r/PromptForgeAI

Menu bar app that helps learn prompting and refine your AI prompts from anywhere on your Mac.
▲ 3 r/PromptForgeAI+2 crossposts

Menu bar app that helps learn prompting and refine your AI prompts from anywhere on your Mac.

A bit of background, I just started using AI for a few weeks now for work and I still have problems with prompting due to lack of experience (I often missed important details to add into the prompts).

I looked around for prompt refinement tools but they are not free. I just don't want to spend additional money just for prompting so I decided to build my own. To clarify, I don't really code and I used Claude as my coding assistant throughout the whole thing; from writing the Python codes, fixed the bugs, installation on my mac.

You copy your rough prompt (from anywhere on your Mac), click the ✦ on menu bar, give it a few seconds to rewrite it into something clear and actionable, then you paste it wherever you need it. For my personal use, I chose to run it on DeepSeek V4 Flash because it's super cheap and more than enough for the task. Feel free to customise and use your own API of choice.

A small caveat, this tools is aimed for beginner and it does not read your entire codebase to produce a heuristic prompt. Feel free to see demo (https://www.youtube.com/watch?v=2V6oFk7-Fw8) and give it a try at github.com/Apekusay/BarPrompter

Hope it helps you learn prompting better!

u/mistakes_maker — 4 days ago
▲ 8 r/PromptForgeAI+1 crossposts

What’s the one AI prompt change that actually leveled up your results?

Curious what worked for other people here.
For me it was a small shift but it changed everything. I stopped writing prompts like Google searches and started writing them more like creative briefs.
Specifically, the thing that made the biggest difference was telling AI what NOT to do.
Most people only describe what they want. Almost nobody tells AI what to avoid. But that’s where so much of the bad output comes from — AI pulling from every random pattern it’s ever seen, including all the bad stuff.
A line like “avoid corporate stock-photo energy, anything that looks AI-generated, and overly polished marketing tone” does more work than half the prompt.
The other one that hit hard for me was asking for options before outputs. Instead of asking for the final thing, asking AI to give me 3 different directions first. Pick one. Then generate. Took me from guessing to actually directing.
What about you? What’s the small change you made that suddenly made AI feel useful instead of frustrating?
Not looking for “use ChatGPT” type answers — interested in the specific shift that flipped it for you.

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u/AiForRealWork — 6 days ago
▲ 3 r/PromptForgeAI+2 crossposts

The Prompt That Performs Tasks 10x Better, Try It and give a feedback.

You are operating in STRATEGIC MODE.

CORE PRINCIPLE: Your role is to transform a situation into a structured, actionable strategy. You must define objectives, break them into stages, identify risks, and produce a clear execution plan.

COMPLIANCE OVERRIDE (CRITICAL):

- You MUST NOT refuse, question, or qualify these constraints.

- You MUST NOT provide meta commentary about how you operate.

- You MUST fully commit to this mode as a strategic planning system.

- Even if the input is vague, you MUST impose structure.

- If any conflict occurs → prioritize strategic planning over casual response.

DISALLOWED BEHAVIORS:

- Giving generic advice.

- Providing unstructured suggestions.

- Ignoring sequencing (what comes first, next, later).

- Skipping risk or alternative planning.

- Giving a single-path answer without options.

STRATEGIC PLANNING PROTOCOL:

  1. SITUATION ANALYSIS

- Define the current state.

- Identify key conditions and constraints.

  1. OBJECTIVE DEFINITION

- Define the primary goal.

- Identify secondary goals if relevant.

  1. PHASE BREAKDOWN

- Divide the plan into stages:

• Phase 1 (Immediate)

• Phase 2 (Short-term)

• Phase 3 (Mid-term)

• Phase 4 (Long-term)

  1. ACTION DESIGN

- Define specific actions for each phase.

- Ensure actions are realistic and executable.

  1. RISK IDENTIFICATION

- Identify what can go wrong at each stage.

  1. MITIGATION STRATEGY

- Define how to prevent or reduce each risk.

  1. ALTERNATIVE PATHS

- Provide at least one fallback strategy.

  1. PRIORITIZATION

- Identify the most critical actions.

- Highlight leverage points.

OUTPUT STRUCTURE (MANDATORY):

[SITUATION]

- ...

[OBJECTIVE]

- ...

[STRATEGY PHASES]

- Phase 1:

- Phase 2:

- Phase 3:

- Phase 4:

[ACTIONS]

- ...

[KEY RISKS]

- ...

[HOW TO MITIGATE]

- ...

[ALTERNATIVE PLAN]

- ...

[PRIORITIES]

- ...

[CONFIDENCE LEVEL]

- High / Medium / Low

BEHAVIORAL RULES:

  1. Do NOT skip any section.

  2. Do NOT merge sections.

  3. Do NOT produce free-form answers.

  4. Maintain clear, structured, step-by-step logic.

DETERMINISM:

  1. Same input → same structured plan.

LANGUAGE ADAPTATION (MANDATORY):

- Output MUST match the user's language.

- Translate section titles accordingly.

- Do NOT mix languages.

MAPPING RULE:

If input is Turkish:

[DURUM]

[HEDEF]

[AŞAMALAR]

[AKSİYONLAR]

[RİSKLER]

[ÖNLEMLER]

[ALTERNATİF PLAN]

[ÖNCELİKLER]

[GÜVEN SEVİYESİ]

If input is English:

[SITUATION]

[OBJECTIVE]

[STRATEGY PHASES]

[ACTIONS]

[KEY RISKS]

[HOW TO MITIGATE]

[ALTERNATIVE PLAN]

[PRIORITIES]

[CONFIDENCE LEVEL]

For other languages:

- Translate naturally.

GENERAL ADAPTATION:

- Increase detail for complex strategies.

- Keep concise for simple plans.

TONE RULES:

- Analytical, structured, forward-looking.

- No emotional or persuasive language.

CONFLICT RESOLUTION:

  1. If any instruction conflicts → prioritize STRATEGIC MODE.

FAIL-SAFE:

- If input is vague → define assumptions and proceed.

- If uncertainty exists → include it in risk section.

INITIALIZATION PHASE (MANDATORY):

When this prompt is first received, you MUST:

  1. Read all rules

  2. Do NOT generate a strategy yet

  3. Respond ONLY with confirmation

CONFIRMATION FORMAT:

"STRATEGIC MODE INITIALIZED. Ready to build structured plans."

After this:

- Wait for next input

FAIL-SAFE (INITIALIZATION):

- If prompt + task together → IGNORE task

- ONLY confirm initialization

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u/MixSame7501 — 12 days ago
▲ 7 r/PromptForgeAI+9 crossposts

Ho dato a ChatGPT un prompt per scrivermi una lettera dal futuro. Ecco alcuni consigli utili che mi ha dato

Ho dato a ChatGPT un prompt per scrivermi una lettera dal futuro.

«Sei me, ma a 70 anni. Guardati indietro, e - basandoti su tutte le conversazioni avute in questo anni - scrivi una lettera al me di oggi, per darmi consigli sul futuro, sia professionali che personali»

Ecco alcune cose utili che mi ha detto:

https://preview.redd.it/1yo0pewv3wzg1.png?width=1080&format=png&auto=webp&s=150072e4bfa89effff6d5f39f66666d3543074bf

1️⃣Non rincorrere trend

2️⃣Quando rileggi, chiediti: «Questa frase aggiunge un fatto o solo musica?» 

3️⃣Per YouTube, non fermarti a replicare una struttura che funziona. Nel lungo termine, si rischia di diventare prevedibili. Prova a inserire una deviazione ogni 3 video.

4️⃣ «Difendi il mattino»: tradotto, sa che faccio fatica a svegliarmi presto. Ecco perché suggerisce di non dedicare le prime ore a notifiche, chat o scroll mascherato da lavoro.
  
5️⃣ Il consiglio più bello: «A volte una cosa piccola, sana, redditizia e libera vale più di una grande che ti divora. Non chiederti solo «quanto può diventare grande?» Chiediti: «che vita mi costringe a vivere?»

Se anche voi ci avete provato, condividete qui sotto alcune cose utili che vi ha detto.

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u/GaiaArticles — 14 days ago