Launched this week
Risk Mirror

Risk Mirror

AI Security, Without the Hallucinations

3 followers

It sits between your users and your LLM (OpenAI/Anthropic) and strips out sensitive data before it leaves your server. The Tech (Zero AI Inference): Instead of asking an LLM "is this safe?", I use: 152 PII Types: My custom engine covers everything from US Social Security Numbers to Indian Aadhaar cards and HIPAA identifiers. Shannon Entropy: To detect high-entropy strings (API keys, passwords) that regex misses. Deterministic Rules: 100% consistency. No "maybe."
Risk Mirror gallery image
Risk Mirror gallery image
Risk Mirror gallery image
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Flowstep
Flowstep
Generate real UI in seconds
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What do you think? …

R
Maker
📌
I previously built the PII Firewall Edge API to handle high-fidelity PII detection without using ML models. Then I decided to package my API into a full-featured UI/Toolkit called Risk Mirror. AI Safety should be deterministic. If you rely on an LLM to police another LLM, you are stacking probability error rates (99% * 99% = 98%). What it does: It sits between your users and your LLM (OpenAI/Anthropic) and strips out sensitive data before it leaves your server. Risk Mirror exposes this engine as a developer toolkit. Stateless: No data retention. 152 Classifiers: From financial data (PCI-DSS) to healthcare (HIPAA). Zero AI: We use specialized algorithms to redact data.
R
Maker

Stop burning $20/mo on Claude credits. I unlocked the Prompt Optimizer for free.

If you're hitting the message cap on Claude/Cursor, you're sending too much fluff. "Please", "Thank you," and verbose context contexts are eating 30% of your token budget.

I built Risk Mirror to mathematically compress prompts (removing filler, preserving logic). 

It’s usually a Pro feature, but is completely free for now while I benchmark compression rates.

Free Tools Included:

  • ✅ Prompt Optimizer (Save 40% tokens)

  • ✅ Safe Share (Redact PII from LOGS/Text instantly)

  • ✅ Risk Scanner (Check prompts before pasting)

  • ✅ Clarity Analyzer (Fix vague inputs)

Grab it before I have to close the free tier - Risk Mirror