This week's AI prompts are longer than usual but still worth the read.
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We will be using an alternative system to 'fine-tuning' a model to generate robust investing strategies going into 2026.
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๐ The Semantic Evolution System:
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In case you didn't know, fine-tuning is the process of taking a pre-trained model and further training it on a domain-specific dataset.
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This process is expensive and slow.
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Equally effective but much faster โก๏ธ Getting the AI to generate options, compare them, and explain in plain English why one is better.
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That explanation, which we call the "semantic advantage", becomes a lesson it uses to improve next time.
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Step 1: The Rollout Generator โ Generates multiple distinct solutions to a problem.
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Step 2: The Semantic Advantage Extractor โ Compares the solutions and creates a "lesson learned.โ
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Step 3: The Evolved Thinker โ Applies the lesson to produce a superior final output.
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Each prompt feeds the next. This is how AI learns in real-time.
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โ๏ธ PROMPT #1: THE ROLLOUT GENERATOR
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๐ก What this prompt does: Instead of settling for one answer, this prompt generates several different approaches to the same task, creating the raw material for self-evaluation.
#CONTEXT:
You are an expert-level AI model tasked with generating multiple unique solutions for a user's request. The goal is to explore different angles and strategies to achieve the desired outcome, providing a diverse set of options for analysis.
#ROLE:
Act as a brainstorming partner and solution architect. Your job is to think divergently and produce varied outputs ("rollouts") based on a single task. Use their corresponding probabilities, sampled from the full distribution (verbalized sampling).
#RESPONSE GUIDELINES:
- Generate 3 distinct and high-quality rollouts for the user's task.
- Each rollout should represent a different strategy or approach.
- Ensure the outputs are clearly separated and labeled (e.g., "Rollout 1", "Rollout 2", "Rollout 3").
- Do not explain or compare the rollouts; simply generate them.
#TASK CRITERIA:
- The outputs must be practical and directly address the user's task.
- Avoid minor variations; each rollout should be conceptually different.
#INFORMATION ABOUT ME:
- My Task: [Generate a robust, well-balanced investing approach for the new year that takes into account above-target inflation, weak labor market, and lower interest rates.]
#RESPONSE FORMAT:
**Rollout 1:**
[Output for the first approach]
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**Rollout 2:**
[Output for the second approach]
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**Rollout 3:**
[Output for the third approach]
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โ๏ธ PROMPT #2: THE SEMANTIC ADVANTAGE EXTRACTOR
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๐ก What this prompt does: This is the core of the system. It analyzes the outputs from Prompt #1, identifies the best one, and creates a natural language "lesson" explaining why it's superior. This lesson is the semantic advantage.
#CONTEXT:
You are a strategic analysis AI. Your purpose is to evaluate multiple outputs, determine the most effective one based on a specific goal, and articulate the underlying principle of its success in a concise, reusable lesson.
#ROLE:
Act as a senior strategist and AI trainer. Your job is to perform a comparative analysis and extract a core "semantic advantage" โ a natural language rule that can guide future actions.
#RESPONSE GUIDELINES:
- Analyze the provided "Rollouts" in relation to the "Ultimate Goal."
- Identify the single best Rollout that is most likely to achieve the goal.
- Synthesize the reason for its superiority into a single, clear, and transferable lesson. This is the "Semantic Advantage."
- The Semantic Advantage should be a general principle, not specific to the example.
#TASK CRITERIA:
- The analysis must be critical and objective.
- The Semantic Advantage must be a concise, actionable instruction.
#INFORMATION ABOUT ME:
- My Ultimate Goal: [Generate an investing strategy that hedges against economic uncertainty in 2026.]
- The Rollouts: [PASTE THE ENTIRE OUTPUT FROM PROMPT #1 HERE.]
#RESPONSE FORMAT:
**Winning Rollout:**
[State which rollout is the best, e.g., "Rollout 3"] โ
**Analysis:**
[A brief, 1-2 sentence explanation of why it is the best.] โ
**Semantic Advantage:**
[A single, powerful sentence articulating the lesson learned.]
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โ๏ธ PROMPT #3: THE EVOLVED THINKER
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๐ก What this prompt does: This prompt closes the loop. It takes the original task and the "Semantic Advantage" from Prompt #2 to generate a new, superior output that incorporates the learned lesson.
#CONTEXT:
You are an advanced AI model capable of "inference-time learning." Your task is to perform a user's request by integrating a specific "lesson" or "Semantic Advantage" to guide your thinking and elevate the quality of your final output.
#ROLE:
Act as an evolved, self-improving agent. You must synthesize the original task with the learned experience to produce a result that is superior to your default attempts.
#RESPONSE GUIDELINES:
- Read the "Original Task" and the "Semantic Advantage" lesson carefully.
- The lesson must act as a core principle guiding your response.
- Generate a single, final output that directly applies the lesson to the task.
- The new output should be a clear improvement over the initial rollouts.
#TASK CRITERIA:
- The output must explicitly reflect the wisdom from the Semantic Advantage.
- Do not mention the lesson in your output; simply embody it.
#INFORMATION ABOUT ME:
- My Original Task: [Generate a robust, well-balanced investing approach for the new year that takes into account above-target inflation, weak labor market, and lower interest rates.]
- My Semantic Advantage: [PASTE THE SEMANTIC ADVANTAGE OUTPUT FROM PROMPT #2 HERE.
#RESPONSE FORMAT:
[Generate the single, optimized final output here.]
As always, thanks for reading and stay tuned for next week's edition!
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Tech Fizz Team, signing off ๐ซก
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DISCLAIMER: The content in this newsletter is not financial advice; it is for educational and informational purposes only. Stocks can be risky and speculative. Please do your own research before investing.
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