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US Government launches 'Tech Force' to hire AI talent

https://www.cnn.com/2025/12/15/tech/government-tech-force-ai
1•croes•1m ago•0 comments

Fowles Wine's BatNav system could save millions

https://www.diningandcooking.com/2421017/fowles-wines-batnav-system-could-save-millions/
1•bryanrasmussen•6m ago•1 comments

Predicting the Emergence of the EV Industry

https://arxiv.org/abs/2512.13178
1•burekqueen•7m ago•0 comments

Open source collection of ~100 leadership questions on GitHub

https://github.com/Matricsy/manager-questions
1•riddu•9m ago•0 comments

.well-known/SSH-known-hosts – WebPKI bootstrapping for SSH known hosts

https://github.com/C2SP/C2SP/blob/main/well-known-ssh-hosts.md
1•raggi•16m ago•0 comments

The Turtle Pipeline: How Safety Layers Cause Overprocessing in AI

https://substack.com/inbox/post/181702158
1•Ning-Coeva•19m ago•3 comments

"All the coolest spots are off limits" San Francisco Rising Doc Clip [video]

https://www.youtube.com/watch?v=65BKTtQ-eO0
1•ChrisArchitect•22m ago•1 comments

Show HN: I built a webapp to inject Exif/XMP GPS metadata into video files

https://www.getgeovideo.com
1•jackking1•25m ago•0 comments

Teaching a Modern AI to Think Like a Commodore 64 [video]

https://www.youtube.com/watch?v=PyUuLYJLhUA
1•jimt1234•28m ago•0 comments

Why Doesn't Snow Melt in the Microwave

https://microwaveinsider.com/why-doesnt-snow-melt-in-the-microwave/
1•thunderbong•29m ago•0 comments

University of Helsinki adopts prior licence model for research publications

https://flamma.helsinki.fi/en/web/flamma
1•anewhnaccount2•29m ago•0 comments

ChatGPT 5.2 on how Silicon Valley views Europe and democracy in the Trump II era

https://chatgpt.com/share/6940fef3-0be0-8005-a5de-6f06700994cc
2•computergert•31m ago•3 comments

Show HN: Omni Channel AI Agents with Conversational Onboarding

https://www.coniva.ai/
1•DannyHeng•31m ago•0 comments

A linear-time alternative for Dimensionality Reduction and fast visualisation

https://medium.com/@roman.f/a-linear-time-alternative-to-t-sne-for-dimensionality-reduction-and-f...
12•romanfll•32m ago•0 comments

Flip 2 Lines of Code That Stabilizes N-Body Orbits for Millions of Years

https://www.youtube.com/watch?v=nCg3aXn5F3M
1•est•32m ago•0 comments

Workplace pressure: Why we're all drowning

https://www.leadinginproduct.com/p/workplace-pressure
1•benkan•39m ago•0 comments

PostgreSQL extension for BM25 relevance-ranked full-text search

https://github.com/timescale/pg_textsearch
2•jascha_eng•40m ago•0 comments

Ask HN: How do you know what you're working on is worth working on?

2•ideavo•46m ago•1 comments

Leafovers – Add sticky notes to any page on the web

https://chromewebstore.google.com/detail/sticky-notes-for-web-–-an/cmlnpalhjniphleejafmpopkpfed...
3•appetizersnack•48m ago•0 comments

O'saasy License Agreement

https://osaasy.dev/
7•d3w1tt•50m ago•1 comments

Show HN: Incremark – 2-10x faster Markdown parsing for AI streaming

https://incremark-docs.vercel.app/
1•kwyishuai•53m ago•0 comments

Show HN: Autograd.c – a tiny ML framework built from scratch

https://github.com/sueszli/autograd.c
3•sueszli•53m ago•0 comments

Rapida – an open-source, self-hosted voice AI orchestration platform

https://github.com/rapidaai/voice-ai
2•p_srivastav•59m ago•1 comments

Children with cancer scammed out of millions fundraised for their treatment

https://www.bbc.com/news/articles/ckgz318y8elo
24•1659447091•1h ago•2 comments

Show HN: Atlas – AI YouTube Dubbing and Enhancement

https://chromewebstore.google.com/detail/atlas-ai-youtube-dubbing/ggkjmkjofkcbaobpohgciabgaocebefc
1•gagarwal123•1h ago•1 comments

Crises the world can't ignore in 2026 – The IRC

https://www.rescue.org/article/top-10-crises-world-cant-ignore-2026
1•janandonly•1h ago•0 comments

Stickerbox - AI sticker printer for kids

https://stickerbox.com/
1•cloudking•1h ago•1 comments

Volkswagen to End Production at German Plant, a First in Company History

https://www.nytimes.com/2025/12/16/business/volkswagen-dresden-factory-closed.html
3•erickhill•1h ago•0 comments

Fraud allegations fly as Vancouver startup UpMeals descends into bankruptcy

https://www.ctvnews.ca/vancouver/article/fraud-allegations-fly-as-vancouver-startup-upmeals-desce...
2•foofoo55•1h ago•0 comments

Bonsai: A Voxel Engine, from scratch

https://github.com/scallyw4g/bonsai
4•jesse__•1h ago•0 comments
Open in hackernews

Do you think an AI image detector is needed nowadays?

https://susmeter.ai
3•picki•6h ago

Comments

picki•6h ago
Hi everyone, I am just validating an idea if a project like susmeter.ai is actually needed at all? It can detect AI/Deepfake signatures in images and videos, and it does it for free, however, there is already soooo much AI generated content that it doesn't even feel like such projects are needed... What do you think? The detector scans the signatures within files and the accuracy is actually quite good, tbh.
minimaxir•6h ago
A reliable AI image detector would be useful, with "reliable" being the operative word. It is impossible to identify AI images reliably with current techniques.

"The detector scans the signatures within files" makes zero sense. I tried some knowingly AI-generated images and it only predicted a 55% chance they were AI, with the rationale being "Extremely uniform byte distribution - may indicate encrypted or random data" which also makes zero sense.

picki•5h ago
That's sweet actually, 55% is a high chance it to be AI generated, tbh. I am wondering what would Gemini or other visually capable model tell you about those images you tested
rolph•5h ago
that end of the stick is kinda nasty, wash your hands, and grasp the other end of the stick, you should detect "iamhuman" watermarks, rather than AI signatures. You will be searching for opted in humans that want to be known as human, much easier than searching for AI that wants to disguise itself as human, or forcing industry to allow you to reliably identify AI products.
picki•5h ago
That's OK - I am happy to work with that 'nasty' end. Generally, there is no such signature as 'iamhuman' in media files, however there are plenty of AI/Deepfake/Edit signatures that can be traced (either through simple metadata, or SynthID or per-pixel distribution). Generally, when the one knows how to read deep data, the file can immediately tell how it was 'created'. Interestingly enough, even screenshots of an AI-generated image have a good rate of detection in susmeter.
rolph•4h ago
>there is no such signature as 'iamhuman' in media files<

no official specification exists, but humans do irrational things.

e.g. pee wees playhouse, had the secret word of the day. [X] and whenever a visitor evoked the secret variable of the day, the playhouse gang would crackup laughing and finger pointing.

an unwritten tradition, to give alternate meaning and context to secret word of the day was in effect.

a human, can demonstrate humanity, to other humans, in subjective fashion, that AI will never deduce through logic.

when humans can reliably identify to each other as human, all else that fails to be human, is by inductive logic AI.

of course there are phalluses to concidder but hue manz havework around around

picki•4h ago
I get the point you’re making about human self-identification and social signals. That’s an interesting alternative framing of the problem.

What I’m trying to validate at this stage isn’t the philosophical question of “what proves humanity,” but a much narrower one: "Is there demand for a tool that can probabilistically assess whether an image or video has been AI-generated or materially manipulated, using technical signals available today?"

For this idea validation I’m specifically testing whether probabilistic AI/media detection (imperfect as it is) solves a real problem for people today, without requiring new standards or behavior changes.