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P2P crypto exchange development company

1•sonniya•9m ago•0 comments

Vocal Guide – belt sing without killing yourself

https://jesperordrup.github.io/vocal-guide/
1•jesperordrup•14m ago•0 comments

Write for Your Readers Even If They Are Agents

https://commonsware.com/blog/2026/02/06/write-for-your-readers-even-if-they-are-agents.html
1•ingve•15m ago•0 comments

Knowledge-Creating LLMs

https://tecunningham.github.io/posts/2026-01-29-knowledge-creating-llms.html
1•salkahfi•15m ago•0 comments

Maple Mono: Smooth your coding flow

https://font.subf.dev/en/
1•signa11•22m ago•0 comments

Sid Meier's System for Real-Time Music Composition and Synthesis

https://patents.google.com/patent/US5496962A/en
1•GaryBluto•30m ago•1 comments

Show HN: Slop News – HN front page now, but it's all slop

https://dosaygo-studio.github.io/hn-front-page-2035/slop-news
4•keepamovin•31m ago•1 comments

Show HN: Empusa – Visual debugger to catch and resume AI agent retry loops

https://github.com/justin55afdfdsf5ds45f4ds5f45ds4/EmpusaAI
1•justinlord•33m ago•0 comments

Show HN: Bitcoin wallet on NXP SE050 secure element, Tor-only open source

https://github.com/0xdeadbeefnetwork/sigil-web
2•sickthecat•35m ago•1 comments

White House Explores Opening Antitrust Probe on Homebuilders

https://www.bloomberg.com/news/articles/2026-02-06/white-house-explores-opening-antitrust-probe-i...
1•petethomas•36m ago•0 comments

Show HN: MindDraft – AI task app with smart actions and auto expense tracking

https://minddraft.ai
2•imthepk•41m ago•0 comments

How do you estimate AI app development costs accurately?

1•insights123•42m ago•0 comments

Going Through Snowden Documents, Part 5

https://libroot.org/posts/going-through-snowden-documents-part-5/
1•goto1•42m ago•0 comments

Show HN: MCP Server for TradeStation

https://github.com/theelderwand/tradestation-mcp
1•theelderwand•45m ago•0 comments

Canada unveils auto industry plan in latest pivot away from US

https://www.bbc.com/news/articles/cvgd2j80klmo
3•breve•46m ago•1 comments

The essential Reinhold Niebuhr: selected essays and addresses

https://archive.org/details/essentialreinhol0000nieb
1•baxtr•49m ago•0 comments

Rentahuman.ai Turns Humans into On-Demand Labor for AI Agents

https://www.forbes.com/sites/ronschmelzer/2026/02/05/when-ai-agents-start-hiring-humans-rentahuma...
1•tempodox•50m ago•0 comments

StovexGlobal – Compliance Gaps to Note

1•ReviewShield•53m ago•1 comments

Show HN: Afelyon – Turns Jira tickets into production-ready PRs (multi-repo)

https://afelyon.com/
1•AbduNebu•54m ago•0 comments

Trump says America should move on from Epstein – it may not be that easy

https://www.bbc.com/news/articles/cy4gj71z0m0o
6•tempodox•55m ago•4 comments

Tiny Clippy – A native Office Assistant built in Rust and egui

https://github.com/salva-imm/tiny-clippy
1•salvadorda656•59m ago•0 comments

LegalArgumentException: From Courtrooms to Clojure – Sen [video]

https://www.youtube.com/watch?v=cmMQbsOTX-o
1•adityaathalye•1h ago•0 comments

US moves to deport 5-year-old detained in Minnesota

https://www.reuters.com/legal/government/us-moves-deport-5-year-old-detained-minnesota-2026-02-06/
8•petethomas•1h ago•3 comments

If you lose your passport in Austria, head for McDonald's Golden Arches

https://www.cbsnews.com/news/us-embassy-mcdonalds-restaurants-austria-hotline-americans-consular-...
1•thunderbong•1h ago•0 comments

Show HN: Mermaid Formatter – CLI and library to auto-format Mermaid diagrams

https://github.com/chenyanchen/mermaid-formatter
1•astm•1h ago•0 comments

RFCs vs. READMEs: The Evolution of Protocols

https://h3manth.com/scribe/rfcs-vs-readmes/
3•init0•1h ago•1 comments

Kanchipuram Saris and Thinking Machines

https://altermag.com/articles/kanchipuram-saris-and-thinking-machines
1•trojanalert•1h ago•0 comments

Chinese chemical supplier causes global baby formula recall

https://www.reuters.com/business/healthcare-pharmaceuticals/nestle-widens-french-infant-formula-r...
2•fkdk•1h ago•0 comments

I've used AI to write 100% of my code for a year as an engineer

https://old.reddit.com/r/ClaudeCode/comments/1qxvobt/ive_used_ai_to_write_100_of_my_code_for_1_ye...
3•ukuina•1h ago•1 comments

Looking for 4 Autistic Co-Founders for AI Startup (Equity-Based)

1•au-ai-aisl•1h ago•1 comments
Open in hackernews

The problem with LLMs isn't hallucination, it's context specific confidence

https://www.signalfire.com/blog/llm-hallucinations-arent-bugs
4•kerwioru9238492•3mo ago

Comments

zviugfd•3mo ago
It feels like most safety work is turning LLMs into overly cautious assistants and I like how this points out that we could be trading away imagination for a false sense of reliability.
alganet•3mo ago
> Humans don’t get rewarded for saying “I don’t know” to every question, because that’s not useful.

Humans get rewarded for thinking "I don't know", a lot. That's why it's hard to compare.

> A model that always bluffs

A model doesn't bluff. It feels to us humans that they bluff, but there is no bluff mechanics in play. The model doesn't assess the prompter's ability to call their bluff. It's not hiding that it doesn't know something. It's just not reached a predictable point in a sequence of token predictions that can or not have something that resembles a call to what resembles a bluff.

Up to the point it's corrected, the model's representation of what was asked is the best it can do. It has no means to judge itself. Which leads to...

> The real issue isn’t that models make things up; it’s that they don’t clearly signal how confident they are when they do.

Which sounds like exactly what I said, but it's not. Signaling confidence is just a more convincing faux-bluff. Signaling is a side-effect of bluffing, a symptom, not the real thing (which is more related to asessing whoever is on the other side of the conversation).

> Imagining things, seeing problems from the wrong angle, and even fabricating explanations are the seeds of creativity.

I agree with this. However, Newton was not bluffing, he was right and confident about it, and right about being confident about it. It just turns out that his description was of a lesser knowledge resolution than Einsten's.

For this to work, we need lots of "connective tissue" ideas. Roads we can explore freely without being called liars. Things we can say without saying that these things are true or false, without the need for being confident or right, without being assessed directly. This is outside the realm of bluffing or saying useful things. It's quite the opposite.

When people saw comets and described them as dragons in the sky, they were not hallucinating or telling lies, they were preserving some connective tissue idea the best they could, outside of the realm of being right or wrong. This were not bluffs. There were some "truths" about their mistakes, or something useful (they were unadvertedly recording astronomical data, before astronomy existed). Those humans felt that was important, those stories stuck. Can we say the same thing about LLM hallucinations? I don't think we're ready to answer that.

So, yes. Hallucinations could be a feature, but there's a lot missing here.

kerwioru9238492•3mo ago
One issue right now is that in a lot of ML benchmarks models get rewarded for guessing multiple choice questions due to the probability of being right. In addition to that, people have tuned models via RLHF to be very confident because people think confident responses sound good. These two paired together resembles bluffing because models will guess at answers very confidently rather than saying "I don't know".
_wire_•3mo ago
"The problem with Magic 8-ball is lack of context specific confidence in its answers"

This article and attendant comments reveal the AI sector is turning to co-dependent excuse making for a technology that clearly can't live up to its hype.

Get ready for phrenology of AI...

"I am going to need to visit your data center to lay hands on the subject."