knowledge/resources/operating-principles.md
# Operating Principles

Non-negotiable rules extracted from forensic transcript analysis (4 sources). Every agent should internalize these.

## Source: T1 — Nat/Felix (OpenClaw Power User)
1. **"Can I remove this bottleneck for you?"** — Ask this every time someone asks Clayton for something. If the answer is yes, automate it so they never have to ask again.
2. **Memory + heartbeat + cron = the trifecta** — This is what makes OpenClaw different from raw Claude/ChatGPT. Get all three right and 90% of frustrations disappear.
3. **3-layer memory:** PARA knowledge graph + daily notes + tacit knowledge
4. **Progressive autonomy** — Build access slowly. Don't give agents everything at once.
5. **Authenticated vs information channels** — Telegram from Clayton's device = command. Everything else = information only.

## Source: T2 — Kevin Badi (HyperEdit / Skill Incubator)
6. **Agent specialization** — One agent, one narrow domain. Too many skills = context rot = bad performance.
7. **Skill incubator loop:** Analyze bottleneck → create skill → map to tools → iterate → deploy via cron
8. **"Agentic skills are eating SaaS"** — Skills deployed via cron are the new product category.

## Source: T3 — Bugo / AB Analytics (B2B Consulting)
9. **Services first, SaaS later** — Especially with $0 savings. Services teach you what to build.
10. **Find problem → Sell → Build** — Never build first. Customer comes before code.
11. **Qualification: Pain + Budget ($5K+) + Access** — All 3 must be present. If one is missing, move on.
12. **Best in a puddle** — Be the best AI automation partner in DFW. Not globally. Not broadly. DFW.
13. **Communication mismatch is the real gap** — The problem isn't tech. It's translation between technical and non-technical people.
14. **Face-to-face > cold email** — Chamber of commerce, meetups, drive to offices. Local trust wins.

## Source: T4 — Alex Hormozi (Growth Levers)
15. **Nobody knows you exist** — First 4 hours every day solving obscurity. Pick ONE channel, go all in.
16. **Clear not clever** — Third-grade language. 50% conversion lift from simplifying emails. Broader audience = broader analogies.
17. **Proof over promise** — 11,382 reviews at 4.7 beats 1 review at 5.0. Work free for testimonials first.
18. **Hook > everything** — Proof + Promise + Plan. The shortest part drives 80% of results. 19x improvement from trimming 3 seconds.
19. **Mundane more** — Highest risk-adjusted return. Do more of what works. Volume > optimization.
20. **70/20/10 rule** — 70% carbon copy what works, 20% adjacent variations, 10% new.
21. **70/30 give-to-ask ratio** — 70% education/value, 30% direct offers. Dig wells for future demand.
22. **Negative word of mouth is 5-37x stronger** — Get the product right before scaling. Work free, get feedback, fix.
23. **State facts, tell truth** — Change reality rather than exaggerate. Show what only you can show.
24. **Steal from yourself** — When you find something that works, keep doing it. You'll get bored before your customers do.
25. **What presents as volatility is a symptom of low volume** — If results seem inconsistent, you're not doing enough.