:bold
style D1 fill:#ccf,stroke:#55f
style D2 fill:#ccf,stroke:#55f
Loading

✅ Output-Driven Research Prompts

Area Research Prompt
Plan Scoring How can plan diversity be measured across embeddings and semantic fields?
Fork/Merge What’s the best heuristic for triggering automatic plan forks based on mutation score divergence?
Attribution Can we map failed test cases back to pseudocode steps using causal attribution?
Regression What rollback heuristics prevent score decay after plan merges?
Generation How do we train a generative model to produce high-scoring plans directly from prompts?
  • Prototype a scorePlanDiversity(planA, planB) tool
  • Run summarization experiments over lineage diffs

Let me know if you'd like these prioritized, expanded, or visualized in a Notion board or issue tracker.