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Modernizing Virginia's Court Notification System to Reduce Failures to Appear

https://www.rstreet.org/commentary/modernizing-virginias-court-notification-system-to-reduce-fail...
1•hn_acker•2m ago•0 comments

Ask HN: Can a MMO be vibe coded?

1•radicalethics•3m ago•0 comments

Trump claims secret 'discombobulator' weapon was used to help capture Maduro

https://www.msn.com/en-us/news/world/trump-claims-secret-discombobulator-weapon-was-used-to-help-...
1•zaikunzhang•3m ago•0 comments

Show HN: EloLup – where a reaction interface became a way to consume content

https://elolup.com/
1•Strugly•4m ago•0 comments

Show HN: Simple, elegant, beautiful HTTP error status pages [CSS only]

https://github.com/AntiKippi/errorpages
1•AntiKippi•5m ago•0 comments

Slopcraft and the LLM Society

https://habla.news/hodlbod/tools-for-anti-conviviality
2•jonstaab•6m ago•0 comments

Show HN: We built a cheaper, simpler 24/7 proactive agent than moltbot

https://memu.bot/
1•k_kiki•6m ago•0 comments

Show HN: Prefill – Partial application for React components

https://www.xoid.dev/blog/introducing-prefill
1•onurkerimov•7m ago•1 comments

Show HN: Universal DeepSeek OCR 2 – CPU, MPS, CUDA Support

https://github.com/Dogacel/Universal-DeepSeek-OCR-2
1•dogacel•7m ago•0 comments

A Scheme Primer (2025)

https://files.spritely.institute/papers/scheme-primer.html
1•thomasjb•8m ago•0 comments

Show HN: We built a type-safe Python ORM for RedisGraph/FalkorDB

2•hello-tmst•8m ago•0 comments

Controlling your (personal) data with a Solid-based data vault is reality (2025)

https://medium.com/ing-blog/controlling-your-personal-data-with-a-solid-based-data-vault-is-reali...
1•terespuwash•10m ago•1 comments

Dole Kemp 96 Web Site

https://www.dolekemp96.org/main.htm
11•DamnInteresting•10m ago•1 comments

We Found 5 Ways to Hack Any Developer Using Google Gemini CLI

https://twitter.com/Zaddyzaddy/status/2016532572650733820
1•zaddyzaddy•13m ago•0 comments

Removing analytics from all my sites

https://baty.net/posts/2026/01/removing-analytics-from-baty-net/
2•tolerance•15m ago•0 comments

Linux kernel community has a contingency plan to replace Linus Torvalds

https://github.com/torvalds/linux/commit/102606402f4f5943266160e263c450fdfe4dd981
2•speckx•15m ago•1 comments

Show HN: BarrierX: Win back lost enterprise deals by analyzing that others close

https://barrierx.ai/
1•IAMsterdam•15m ago•0 comments

Software Has Its Lean Manufacturing Moment

https://mediansofproduction.substack.com/p/software-has-its-lean-manufacturing
1•arcsincosin•15m ago•1 comments

Principles for Human-Rights Centred Application of the DSA: A Global Perspective

https://www.eff.org/document/principles-human-rights-centred-application-dsa-global-perspective
2•hn_acker•17m ago•1 comments

Excessive Bold

https://martinfowler.com/bliki/ExcessiveBold.html
1•TangerineDream•17m ago•1 comments

Ukraine says more than 80% of enemy targets now destroyed by drones

https://www.defensenews.com/global/europe/2026/01/28/ukraine-says-more-than-80-of-enemy-targets-n...
10•Geonode•18m ago•0 comments

Clawdbot and the Era of AI in a Box

https://www.hadijaveed.me/2026/01/28/clawdbot-beyond-the-hype/
1•hjaveed•20m ago•1 comments

NetNewsWire 7.0

https://netnewswire.blog/2026/01/27/netnewswire-for-mac.html
1•petecooper•21m ago•0 comments

China lags behind US at AI frontier but could quickly catch up, say experts

https://www.theguardian.com/world/2026/jan/28/china-lags-behind-us-at-ai-frontier-but-could-quick...
1•c420•21m ago•0 comments

Show HN: A tiny typing game to keep your fingers moving

https://chaart.itch.io/typestraw
2•the_real_tjaart•22m ago•0 comments

Namebase Has Been Acquired

https://twitter.com/NamebaseHQ/status/2015465500126412988
1•tosh•22m ago•0 comments

The Megaphone Problem: AI and the Cost of Being Heard

https://deadneurons.substack.com/p/the-megaphone-problem-ai-and-the
1•nr378•22m ago•1 comments

parking.exposed

https://www.parking.exposed/
1•bookofjoe•23m ago•0 comments

How to get power naps right

https://www.economist.com/science-and-technology/2026/01/23/how-to-get-power-naps-right
1•andsoitis•23m ago•0 comments

Tuning Semantic Search on Jfmm.net

https://carlkolon.com/2026/01/27/jfmm-semantic-search/
1•cckolon•24m ago•0 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.