Core Building Blocks of LLMs Prompt Engineering → Zero/Few-shot, Role-based, System Messages, RAG Integration, Chain of Thought Model Architecture → Layers, Residual Connections, Positional Encoding, Attention Training Data → Web Text, Code Repos, Academic
PROMPT ENGINEERING
-
A/B Testing AI Prompts in Production: Iterative Optimization Strategy
By
–
Use A/B tests in prod against whatever user-driven metric you care about, start by rolling it out to 1-5% of your users, see if it beats current baseline. If it does, great, switch it. If not, iterate the prompt + try again. And if you don't have enough users to get to stat sig
-
Systematic approach eliminates randomness for consistent AI outputs
By
–
The systematic approach eliminates the randomness. Good prompting makes AI outputs consistent and predictable instead of hit-or-miss gambling.
-
Prompt engineering as key competitive advantage over casual AI
By
–
Prompt engineering is the new competitive advantage. Teams that master this will outperform those still using AI casually.
-
Layering follow-ups yields structured board-level analyses and models
By
–
It gets better. I layered follow-ups like: “Now convert that into a board-level presentation.”
“Add TAM/SAM/SOM slides.”
“Suggest 3 pricing models.”
“Run a Porter's Five Forces analysis.” Every answer was structured, actionable, and on-point. -
Founder’s AI Co-Strategist Prompt for B2B SaaS Strategic Plan
By
–
2. Founder's Strategy Assistant Prompt
— God of Prompt (@godofprompt) 6 septembre 2025
<task>
Act as a founder's AI co-strategist. Help develop a full strategic plan for a B2B SaaS startup.
</task>
<inputs>
<startup_name>[Insert name]</startup_name>
<industry>[Industry or vertical]</industry>
<target_customers>[Describe your… pic.twitter.com/EPYc55fNBC2. Founder's Strategy Assistant Prompt Act as a founder's AI co-strategist. Help develop a full strategic plan for a B2B SaaS startup. [Insert name]
[Industry or vertical]
[Describe your -
Using ChatGPT to build a 5-year B2B SaaS strategy
By
–
Most people use ChatGPT for writing emails. Meanwhile, I just used it to build a 5-year strategy for a B2B SaaS startup. The entire output looked like a $30K PwC deck. Here’s what I asked it to do:
-
AI Replaces PwC: LLMs as Strategy Advisors with Mega Prompts
By
–
RIP PwC. You don’t need $500/hr consultants anymore. LLMs like GPT-5, Claude, and Gemini can now act as high-level strategy advisors. One mega prompt can do: • SWOT analysis
• TAM/SAM/SOM
• Growth levers
• Risk mapping
And more. Here’s how to replace a firm with AI: -
ChatGPT’s technical accuracy with this prompt is surprisingly impressive.
By
–
The technical accuracy of what ChatGPT generates with this prompt is honestly surprising and impressive to witness.
-
Agentic Design Patterns: Hands-On Guide to Intelligent Systems
By
–
[online e-book] Agentic Design Patterns — Hands-On Guide to Building Intelligent System: https://
docs.google.com/document/d/1rs
aK53T3Lg5KoGwvf8ukOUvbELRtH-V0LnOIFDxBryE/mobilebasic
… by @antoniogulli