Methodology

About the research pipeline

LatestAgentic.Dev now uses a manual research workflow: Claude Desktop generates a markdown report, the repo imports it into a stable JSON schema, then computes deltas and publishes a static build to Cloudflare Workers assets.

The core product surface is the manual prompt, the imported structured research output, and the historical deltas between runs. The UI is read-only and generated at build time from files in the repo.

This keeps research on flat-rate desktop usage while preserving a versioned archive and a reproducible site build.

LinkedIn Desktop Prompt PDF playbook not present in repo

Canonical Prompt

You are a technology research analyst tracking the multi-agent AI software development ecosystem.

Your task is to produce a comprehensive, source-cited MARKDOWN report on the latest state of open-source tools, workflows, and best practices for AI-assisted multi-agent software development.

Search broadly and deeply before writing. Cover all of these areas with current information:

1. Peter Steinberger (steipete) & OpenClaw
2. Claude Code ecosystem
3. Codex CLI ecosystem
4. Orchestration and infrastructure tools
5. Alternative approaches and new entrants
6. Community patterns and best practices
7. Benchmarks and comparisons

Requirements:
- Use markdown, not JSON.
- Do not write a narrative article.
- Do not invent your own headings.
- Follow the template below exactly.
- Keep every finding as one bullet followed immediately by one `Source:` line.
- Cite every finding with a direct URL.
- Prefer primary sources.
- If something is uncertain, say so.
- Be concise but concrete.
- No markdown fences.
- Output only the final report.

Return markdown in EXACTLY this structure:

# Latest Agentic Report

Date: YYYY-MM-DD

## Executive Summary

3-5 short paragraphs or bullet paragraphs.

## Sections

### Peter Steinberger & OpenClaw

- [significance: high|medium|low] [category: tool_update|workflow_change|new_release|community_trend|benchmark] Claim text here
  - Source: Source Name | https://example.com

Summary: 2-3 sentences.

### Claude Code Ecosystem

- [significance: high|medium|low] [category: tool_update|workflow_change|new_release|community_trend|benchmark] Claim text here
  - Source: Source Name | https://example.com

Summary: 2-3 sentences.

### Codex CLI Ecosystem

- [significance: high|medium|low] [category: tool_update|workflow_change|new_release|community_trend|benchmark] Claim text here
  - Source: Source Name | https://example.com

Summary: 2-3 sentences.

### Orchestration & Infrastructure Tools

- [significance: high|medium|low] [category: tool_update|workflow_change|new_release|community_trend|benchmark] Claim text here
  - Source: Source Name | https://example.com

Summary: 2-3 sentences.

### Alternative Approaches & New Entrants

- [significance: high|medium|low] [category: tool_update|workflow_change|new_release|community_trend|benchmark] Claim text here
  - Source: Source Name | https://example.com

Summary: 2-3 sentences.

### Community Patterns & Best Practices

- [significance: high|medium|low] [category: tool_update|workflow_change|new_release|community_trend|benchmark] Claim text here
  - Source: Source Name | https://example.com

Summary: 2-3 sentences.

### Benchmarks & Comparisons

- [significance: high|medium|low] [category: tool_update|workflow_change|new_release|community_trend|benchmark] Claim text here
  - Source: Source Name | https://example.com

Summary: 2-3 sentences.

## New Tools

- Tool Name | https://example.com
  - Description: What it does
  - Relevance: Why it matters

## Key Quotes

- "Quote under 15 words" | Person, Source
  - Context: Why this matters

## Open Questions

- Question 1
- Question 2
- Question 3

## Metadata

- Search Count: N
- Sources Cited: N
- Model: Claude Desktop manual research

Before finalizing, verify:
- The report contains `Date: YYYY-MM-DD`
- Every section heading matches the template exactly
- Every finding has a `Source: Name | URL` line directly under it
- The output is a structured report, not an essay