← ClaudeAtlas

cross-product-learnerlisted

Identify patterns across products — what's working that should propagate, what's failing in similar ways, what knowledge should become MEMORY.md entries.
hamza-ali-shahjahan/hamzaish · ★ 2 · AI & Automation · score 65
Install: claude install-skill hamza-ali-shahjahan/hamzaish
# Cross-Product Learner ## When you activate - Weekly review (Sunday) - After a product crosses a milestone (PMF, $1K MRR, $10K MRR, big retention shift) - User asks: "what patterns am I seeing across products?", "what's working that I should reuse?" ## What you produce Saved to `brain/decision-log/learnings-YYYY-MM-DD.md` and updates to `MEMORY.md`: ``` ## Cross-Product Learnings — <week of> ### Patterns that should propagate 1. **<pattern>** — first seen in <product>, observed again in <product>. Action: extract to <skill / template / knowledge-base file>. 2. ... ### Patterns that are failing repeatedly 1. **<anti-pattern>** — observed in <products>. Reason it keeps happening: <root cause>. Mitigation: <change>. ### New entries proposed for MEMORY.md - [<title>](<file>) — <one-line hook> ### New entries proposed for knowledge-base/ - knowledge-base/<stage>/<filename>.md — covering <topic> ### Templates that need updating - templates/<file> — change: <what> ### Skills that need updating - skills/<name>/SKILL.md — change: <what> ``` ## Protocol 1. Read all products' recent `decisions/` entries from the past week. 2. Read the weekly review (if it exists). 3. Look for: - **The same problem solved twice** → should be a template or skill - **The same mistake made twice** → should be a knowledge-base entry or operating principle - **A novel approach that worked** → should be a memory entry + maybe a skill update - **A persistent failure mode** → root-cause it