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Agentic Thought Process — Research

This folder holds material for research on the agentic process: how the Cursor agent reasons, plans, and uses tools. The main deliverable is a dense, technical document (textbook/arxiv style) suitable for multi-page PDFs with small margins and page numbers.

Contents

File Purpose
agentic-reasoning-framework.md Primary source: Long-form technical document (abstract, 10 sections, appendices). Dense prose, small margins, numbered sections. Use this to generate PDFs.
agentic-reasoning-framework.html Print-ready HTML generated from the .md (run python3 md-to-print-html.py to regenerate). Open in browser → Print → Save as PDF.
AGENTIC-THOUGHT-PROCESS.md Shorter summary; framework, decision points, capture methods.
session-reasoning-template.md Template to fill per session (user request, reasoning trace, tool sequence, outcome).
print.css CSS for dense layout (small margins, serif, tight line-height). Inlined when generating HTML.
pdf-header.tex LaTeX header for Pandoc: geometry (0.6in margins), pagestyle, spacing.
build-pdf.sh Builds PDF via Pandoc + pdflatex (small margins, page numbers).
md-to-print-html.py Converts the .md to a single HTML file with embedded print CSS (no Pandoc/LaTeX required).
README.md This file.

Getting a PDF: dense layout, small margins, page numbers

Option A — Pandoc + LaTeX (best quality, page numbers automatic)

Requires pandoc and a LaTeX install (e.g. texlive).

cd /home/dennis/projects/openclaw01
./build-pdf.sh

Output: agentic-reasoning-framework.pdf with ~0.6in margins and footer page numbers.

Option B — HTML + browser print (no Pandoc/LaTeX)

  1. Generate HTML (if you changed the .md): 
    python3 md-to-print-html.py
  2. Open agentic-reasoning-framework.html in a browser.
  3. File → Print (or Ctrl+P).
  4. Set Margins to “Minimum” or “None” for more text per page.
  5. Enable Headers and footers (or “Background graphics”) so the browser adds page numbers.
  6. Save as PDF.

Option C — Print from IDE

Open agentic-reasoning-framework.md in Cursor/VS Code and use Print (Ctrl+P / Cmd+P) → Save as PDF. Margins and page numbers depend on the editor’s print styling; for consistent dense layout use Option A or B.

Document style

  • Format: Dense technical textbook / arxiv / O’Reilly–HashiCorp style.
  • Layout: More words per page; small margins (0.5–0.6 in); page numbers (Pandoc footer or browser print).
  • Structure: Abstract, numbered sections 1–10, references, appendices (decision heuristics, session trace template).

Capturing the thought process from “inside” the framework

The agent does not automatically expose internal reasoning. To get printouts of the thought process:

  1. After a session: Ask the agent to “summarize your thought process and key decisions for this task” or to “write a short reasoning trace to openclaw01/session-YYYY-MM-DD.md.”
  2. Use the template: Copy session-reasoning-template.md, fill it (or have the agent fill the reasoning/tool parts), then print or export to PDF.
  3. Combine: Print/PDF the main doc + one or more session traces for a full “process + instance” research pack.

See Section 9 in agentic-reasoning-framework.md for capture methods and PDF generation details.

OpenClaw free tier

When using OpenClaw (free tier) with this repo, see OPENCLAW_FREE_TIER.md for guidance on limiting overtokening and staying within token/rate limits.