A Worked End-to-End Example
Copy-ready Claude prompt
Here is this week's full weekly-digests/ entry: {{digest_content}}. Summarize: how many threads scanned, how many scored above {{intent_threshold}}, how many drafts were produced, and flag any draft where the humanization pass didn't fully remove stock AI phrasing.Learning objectives
- Trace one real Reddit thread from discovery through a human-approved reply using the full assembled stack.
- Identify which Claude feature (Project, Skill, subagent, MCP tool) performed each step.
- Contrast this disclosed, human-gated pattern against a documented 24/7 auto-promotion failure case.
- Cite the Reddit Developer Funds' explicit disqualification of bot/spam-generated engagement as a parallel business argument for the same gate.
- Run the assembled loop for one real week and write an honest post-mortem.
Prerequisites: Lesson 6.4.1.
Core concepts
Walk one thread through the entire stack you have now built. A new post appears in r/SaaS: "looking for alternatives to {{competitor_name}}, anyone have experience with {{product_category}} tools?" The /reddit-weekly-scan subagent (Lesson 6.3.3) pulls it during the scheduled scan via the Reddit MCP connection (Lesson 6.3.2). reddit-intent-scorer (Lesson 6.2.1) scores it 82/100, notes it is 40 minutes old with 6 comments, both inside Stage 4's priority thresholds. The reply-drafter skill produces an 80/20 disclosed candidate reply referencing your ICP and brand-voice files; the humanization pass strips a stock AI phrase from the second sentence. The whole package, thread link, score, draft, humanization notes, lands in weekly-digests/2026-07-08.md. A human on the team reads it, tightens one sentence, and posts it manually from the team's own disclosed account roughly 50 minutes after the original post, comfortably inside the first-hour visibility window Stage 4 taught. Every step up to that final post was Claude. The final post was a person.
That single gate is the entire difference between this course's method and the failure case in "I Built AI Agents That Promote My SaaS on Reddit, Here's What Happened," where a founder's fully automated posting pipeline produced exactly the backlash and enforcement action Reddit's trust-and-safety systems are built to catch. It is also the exact line crossed by "Reddit Marketing Tools vs AI Agents: Why You're Still Doing 90% of the Work (2026)", a title that states the violation in its own name, since Reddit's policies do not distinguish between a human running a bad tactic and an agent running it unsupervised; both are the account's behavior, penalized identically. Reddit's own Developer Funds program (H1 2026 terms, April 2025 through July 2026, up to three apps per developer) explicitly disqualifies installs or engagement generated by spam, bots, or manipulation, even Reddit's incentive structure, not just its enforcement policy, rewards the human-gated pattern above and penalizes its automated alternative.
Two closing pieces of context keep this system honest at scale. "Reddit automation bot: build one that won't get banned" (CodeWords) is the right technical reference for the OAuth2 and ban-avoidance mechanics underlying the legitimate half of this stack, infrastructure guidance, not license to skip the review gate. And Reddit's commercial API terms matter once this pipeline runs beyond hobby scale: Octolens's 2026 pricing breakdown puts commercial access at roughly $0.24 per 1,000 requests, gated behind a signed contract, and names AI model training as an unapproved use without written permission. This pipeline classifies and scores text ephemerally, thread by thread, for a human review queue, it does not store Reddit data to train a model, a distinction worth stating explicitly in any internal compliance review, not assumed.
Video lessons
Supporting reading
- Reddit Developer Funds H1 2026 Terms (https://support.reddithelp.com/hc/en-us/articles/27958169342996-Reddit-Developer-Funds-H1-2026-Terms), the incentive-side argument for the human gate: bot/spam-generated engagement is explicitly disqualified.
- Reddit Marketing 2026: The 9:1 Rule for Promotion Without Bans, Teract.ai (https://www.teract.ai/resources/reddit-subreddit-marketing-2026), the 95/5 real-world norm and disclosure practice this worked example's draft reply follows.
- Reddit automation bot: build one that won't get banned, CodeWords (https://www.codewords.ai/blog/reddit-automation-bot), the OAuth2 and ban-avoidance technical reference underlying this pipeline's legitimate infrastructure.
- Reddit API Pricing in 2026: Complete Breakdown, Octolens (https://octolens.com/blog/reddit-api-pricing), the commercial-tier cost and ML-training restriction this lesson's compliance note is built on.
Exercise
Run your assembled pipeline for one real week. Trace one real thread end to end exactly as this lesson walked through, timestamping each stage, and note where (if anywhere) the human editor changed the AI-drafted output.
Assignment
Write a post-mortem covering: total threads scanned, threads scored above your priority threshold, drafts produced, drafts actually posted (after human edit), and one honest failure or near-miss from the week, modeled explicitly on the "I Built AI Agents" case study's candor about what went wrong.
Claude workflow
- Skill idea: a "post-mortem-generator" skill that reads a week's digest plus your logged human edits and auto-drafts the post-mortem report structure above, leaving only the honest reflection for a person to write.
- Automation: the full pipeline running on its permanent schedule from this point forward, research through humanized draft, every week, forever paused at the same human gate this lesson never automates away.
Expected outcomes
- One real thread traced end to end with every stage timestamped and attributed to its Claude component.
- Written post-mortem completed for one full week of live pipeline operation.
- Can name the specific Responsible Builder Policy and self-promotion-norm violations in the "24/7 auto-promote" cautionary video from memory.