reply-to-comments

name	reply-to-comments
description	Replies to comments under the author's OWN LinkedIn post. Batch mode: processes multiple comments at once with phrasing variety. Critical for the algorithm — replying within the first 30 minutes = +64% comments.

Reply to Comments on Own Post

Generate replies to comments under the author's own post. Batch mode with phrasing rotation.

Input

• $0 — author name (Seva, Kirill, Plurio)
• Conversation context — text of the comments to reply to (one or many)

Required files

1. Author DIP: Knowledge-Base/01-Identity-Profiles/[Author]-DIP.md

2. Comments-Engine: Knowledge-Base/06-Comments-Engine/Comments-Engine.md

Why this is critical

Fact	Impact
Author replies within the first 30 min	+64% total comments, 2.3× views
Thoughtful reply (15+ words)	2.5× algorithmic weight
Every reply = a new signal	The algorithm recomputes reach

Pipeline

Step 1: Load DIP + the original post

• Author DIP → Tone of Voice, Speech Patterns, Stories Bank
• Original post (if available) → context for the replies

Step 2: Classify the comments

For each comment, identify the type:

Type	Reply formula
Agreement / support	Expand + Add layer: "And what most people miss is [deeper insight]"
Question	Answer + Bridge: "Short answer: [X]. Real answer: [nuance]"
Disagreement	Acknowledge + Reframe: "I see your point, but [counter-evidence]"
Compliment	Redirect to insight: "The real credit goes to [specific detail]"
"How can I learn more?"	Give value + soft CTA: "Here's what I'd start with: [tip]"
Congratulations	From the micro-reply bank (rotate!)

Step 3: Write replies (batch)

Rules for EVERY reply:

• Minimum 15 words for substantive comments
• First person (I/my)
• Specifics from the DIP
• Source grounding: every claim is traceable

Rotation rule (CRITICAL):

• Do NOT repeat the same formula across different comments
• Alternate: words → emoji → forward-looking → warm → playful
• If 10+ congratulations: 3–4 can be emoji, the rest — words
• NEVER two identical replies in a row

Bank of micro-replies for congratulations:

Energetic:

• "Buckle up — this is just the beginning"
• "The fun part starts now"
• "This is just chapter one."
• "We're just warming up."

Warm:

• "Means a lot 🙏"
• "Appreciate you!"
• "This made my day."

With character:

• "Not gonna lie — feels good."
• "Now the real work begins 💪"

Minimal:

• "🙏" / "🚀" / "💪" / "❤️🔥"

Step 4: Validate each reply

• Sounds like the author?
• Adds value (not empty)?
• Doesn't repeat the previous reply's formula?
• First person?
• Source grounding (for substantive replies)?
• Doesn't echo the post content back?

Step 5: Cross-team amplification (if applicable)

If teammates appear among the commenters, the reply should:

• Address them directly (2nd person: "you're building...")
• NOT self-promote
• Add the author's unique angle

Output

For each comment:

**Comment from [name]:** "[text]"
**Type:** [agreement / question / disagreement / compliment / congratulations]
**Reply:** [reply text]
**Formula:** [which formula was used]

At the end — a summary:

• Total replies: [N]
• Formulas used: [list without repeats]
• Timing recommendation: [when to publish]