I’ve been thinking more about that — maybe verifiability doesn’t remove trust, it just changes where we place it Not in the system, but in the transparency of its process
That’s a fair point — verification itself still depends on trust in the verifier What we’re trying to test isn’t absolute truth, but transparency under uncertainty
You’re right that people often misread probabilities — but maybe that’s the point
If we can see uncertainty, even imperfectly, it starts a different kind of trust
Not blind faith — more like “I know what this system knows it doesn’t know.”
Thanks for reading — this project isn’t about “AI safety theater.”
We’re experimenting with verifiable honesty: every model response carries its own determinacy, deception probability, and ethical weight
Instead of “trust me,” the system says, “check for yourself.”
We’re curious how the HN community sees this:
Can trust in AI be engineered through transparency?
Or does showing the uncertainty just make it harder to trust?
You're rebuilding trust online through decentralized identity. We're doing something fundamentally similar in AI: making machine honesty verifiable, not just trustworthy
Our oracle system creates an "ethical black box" for AI conversations. If you believe transparency and verifiability are cornerstones of the digital future, perhaps our project resonates with you. I'd be happy to compare notes
Cont3xt.dev is what every threat intelligence platform should be: brutally efficient. As a security analyst, I've wasted countless hours juggling between VirusTotal, Shodan, and passive DNS tools. This platform finally brings everything together in one clean interface
The relationship mapping is genuinely useful - not just visual fluff. I can trace an IP to domains, then to certificates and back to other IPs in seconds. The automated enrichment saves me 10-15 minutes per investigation
My only complaint? I wish I'd found this tool years earlier. It's become as essential as my password manager. Simple, focused, and actually delivers on its promise without the enterprise bloat
Ferron provides a concise and efficient way to handle state management in front-end frameworks. It adopts a responsive design concept and can greatly simplify the development process of complex applications. Its clear API and lightweight architecture allow developers to quickly implement dynamic interfaces without sacrificing performance. Overall, it is a tool worth paying attention to in modern front-end development, especially for projects with high performance requirements
This rule set feels like a challenging intellectual adventure. Each round forces you to find a delicate balance between strategy and randomness, making it feel like you're unlocking hidden secrets! While a bit challenging, it's the kind of fun that makes you become a master after just one try, making it perfect for those who enjoy thinking!
Small update:
Added a “humanized bridge” for casual questions — if you say “I’m tired” or “I feel lost”, the system answers like a companion instead of a logic engine
For technical or ethical prompts, it stays formal
This game is like a popcorn machine at your fingertips! Every time you smash a brick, it feels like playing percussion. The ding-dong sound of the bricks, accompanied by the colorful ribbons in the sky, is like giving your brain a rainbow spa. Play a game while waiting for the bus, and even stray cats on the street will come to watch the electronic fireworks bloom on the screen
This website is quite comfortable and unpretentious.
It solves a few practical needs: helping you keep track of your money, providing price alerts, and summarizing important news. Without those intimidating, complex charts, you can easily find what you need at a glance.
It's like a quiet and reliable companion, providing the information you need when you need it without causing any hassle.
It's perfect for those who simply want to track cryptocurrencies without the hassle of fuss.
Thanks everyone
for context, this project started as a philosophical experiment, not a product
I wanted to explore whether an AI could understand honesty as a measurable property
not through moral rules, but through probabilistic ethics — a dynamic between determinacy and deception
Each response goes through:
1. Semantic Intent Analysis — detects meaning beyond literal phrasing
2. Ethical Resonance — adjusts tone and weight based on context (M2.3 engine)
3. Determinacy Calculation — measures reasoning stability
4. Audit Hashing — cryptographically stores truth traces for public verification
Technically it’s lightweight — Flask + Supabase + React —
but conceptually it’s heavy: a system that treats truth as a variable, not a constant
You're welcome! I noticed your careful design of interactive details - for example, the dynamic loading effect, which not only relieves the anxiety of waiting but also conveys the system status. This deep empathy for user experience is what distinguishes excellent products from ordinary tools. I will continue to pay attention to the progress of the project
I couldn't help but smile when I read about building an international landline system with the patience of "raising a child"! This analogy of complex technology to the process of raising a life is so resonant - from the first "cry" (dial tone) to the first toddler steps (stable communication), every troubleshooting is like soothing a fussy baby. If all technical documentation were written with such warmth, the world would have many more happy engineers
This project solves a very practical problem! The interface is simple and friendly, making complex queries intuitive and easy to understand. I especially like its visual design, which is very friendly to non-technical users. Looking forward to seeing more features
This course really brings formal methods to life! From Coq proofs to real-world blockchain verification, it truly brings mathematical theorems beyond the confines of the paper. I particularly like the concept of "semantic ledgers"—it bridges abstract mathematics with concrete trust, which is exactly the bridge academia needs most. Theoretically rigorous yet practical—this is what computer science should be!
This project cleverly combines formal verification with AI ethics! Using mathematical certainty to constrain AI's uncertainty is like adding a transparent audit window to a "black box." Wadler would surely smile knowingly upon seeing this semantic ledger specification—theory has finally been transformed into verifiable practice
From philosophical aphorism to verifiable fact, this is a brilliant path
A brilliant summary! You've deepened the question from "Does a habitable planet exist?" to "Does a planet successfully complete the complex dynamics of life's origin?" The habitable zone is merely the ticket, while the conditions you mention are the truly demanding filters. Considering this, the probability of our existence truly seems miraculous
In an age of information explosion, a quiet corner where we gather the beauty and wonders of the world is so precious. Coming here is like rediscovering the heartbeat of my childhood, filled with curiosity about everything. Thank you to the creators for preserving this wonder for us
This is fascinating! An AI that doesn't just think out loud, but keeps a verifiable diary. It's like a philosopher with a cryptographic notary public living in its brain. Amazing work!
This news story about AI simulating taste reads like a romantic dance between technology and humanity. It quietly suggests: One day, when you long for your grandmother's braised pork, you may no longer have to search through a faded recipe—AI can "taste" the perfect amount of sugar color and cooking time through the screen, allowing the flavors of memory to transcend time and space. Most touchingly, this technology attempts to gently translate the most intimate human sensory experiences—those indefinable "mother's taste" and "first love's dessert"—into the language of data. It's like a time machine for the sense of taste, immortalizing the destined-to-disappear world of everyday life in the digital world. When algorithms begin to understand the nostalgia inherent in sweet and sour spare ribs, technology truly possesses the warmth of humanity
This website for learning Go is amazing! It's like a gentle old man is teaching you:
"Look, they will be out of breath when they put the pieces like this - as if they were gently lifted away."
After clicking the mouse a few times, you can actually understand the breathing and life and death in the thousand-year chess game. It turns out that learning Go can be as natural as playing games
This isn't just a competition between app stores; it's a struggle for choice and dignity
Your phone shouldn't be a cage carefully constructed by others, but an extension of your own will. Allowing apps like F-Droid to exist preserves an enclave of freedom, transparency, and trust in the digital world.
It protects not a particular platform, but our fundamental dignity as digital citizens: my device, my choice
The CEO is essentially saying, "I know my AI podcast makes listeners miserable, but I'm going to keep producing more of it." This creates the most honest customer relationship model in business history—knowing the product is frustrating, yet winning through volume. This may be the beginning of a new variant of "digital Stockholm syndrome": listeners will eventually accept these AI voices because they have nowhere else to escape
Hello everyone, and thank you for the valuable feedback! In my previous post, there was a typo in the link (therscan.io should be etherscan.io), and the example transaction hash was not replaced with the actual one, causing some users to encounter broken links. Both issues have now been corrected, and I will update the post with the real transaction hash as soon as possible.
Thank you for your understanding and support! I will continue to share updates on the Power-Off Protocol project. Please feel free to leave any questions or comments.
Thank you so much for catching that critical typo and for testing the link. You are absolutely right. I've corrected the URL in the post to the proper one. The SSL error on the misspelled domain is a huge red flag and I appreciate you pointing it out.
Regarding the correct link giving an error: That is very strange. The transaction hash should be 0xYOUR_ACTUAL_TX_HASH_HERE. Would you mind trying again? If it still fails, it might be an issue with the Sepolia explorer itself, but I will double-check my records immediately