frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

Open Source @Github

fp.

Open in hackernews

Ask HN: Is reasoning just some iterative context refinement?

2•sschmitt•11mo 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•11mo 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.

What Are Unix Domain Sockets?

https://docs.monadical.com/s/sockets-101
1•nikisweeting•27s ago•0 comments

Paint But…

https://paintbut.netlify.app/
1•memalign•2m ago•0 comments

GitGuardian analysis of the bitwarden/CLI compromise

https://blog.gitguardian.com/bitwarden-cli-gitguardian-views-on-helloworm00/
1•cwinq•2m ago•0 comments

Rendezvous and Docking: A User's Guide for Non Rocket Scientists

https://www.baen.com/rendezvous
1•EvgeniyZh•2m ago•0 comments

Microsoft offers buyouts for longtime employees

https://www.seattletimes.com/business/microsoft/microsoft-offers-buyouts-for-longtime-employees/
1•divbzero•5m ago•0 comments

FujiNet Go 800 – Atari800 Emulator for Android

https://fujinet.online/2026/04/23/fujinet-go-800-atari800-emulator-for-android/
1•p0w3n3d•8m ago•0 comments

The Surveillance Accountability Act Full Text [pdf]

https://boebert.house.gov/sites/evo-subsites/boebert.house.gov/files/evo-media-document/surveilla...
2•Cider9986•10m ago•1 comments

OpenAI deprecates all GPT nano fine tuning

https://community.openai.com/t/deprecation-of-fine-tuned-models-but-still-cant-access-newer-ones/...
2•dandiep•10m ago•0 comments

Why Not Venus?

https://mceglowski.substack.com/p/why-not-venus
1•zdw•19m ago•0 comments

Running Bare-Metal Rust Alongside ESP-IDF on the ESP32-S3's Second Core

https://tingouw.com/blog/embedded/esp32/run_rust_on_app_core
1•MrBuddyCasino•22m ago•0 comments

The Budgeting Mistake That Cost Uber Its Annual AI Spend in 4 Months

https://www.productcurious.com/p/uber-ai-budget-mistake
5•umangsehgal93•24m ago•0 comments

Tremendous Iranian Invasion: A Text Misadventure

2•brooksc•28m ago•0 comments

Essential Voice by Nothing

https://nothing.community/d/56167-introducing-essential-voice
1•plun9•30m ago•0 comments

Familiarity is the enemy: On why Enterprise systems have failed for 60 years

https://felixbarbalet.com/familiarity-is-the-enemy/
1•adityaathalye•31m ago•0 comments

Intel Arc Pro B70 Review

https://www.pugetsystems.com/labs/articles/intel-arc-pro-b70-review/
1•zdw•35m ago•0 comments

ASML's latest chipmaking gear is too pricey, even for TSMC

https://theedgemalaysia.com/node/800964
2•jackyli02•36m ago•0 comments

Intel Arc Pro B70 benchmarks for LLMs and video generation

https://github.com/PMZFX/intel-arc-pro-b70-benchmarks
1•mroche•39m ago•0 comments

DeepSeek's Sequel Set to Extend China's Reach in Open-Source A.I

https://www.nytimes.com/2026/04/24/business/china-ai-deepseek-open-source.html
1•Cider9986•40m ago•0 comments

Ubuntu 26.04 LTS Released

https://lwn.net/Articles/1069399/
24•lxst•41m ago•2 comments

AI Resume Reviewer

https://www.thehumancapitalhub.com/ai-resume-reviewer
1•bisit•41m ago•0 comments

Show HN: GitRails-Let agents call only the GitHub endpoints and params you allow

https://github.com/maxawzsinger/gitrails/blob/main/README.md
1•maxaw•45m ago•1 comments

The AI Science Separation

https://www.thewirechina.com/2026/04/19/the-ai-science-separation/
1•jackyli02•46m ago•0 comments

We're Using So Much AI That Computing Firepower Is Running Out

https://www.wsj.com/tech/ai/ai-is-using-so-much-energy-that-computing-firepower-is-running-out-15...
1•ryan_j_naughton•48m ago•0 comments

Grok Voice Think Fast 1.0

https://x.ai/news/grok-voice-think-fast-1
1•deadalus•49m ago•0 comments

Oracle's Deluge of AI Debt Pushes Wall Street to the Limit

https://www.wsj.com/tech/ai/oracle-ai-demand-debt-04977749
4•ryan_j_naughton•50m ago•1 comments

Canonical Releases Ubuntu 26.04 LTS Resolute Raccoon

https://canonical.com/blog/canonical-releases-ubuntu-26-04-lts-resolute-raccoon
1•ggraphilia•50m ago•0 comments

Unlimited access to Reddit, and Twitter, access anything with supermcp

https://webmatrices.com/supermcp
2•bishwasbh•51m ago•0 comments

Anthropic tested removing Claude Code from the Pro plan

https://arstechnica.com/ai/2026/04/anthropic-tested-removing-claude-code-from-the-pro-plan/
2•celadevra_•56m ago•0 comments

S&box – Game engine built on Source 2 and .NET from creators of Garry's Mod

https://github.com/Facepunch/sbox-public/
1•vyrotek•1h ago•0 comments

Share X 20.0

https://getsharex.com/changelog#v20.0.0
1•pentagrama•1h ago•0 comments