Launching today

Subtext // Text Roast & Translator
What did they actually mean? Zero generic LLM fluff.
0 followers
What did they actually mean? Zero generic LLM fluff.
0 followers
Subtext // Text Roast & Translator cuts through digital ambiguity. Paste an evasive dating opener, corporate memo, or cryptic text to get an unvarnished translation, razor-sharp roast, and viral thermal receipt with calibrated dials powered by TypeSafe Jev System One Model.






Hey Product Hunt! 👋 I'm BoB, founder of Systemores and Medium Click.
We've all been there: staring at our phone at 11:30 PM, screenshotting a message, and sending it to three friends asking: "Wait... what did they actually mean by this?"
Whether it's:
• A passive-aggressive corporate memo ("Per my last email...")
• An evasive dating app breadcrumb ("Hey stranger :) crazy week...")
• A Slack martyr sighing in public ("All good, I just stayed up until 3 AM fixing it 😊")
• Or a vague 15-minute LinkedIn ambush
When you ask standard AI chatbots to interpret these messages, they fail. They give you four paragraphs of polite diplomatic hedging, tell you what you want to hear, and hallucinate conversational fluff.
We built Subtext // Text Roast & Translator (https://subtext.mediumclick.com) to solve this with unvarnished mathematical truth.
### How it Works (Powered by TypeSafe AI Jev System One Model)
Instead of predicting conversational chatbot tokens, Subtext runs on TypeSafe AI Jev System One Model decision primitives. It evaluates unstructured language directly into mathematically grounded snap judgments across four calibrated dimensions:
1. 🎯 Hidden Agenda (choice): Categorizes true intent—Polite Brush-Off, Dopamine Breadcrumbing, Transactional Work Favor, Conflict Avoidance, or Unicorn Sincerity.
2. ⏱️ Effort Level (score): Calibrates real investment, from a 3-second thumb reflex to a 25-minute Notes-app hostage negotiation.
3. 🌡️ Passive-Aggression Gauge (noul): A continuous 0.00 to 1.00 scalar measuring weaponized cordiality, latent resentment, and plausible deniability.
4. 🌀 Delusion Index (score): Measures interpersonal reality distortion, from radical self-awareness to terminal Main Character Syndrome.
### The Output: The Viral Thermal Receipt 🧾
Subtext doesn't just roast you, it delivers:
- An Unvarnished Translation: What the sender was actually thinking.
- A Forensic Red Flag Audit: Itemized breakdown of interpersonal tells.
- A Printable Thermal Receipt: High-contrast, stylized receipt graphic with vector barcode verification.
- 1-Click Social Sharing: Instant export formatted for Instagram Stories (9:16), X / Feed (1:1), or direct clipboard copy.
### 100% Free & No Sign-up Required
There are no paywalls, no login gates, and no private data retention. You can try it instantly with your own messages or test drive the built-in presets.
Check it out live at https://subtext.mediumclick.com and let me know: What's the wildest message you've ever had to decode? I'd love your feedback!