frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

Open Source @Github

fp.

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.

Selfish AI

https://www.garfieldtech.com/blog/selfish-ai
1•mwcampbell•1m ago•0 comments

Evaluating Multilingual, Context-Aware Guardrails: A Humanitarian LLM Use Case

https://blog.mozilla.ai/evaluating-multilingual-context-aware-guardrails-evidence-from-a-humanita...
1•benbreen•2m ago•0 comments

The Ho-6 Masterclass

https://suretyinsights.com/blog/the-ho6-masterclass-everything-you-need-to-know-about-condo-insur...
1•engelo_b•3m ago•0 comments

How do founders demo real product without exposing sensitive data?

1•legitimate_key•4m ago•0 comments

Show HN: Revvly – Income operating system for freelancers (replacing 5 tools)

http://revvly.ca/
1•tlpeterson•6m ago•0 comments

Show HN: EPI – Cryptographically verifiable execution artifacts for AI agents

https://github.com/mohdibrahimaiml/epi-recorder
1•afridi_epilabs•8m ago•0 comments

In one swoop, Trump kills US greenhouse gas regulations

https://www.theverge.com/science/877371/trump-carbon-pollution-endangerment-finding-repeal-climat...
2•aaronbrethorst•9m ago•1 comments

How do you "step through" your own anxiety?

1•schneak•9m ago•0 comments

Learn Fundamentals, Not Frameworks

https://newsletter.techworld-with-milan.com/p/learn-fundamentals-not-frameworks
1•birdculture•9m ago•0 comments

Anthropic's Chief on A.I.: 'We Don't Know If the Models Are Conscious'

https://www.nytimes.com/video/opinion/100000010695648/is-claude-coding-us-into-irrelevance.html
3•jbegley•12m ago•1 comments

CCBench: How do agents perform on codebases that aren't part of training data?

https://ccbench.org/
1•rohitpaulk•12m ago•0 comments

I've built Googles LangExtract like libary on my own runtime

https://github.com/jolovicdev/sourcery
1•jolovicdev•13m ago•1 comments

Agents Shouldn't See API Keys

https://seksbot.com/blog/why-agents-shouldnt-see-api-keys/
1•stcredzero•13m ago•0 comments

Is It over for Metrics?

https://clickhouse.com/blog/is-it-over-for-metrics-in-observability
1•puppion•15m ago•0 comments

UniFi Drive 4.0

https://blog.ui.com/article/introducing-unifi-drive-4-0
1•ianrahman•15m ago•0 comments

The PaaS Graveyard: Why Platforms Keep Dying and Developers Keep Migrating

https://blog.cloud66.com/paas-graveyard-why-platforms-keep-dying
1•ksajadi•16m ago•0 comments

23 months left to escape the permanent underclass

https://escapethepermanentunderclass.com
3•andreyazimov•17m ago•1 comments

There is no AI pricing playbook. Here's what I'd do instead

https://www.solvimon.com/blog/there-is-no-ai-pricing-playbook
1•arnon•18m ago•0 comments

Discord Just Killed Anonymity

https://michael-dev-tech.github.io/Website/matrix.html
2•f0r3st•19m ago•0 comments

Md: It's now considered the LARGEST spill of wastewater in U.S. history

https://twitter.com/nova_campaigns/status/2021910025527046437
1•vinnyglennon•19m ago•1 comments

Least Affordable Cities – US Tech Hub Named as Hardest to Buy a Home

https://www.realtor.com/news/trends/least-affordable-cities-world-homebuying/
1•TMWNN•22m ago•1 comments

NHS deal with AI firm Palantir called into question after officials' concerns

https://www.theguardian.com/society/2026/feb/12/nhs-deal-with-ai-firm-palantir-called-into-questi...
2•chrisjj•23m ago•1 comments

Poisoning scraperbots with iocaine

https://lwn.net/SubscriberLink/1056953/6228bee893e6cd49/
1•chmaynard•24m ago•0 comments

The Timeless Way of Programming (2022)

https://tomasp.net/blog/2022/timeless-way/
1•todsacerdoti•24m ago•0 comments

How to build text-to-app platforms

1•desperado1•24m ago•0 comments

Show HN: We built Cobalt, Open source unit testing for AI Agents

https://github.com/basalt-ai/cobalt
3•fdefitte•25m ago•1 comments

Bondi Spying on Congressional Epstein Searches Should Be a Major Scandal

https://www.techdirt.com/2026/02/12/bondi-spying-on-congressional-epstein-searches-should-be-a-ma...
5•hn_acker•26m ago•1 comments

See It Written

https://seeitwritten.com/
1•foxfired•26m ago•0 comments

PDC 1996 Keynote with Douglas Adams [video]

https://www.youtube.com/watch?v=8UNG3cQoOEc
1•markh1967•27m ago•1 comments

Pwning Supercomputers — A 20 year old vulnerability in Munge

https://blog.lexfo.fr/munge-heap-buffer-overflow.html
1•Lammy•30m ago•0 comments