@aiwithmayank: Stop treating Gemini like a ch...
@aiwithmayank
27 views
Dec 24, 2025
1
Stop treating Gemini like a chatbot. It’s a multi-modal reasoning engine.
After digging through obscure DeepMind technical papers and production examples, I found the "Hidden Logic" behind their prompt engineering.
It’s 10x more structured than anything you’ll find on YouTube.
Here are the 5 frameworks you need to steal:
After digging through obscure DeepMind technical papers and production examples, I found the "Hidden Logic" behind their prompt engineering.
It’s 10x more structured than anything you’ll find on YouTube.
Here are the 5 frameworks you need to steal:
2
1/ The Context Anchor
Most people: "Write a blog post about AI"
Google engineers: "You are a technical writer at Google DeepMind. Using the context from [document], write a blog post that explains [concept] to developers who understand ML basics but haven't worked with transformers."
They anchor EVERY prompt with role + context + audience.
Most people: "Write a blog post about AI"
Google engineers: "You are a technical writer at Google DeepMind. Using the context from [document], write a blog post that explains [concept] to developers who understand ML basics but haven't worked with transformers."
They anchor EVERY prompt with role + context + audience.
3
2/ The Constraint Stack
Instead of hoping for good output, they pre-define boundaries:
"Generate 3 variations. Each must:
- Be under 280 characters
- Include one technical term
- End with a question
- Avoid jargon like 'revolutionary' or 'game-changer'"
Constraints = quality control.
Instead of hoping for good output, they pre-define boundaries:
"Generate 3 variations. Each must:
- Be under 280 characters
- Include one technical term
- End with a question
- Avoid jargon like 'revolutionary' or 'game-changer'"
Constraints = quality control.
4
3/ The Iterative Refinement Loop
They don't expect perfection on attempt 1.
First prompt: "Generate initial analysis"
Second prompt: "Critique the above for accuracy and bias"
Third prompt: "Revise based on critique, maintaining technical precision"
It's like having a built-in review process.
They don't expect perfection on attempt 1.
First prompt: "Generate initial analysis"
Second prompt: "Critique the above for accuracy and bias"
Third prompt: "Revise based on critique, maintaining technical precision"
It's like having a built-in review process.
5
4/ The Format Specification
Never trust the model to guess the format.
"Output as JSON with keys: 'summary' (max 50 words), 'technical_details' (bullet points), 'code_example' (Python), 'next_steps' (numbered list)."
Structured output = structured thinking.
Never trust the model to guess the format.
"Output as JSON with keys: 'summary' (max 50 words), 'technical_details' (bullet points), 'code_example' (Python), 'next_steps' (numbered list)."
Structured output = structured thinking.
6
5/ The Evidence Demand
Google's secret weapon: making the model show its work.
"Before answering, list:
- What assumptions you're making
- What information you'd need to be more certain
- What could make this answer wrong"
Forces reasoning transparency.
Google's secret weapon: making the model show its work.
"Before answering, list:
- What assumptions you're making
- What information you'd need to be more certain
- What could make this answer wrong"
Forces reasoning transparency.
7
BONUS: The Gemini-Specific Trick
Gemini 3.0 responds better to conversational context switches:
"First, act as a skeptic and find flaws in this approach.
Now, act as an advocate and defend it.
Finally, synthesize both perspectives into a balanced recommendation."
Multi-perspective prompting unlocks depth.
Gemini 3.0 responds better to conversational context switches:
"First, act as a skeptic and find flaws in this approach.
Now, act as an advocate and defend it.
Finally, synthesize both perspectives into a balanced recommendation."
Multi-perspective prompting unlocks depth.
8
AI is not going to take job.
Our newsletter, The Shift, delivers breakthroughs, tools, and strategies to help you become value creator and build in this new era easily.
Subscribe: theshiftai.beehiiv.com/subscribe
Plus: Get access to 2k+ AI Tools and free AI courses when you join.
Our newsletter, The Shift, delivers breakthroughs, tools, and strategies to help you become value creator and build in this new era easily.
Subscribe: theshiftai.beehiiv.com/subscribe
Plus: Get access to 2k+ AI Tools and free AI courses when you join.
9
I hope you've found this thread helpful.
Follow me @aiwithmayank for more.
Like/Repost the quote below if you can:
Follow me @aiwithmayank for more.
Like/Repost the quote below if you can:
View Tweet