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PROMPT ENGINEERING

Iterative Refinement Technique

By

@godofprompt

–

05 December 2025 16h35

Technique 7: Iterative Refinement Loop

OpenAI's research team chains prompts to refine outputs through multiple passes.

Template:

[ITERATION 1]
Create a [draft/outline/initial version] of [task]

[ITERATION 2]
Review the above output. Identify 3 weaknesses or gaps.

[ITERATION… pic.twitter.com/XoT3dKsvZG
— God of Prompt (@godofprompt) 5 décembre 2025

— Technique 7: Iterative Refinement Loop OpenAI's research team chains prompts to refine outputs through multiple passes. Template: [ITERATION 1]
Create a [draft/outline/initial version] of [task] [ITERATION 2]
Review the above output. Identify 3 weaknesses or gaps. [ITERATION …]

→ View original post on X — @godofprompt

5 December 2025
Context Injection with Boundaries

By

@godofprompt

–

05 December 2025 16h35

Technique 6: Context Injection with Boundaries Anthropic engineers inject massive context but set clear boundaries on what matters. Template: [CONTEXT]
[paste your documentation, code, research paper] [FOCUS]
Only use information from CONTEXT to answer. If the answer isn't in

→ View original post on X — @godofprompt

5 December 2025
Technique 5: Confidence-Weighted Prompting

By

@godofprompt

–

05 December 2025 16h35

Technique 5: Confidence-Weighted Prompting Google DeepMind uses this technique for high-stakes decisions. Ask the model to rate its confidence and provide alternative answers. Template: Answer this question: [question] For your answer, provide:
1. Your primary answer
2. Confidence level

→ View original post on X — @godofprompt

5 December 2025
Structured Thinking Protocol for GPT-5

By

@godofprompt

–

05 December 2025 16h35

Technique 4: Structured Thinking Protocol

OpenAI's GPT-5 team uses this for complex reasoning tasks.

Force the model to think in layers before responding.

Template:

Before answering, complete these steps:

[UNDERSTAND]
– Restate the problem in your own words
– Identify what's… pic.twitter.com/yFXgwVm5ac
— God of Prompt (@godofprompt) 5 décembre 2025

Technique 4: Structured Thinking Protocol OpenAI's GPT-5 team uses this for complex reasoning tasks. Force the model to think in layers before responding. Template: Before answering, complete these steps: [UNDERSTAND]
– Restate the problem in your own words
– Identify what's…

→ View original post on X — @godofprompt

5 December 2025
Few-Shot Learning with Negative Examples

By

@godofprompt

–

05 December 2025 16h34

Technique 3: Few-Shot with Negative Examples Anthropic discovered that showing the model what NOT to do is as powerful as showing what TO do. Template: I need you to [task]. Here are examples: GOOD Example 1: [example] GOOD Example 2: [example] BAD Example 1:

→ View original post on X — @godofprompt

5 December 2025
Role-Based Constraint Prompting Technique

By

@godofprompt

–

05 December 2025 16h34

Technique 1: Role-Based Constraint Prompting

The expert don't just ask AI to "write code." They assign expert roles with specific constraints.

Template:

You are a [specific role] with [X years] experience in [domain].
Your task: [specific task]
Constraints: [list 3-5 specific… pic.twitter.com/Ek1YIAZXqO
— God of Prompt (@godofprompt) 5 décembre 2025

Technique 1: Role-Based Constraint Prompting The expert don't just ask AI to "write code." They assign expert roles with specific constraints. Template: You are a [specific role] with [X years] experience in [domain].
Your task: [specific task]
Constraints: [list 3-5 specific

→ View original post on X — @godofprompt

5 December 2025
NotebookLM boosts chat customisation with 10k limit

By

@testingcatalog

–

04 December 2025 23h22

NotebookLM chat customisation feature got a huge boost with an expanded character limit from 500 to 10k. Users now can utilise much more detailed prompts.

→ View original post on X — @testingcatalog

4 December 2025
Interactive Visualization Prompt for Earth-Venus Orbital Symmetry

By

@lmthang

–

04 December 2025 22h40

Give this prompt a try "Create an interactive visualization for the following: The 5-fold symmetry traced by Earth and Venus as they orbit the Sun." https://t.co/vyGXkjVxnO
— Thang Luong (@lmthang) 4 décembre 2025

Give this prompt a try "Create an interactive visualization for the following: The 5-fold symmetry traced by Earth and Venus as they orbit the Sun."

→ View original post on X — @lmthang

4 December 2025
Testing Gemini’s Performance on Complex Mathematical Proofs

By

@reza_zadeh

–

04 December 2025 21h01

Trying it for some math proofs that Gemini previously had trouble with

→ View original post on X — @reza_zadeh

4 December 2025
Chain of Debate: Beyond Chain of Thought in AI Reasoning

By

@mustafasuleyman

–

04 December 2025 20h43

Here's the post I put on LinkedIn on "Chain of Debate" a while back: Chain of thought was just chapter one. Next up: Chain of Debate. When AIs started sharing their chain of thought (CoT), it gave us a window into its thinking – how it reasoned its way from A to B. But at the

→ View original post on X — @mustafasuleyman

4 December 2025

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