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Taxpayers Funded a $533M Artillery Plant That Made Nothing

https://www.propublica.org/article/general-dynamics-artillery-factory-failed
1•Jimmc414•2m ago•0 comments

Software Factory with AI

https://twitter.com/i/status/2088296448563503269
1•flashbrew•6m ago•0 comments

Maximizing the value of your Claude Code sessions

https://claude.com/blog/maximizing-the-value-of-your-claude-code-sessions
1•twapi•8m ago•0 comments

Show HN: DST this DST that, test your containers

https://github.com/bxrne/dstest
1•bxrne•9m ago•0 comments

Show HN: Hexis, open-source Claude Skills management

https://github.com/Bevel-Software/Hexis
1•empire23•9m ago•0 comments

Guilt-Driven Development

https://markuseliasson.se/article/guilt-driven-development
1•speckx•10m ago•0 comments

RustDesk now supports true unattended remote access on Wayland

https://rustdesk.com/blog/unattended-remote-access-wayland/
2•rustdesk•11m ago•0 comments

Enabling the next iteration of the borrow checker on nightly

https://blog.rust-lang.org/2026/08/04/enabling-polonius-alpha-on-nightly/
1•ksec•11m ago•0 comments

Live Experiment of the Veblen Effect

1•henryfudgeoffic•13m ago•0 comments

In Stunning Color, a Celestial "Treasure Chest" Full of Stars

https://nautil.us/in-stunning-color-a-celestial-treasure-chest-full-of-stars-1283773
1•Brajeshwar•14m ago•0 comments

NIST Seeks Blueprint for AI-Era Overhaul of National Vulnerability Database

https://securityboulevard.com/2026/08/nist-seeks-blueprint-for-ai-era-overhaul-of-national-vulner...
1•CrankyBear•16m ago•0 comments

France blocks social media ban because it would require adults to prove age

https://www.reuters.com/world/frances-top-court-rules-social-media-ban-curtails-freedom-expressio...
16•BlueBerry2001•17m ago•2 comments

One Task at a Time

https://www.shirahaddad.com/writing/uno-alla-volta
1•mooreds•19m ago•0 comments

RayforceDB – a pure C analytics database with a Lisp-like syntax

https://rayforcedb.com/
2•sourdecor•21m ago•0 comments

Show HN: Self-bench – build SWE-bench style evals from private repos

https://github.com/mupt-ai/self-bench
2•byhong03•22m ago•0 comments

AI: The Devil on My Shoulder

https://myrkvi.no/ai-the-devil-on-my-shoulder/
1•speckx•23m ago•0 comments

Deferred Token Response

https://datatracker.ietf.org/doc/draft-gerber-oauth-deferred-token-response/
1•mooreds•23m ago•0 comments

Hours of Jingling Keys [video]

https://www.youtube.com/watch?v=sJNK4VKeoBM
1•mooreds•23m ago•0 comments

Show HN: Interactive Product Demos made easy

https://www.rendemo.com
1•jakegargaro17•24m ago•0 comments

AI by Hand

https://www.byhand.ai/
1•sans_souse•24m ago•0 comments

LLM Inference Benchmarking

https://www.digitalocean.com/blog/llm-inference-benchmarking
1•ankitg12•25m ago•0 comments

V-RAE: Rethinking Video Latent Spaces for Generation

https://arxiv.org/abs/2608.13556
2•selimonder•26m ago•0 comments

Why Claude's Watermarking Won't Fix Anything

https://www.plagiarismtoday.com/2026/08/13/why-claudes-watermarking-wont-fix-anything/
1•speckx•28m ago•1 comments

IC 1101 is the largest galaxy identified, so far, in the universe

https://disassociated.com/ic-1101-largest-galaxy-identified/
1•Brajeshwar•28m ago•0 comments

The Jobless Boom Has Arrived

https://www.wsj.com/economy/jobs/the-jobless-boom-has-arrived-41361a06
3•donsupreme•28m ago•0 comments

Dreams, Reflections, and Inceptions

https://papercompute.com/blog/dreams-on-paper/
2•eigenBasis•29m ago•0 comments

Reviving the Famicom Network System – Throaty Mumbo

https://www.youtube.com/watch?v=xiyCKUl93Uo
2•mrinfinite•30m ago•0 comments

Federal government finalizes ownership reporting exemption for US firms

https://www.reuters.com/legal/government/trump-administration-finalizes-ownership-reporting-exemp...
6•anigbrowl•30m ago•0 comments

Hypothetical Document Embeddings

https://arxiv.org/abs/2212.10496
3•kaycebasques•31m ago•0 comments

Ask HN: What are your unfinished projects?

2•adam_gyroscope•31m ago•1 comments
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.