frontpage.
newsnewestaskshowjobs

Open Source @Github

fp.

Open in hackernews

Ask HN: Is reasoning just some iterative context refinement?

2•sschmitt•1y 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•1y 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.

Before You Think: System 0, AI-Mediated Cognition and Cognitive Colonization

https://arxiv.org/abs/2606.13658
1•MediaSquirrel•1m ago•0 comments

What Is an LLM Control Plane?

https://blog.mozilla.ai/what-is-an-llm-control-plane/
1•angpt•2m ago•0 comments

3D Map That Acts as Commercial Vessel and Geopolitics Intel Platform

https://github.com/jamalrfordii-arch/Vanguard-Map
1•Lawyer24•2m ago•0 comments

Reasoning as Pattern Matching: Shared Mechanisms in Human and LLM Reasoning

https://arxiv.org/abs/2606.13607
1•MediaSquirrel•4m ago•0 comments

Show HN: Musefs – organize and tag music without touching the original files

https://github.com/Sohex/musefs
1•sohex•5m ago•0 comments

A Visual Guide to DiffusionGemma

https://newsletter.maartengrootendorst.com/p/a-visual-guide-to-diffusiongemma
1•speckx•6m ago•0 comments

Writing Constant-Time Rust Is Not Enough

https://emavan.com/blog/2026/constant-time-rust-llvm-aliasing/
1•emavan•7m ago•1 comments

The First Trillionaire Is a Killer

https://www.theverge.com/tech/949259/the-worlds-first-trillionaire-is-a-killer
2•cdrnsf•7m ago•0 comments

What Does It Feel Like to Live Under the Threat of Redundancy?

https://isrf.org/blog/what-does-it-feel-like-to-live-under-the-threat-of-redundancy
1•theanonymousone•8m ago•0 comments

NEURA: A Unified and Retargetable Compilation Framework for CGRAs

https://dl.acm.org/doi/10.1145/3808285
1•matt_d•9m ago•0 comments

Why the AI Renaissance Keeps Not Arriving

https://jamesfbaker.substack.com/p/why-the-ai-renaissance-keeps-not
3•jamesbaker1•11m ago•0 comments

Unified Contradiction‑Resolution Framework for Physics and Mathematics

https://zenodo.org/records/20671885
1•MatthewCarlo•14m ago•0 comments

NMOX Studio is being built by Fable

https://github.com/NMOX/NMOX-Studio
1•DavidCanHelp•16m ago•0 comments

Devirt.dev – generic JavaScript deobfuscator built as a compiler

https://devirt.dev/
2•vasie•17m ago•0 comments

General purpose LLMs outperform specialized clinical AI on medical benchmarks

https://www.nature.com/articles/s41591-026-04431-5
1•dnw•19m ago•0 comments

Show HN: Markdown Viewer for Mac Finder

https://quicklookmd.com/
1•jzone3•19m ago•0 comments

Swift at Apple: Migrating the TrueType Hinting Interpreter

https://www.swift.org/blog/migrating-truetype-hinting-to-swift/
1•DASD•19m ago•0 comments

China's Juno detector outpaces decades of research in 59 days (science.org)

https://www.science.org/content/article/first-results-put-neutrino-experiment-china-track-breakth...
3•Hypathia•24m ago•0 comments

Urban pollution in wealthy world still adding to heart damage, study finds

https://www.ft.com/content/2f86dced-7a1c-432e-9988-0592ebb8ac25
2•paulpauper•26m ago•0 comments

Parking Spot Is Free. Should It Be?

https://www.nytimes.com/interactive/2026/06/09/nyregion/nyc-street-parking.html
3•paulpauper•26m ago•0 comments

Kagi Magic

https://kagi.com/magic
36•amirmasoudabdol•26m ago•9 comments

Tyler Cowen: Is Mexico Safe Enough for the World Cup?

https://www.thefp.com/p/tyler-cowen-is-mexico-safe-enough
1•paulpauper•27m ago•0 comments

US and Iran have agreed to wording of a deal to end their war

https://apnews.com/article/iran-us-ceasefire-hezbollah-israel-12-june-2026-7085e386e1c40ee6cfe634...
2•geox•27m ago•0 comments

Hacking Google with A.I. For $500k

https://brutecat.com/articles/hacking-google-with-ai/
1•kkm•27m ago•0 comments

GatekeeperAI – self-hosted governance platform for AI apps your team is building

https://github.com/jacobthomasmichael/GatekeeperAI/blob/main/README.md
1•jacob_thomas503•29m ago•0 comments

It's like I was born to be here (in Postgres) on Talking Postgres podcast Ep40

https://talkingpostgres.com/episodes/how-i-got-started-running-a-postgres-user-group-with-jeremy-...
1•clairegiordano•29m ago•0 comments

The 98% Problem: A Survey of Harness Engineering for AI Agents

https://labs.beconfident.app/papers/harness-engineering-survey
4•gdss•29m ago•0 comments

Sex n Crime 01

https://c64mags.untergrund.net/wiki/index.php?title=Sex_n_Crime_01
2•jruohonen•32m ago•0 comments

Ask HN: Hello Landing Dispute – Furnished Apartments

1•mehdizare•32m ago•0 comments

The World's Real-Time Billionaires

https://www.forbes.com/real-time-billionaires/
1•mellosouls•34m ago•0 comments