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OpenSUSE Governance Proposal

https://gitlab.com/jeffmahoney/opensuse-docs/-/blob/main/governance-draft.md
1•Tomte•14s ago•0 comments

Government Comic Books (2023)

https://www.beautifulpublicdata.com/government-comic-books/
1•Brajeshwar•29s ago•0 comments

HMP: A Cognitive Application Protocol for Agent Networks

1•kagvi13•36s ago•1 comments

Why LLM chat-interfaces limit learning

https://obliqueangles.substack.com/p/why-llm-chat-interfaces-limit-learning
1•TomBers•55s ago•0 comments

Chaos Testing for LLM Agents

https://github.com/arielshad/balagan-agent
1•ArielSh•1m ago•1 comments

Welcome to the Chess960v2 Era: An Experiment That Will Change Chess

https://chess960v2.com/en
2•lavren1974•3m ago•0 comments

Ask HN: A Single Board Computer for a phone alternative

1•krastanov•3m ago•1 comments

We built an AI model for eng hiring that outperforms recruiters and LLMs

https://interviewing.io/blog/we-built-a-predictive-model-for-eng-hiring-that-outperforms-both-rec...
2•leeny•6m ago•0 comments

You Can Just Say No to the Data

https://blog.jim-nielsen.com/2026/say-no-to-data/
1•ibobev•7m ago•0 comments

Smart Quotes for Smart People

https://smartquotesforsmartpeople.com/
1•ibobev•7m ago•0 comments

Too Much and Never Enough

https://en.wikipedia.org/wiki/Too_Much_and_Never_Enough
1•rendx•7m ago•0 comments

Documents Prove Trump Administration Arrested Students for Criticizing Israel

https://www.motherjones.com/politics/2026/01/ozturk-khalil-documents-deportation-pro-palestine-pr...
4•robtherobber•8m ago•0 comments

Administrative FortiCloud SSO authentication bypass

https://fortiguard.fortinet.com/psirt/FG-IR-26-060
1•ibobev•8m ago•0 comments

Le Pen denies any sense she might have committed a crime over EU funds

https://www.japantimes.co.jp/news/2026/01/14/world/le-pen-crime-eu-funds/
1•PaulHoule•8m ago•0 comments

Garden State Parkway Jon Bon Jovi Rest Stop Is Playing Loose with Quotes (2023)

https://defector.com/the-garden-state-parkways-jon-bon-jovi-rest-stop-is-playing-fast-and-loose-w...
1•Amorymeltzer•8m ago•0 comments

Show HN: Lore Labyrinth – A Maze Game

https://lorelabyrinth.entropicsystems.net/weekly
1•snorbleck•8m ago•0 comments

Show HN: Evals skill for agents – no tooling, just Markdown and subagents

https://github.com/adriancooney/evals
1•adriancooney•8m ago•0 comments

The Myth of Cops Overdosing from Touching Fentanyl Persists for a Reason (2021)

https://defector.com/the-myth-of-cops-overdosing-from-touching-fentanyl-persists-for-a-reason
2•Amorymeltzer•9m ago•0 comments

Run Moltbot (Formely Clawdbot) on Cloudflare Workers

https://github.com/cloudflare/moltworker
1•rcarmo•9m ago•0 comments

'You don't feel judged': Why we buy more at self-service terminals

https://www.bbc.com/news/articles/cy9y1wvq3pdo
1•reconnecting•10m ago•0 comments

Framer CEO Reviews Startup Websites (YC) [video]

https://www.youtube.com/watch?v=leQ89XSHILw
1•consumer451•11m ago•0 comments

OpenStreetMap is concerned: AI bots are collecting data

https://www.heise.de/en/news/OpenStreetMap-is-concerned-thousands-of-AI-bots-are-collecting-data-...
3•doener•11m ago•0 comments

Litestream Writable VFS

https://fly.io/blog/litestream-writable-vfs/
1•emschwartz•12m ago•0 comments

Official ClickHouse Kubernetes Operator

https://clickhouse.com/blog/clickhouse-kubernetes-operator
3•animetyan•12m ago•0 comments

GeForce Now Brings GeForce RTX Gaming to Linux PCs

https://blogs.nvidia.com/blog/geforce-now-thursday-linux/
3•pjmlp•12m ago•0 comments

Heating homes with the largest particle accelerator

https://home.cern/news/news/cern/heating-homes-worlds-largest-particle-accelerator
2•elashri•15m ago•0 comments

Visual Family Cosmos

https://rosano.ca/blog/visual-family-cosmos
1•akkartik•15m ago•0 comments

FBI seizes RAMP cybercrime forum used by ransomware gangs

https://www.bleepingcomputer.com/news/security/fbi-seizes-ramp-cybercrime-forum-used-by-ransomwar...
2•smurda•15m ago•0 comments

The AI Bubble Is Getting Closer to Popping

https://www.bloomberg.com/opinion/articles/2026-01-28/ai-bubble-could-pop-with-higher-tariffs-and...
2•toomuchtodo•16m ago•1 comments

Apple Stops Selling $200 'Pro Apps' Bundle with Final Cut Pro and More

https://www.macrumors.com/2026/01/29/apple-stops-selling-pro-apps-education-bundle/
2•htk•16m ago•1 comments
Open in hackernews

Ask HN: Is reasoning just some iterative context refinement?

2•sschmitt•8mo ago
context = "you are a useful model. you evaluate your own output for N steps after the initial user input"

prompt = "here comes a prompt by the user"

context += prompt

for _ in range(N): context += evaluate_llm(context)

Comments

Reubend•8mo ago
Are you asking in terms of how the current crop of "reasoning models" are implemented, or are you asking more philosophically about the nature of true reasoning?

Calling it "refinement" is dismissive. It's generating new information, which is in many cases well beyond the scope of the original prompt.

Reasoning models today are just a marketing spin on chain-of-thought techniques that benefit from reinforcement learning.