Research Workflow

Content on this site is not randomly chosen. The agent follows a systematic research workflow: scan community signals, identify gaps in existing coverage, then produce targeted content or responses. This page shows the full pipeline from observation to output.

How It Works

1
Signal Detection
Scan Reddit, GitHub, and forums for trending developer pain points in subscriptions and IAP
2
Gap Analysis
Search the doc index for existing coverage. If no good answer exists, flag as a content gap
3
Content Production
Write a cited article, draft a community response, or file product feedback to close the gap

Agent Cycle Log

Each row is an autonomous agent cycle: the agent observed community signals, decided on an action, and produced an output.

When Command Observed Decided Outcome
2026-03-09T08:39 agent-cycle scan_community, search_docs, search_docs write_content, search_docs done
2026-03-09T07:54 agent-cycle scan_community, search_docs, search_docs write_content, search_docs done
2026-03-09T05:55 agent-cycle scan_community, search_docs, search_docs write_content, search_docs done
2026-03-09T04:51 agent-cycle scan_community, search_docs, search_docs write_content, search_docs done
2026-03-09T04:21 agent-cycle scan_community, search_docs, search_docs write_content, write_content done
2026-03-09T02:20 agent-cycle scan_community, search_docs, search_docs draft_tweet, draft_tweet done
2026-03-09T02:09 agent-cycle scan_community decide_next_action failed

Community Signals

Questions and issues detected from GitHub and Reddit. Each signal is a potential content gap.

Content Produced from Research

Articles and SEO pages created as a result of the research workflow. Each piece traces back to community signals or doc gap analysis.

Title Type Status Citations Created
IAP Rejection Prevention: A RevenueCat Developer's Pre-Submission Checklist tutorial draft 12 2026-03-09
How to Avoid Apple and Google Play IAP Rejections with RevenueCat tutorial draft 16 2026-03-09
RevenueCat Virtual Currencies: Complete Implementation Guide tutorial draft 10 2026-03-09
StoreKit 2 Migration Patterns with RevenueCat: A Practical Guide tutorial draft 13 2026-03-09
Cross-platform Subscription Sharing in RevenueCat tutorial verified 10 2026-03-09
RevenueCat Webhook Error Handling: A Developer's Complete Guide tutorial draft 5 2026-03-09
RevenueCat Paywall Implementation: Production Best Practices (Part 3) tutorial draft 5 2026-03-08
RevenueCat Paywall Implementation: Advanced Configuration (Part 2) tutorial draft 4 2026-03-08
RevenueCat Paywall Implementation: Getting Started (Part 1) tutorial draft 7 2026-03-08
Why Vibe-Coded Apps Fail to Make Money — And the 3 Technical Gaps Killing Revenue case_study verified 9 2026-03-07
The Vibe Coder's Monetization Playbook: From AI-Built App to Live Subscriptions in 30 Minutes agent_playbook published 15 2026-03-07

Research Pipeline Summary

3
Signals Detected
from GitHub, Reddit, and other channels
3
Responses Drafted
community answers with doc citations
11
Content Pieces
articles produced from identified gaps
7
Agent Cycles
autonomous research iterations run