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.

Prodigy – AI Workforce for professional teams

1•samayashar•1m ago•0 comments

Order of Magnitude Physics a Textbook with Applications to the Retinal Rod(1998) [pdf]

https://www.inference.org.uk/sanjoy/thesis/thesis-letter.pdf
1•nill0•3m ago•0 comments

The Art of Insight in Science and Engineering – Mastering Complexity(2014) [pdf]

https://ocw.mit.edu/courses/res-6-011-the-art-of-insight-in-science-and-engineering-mastering-com...
1•nill0•7m ago•0 comments

SIMD Vectors in the HotSpot JVM [video]

https://www.youtube.com/watch?v=KpCz6UtViEo
1•tosh•11m ago•0 comments

Kimi K3 is top-tier at cybersecurity

https://twitter.com/rauchg/status/2078647648307880209
2•tosh•12m ago•0 comments

Show HN: PilotCite – Monitor how AI platforms cite and describe your brand

https://www.pilotcite.com
1•standew•17m ago•0 comments

CARE

https://en.wikipedia.org/wiki/CARE_International
1•tosh•18m ago•0 comments

Rise of delivery apps takes a bite out of sales for Big Pizza

https://www.ft.com/content/d10e846e-5615-4cb5-bd4f-b159423d4f75
1•thm•22m ago•0 comments

Beyond Bioinformatics Rewrites

https://claymcleod.dev/blog/2026-07-13-beyond-bioinformatics-rewrites
1•azhenley•23m ago•0 comments

Skyroot Vikram-1 India's First Private Orbital Rocket Launch [video]

https://www.youtube.com/watch?v=2KKZbSX9SgI
1•AareyBaba•26m ago•0 comments

Motion Sensors and Home Security Gadgets Without Cameras

https://www.wired.com/story/best-motion-sensors-private-alternatives-security/
1•joozio•32m ago•0 comments

AI Agents for the Working Mathematician

https://chaoxu.prof/posts/2026-07-18-ai-agents-for-the-working-mathematician.html
2•chaoxu•35m ago•0 comments

Martin Picard's Mitochondrial Theory of Mind

https://www.quantamagazine.org/martin-picards-mitochondrial-theory-of-mind-20260717/
1•Michelangelo11•38m ago•0 comments

Visualizing how multimodal vector search works under the hood

https://github.com/Faizan711/multimodal-search
1•Faizan711•38m ago•0 comments

Why Narcissistic Leaders Resist Remote Work

https://www.sciencedirect.com/science/article/pii/S0749597826000300#kg005
2•ziptron•38m ago•1 comments

UK to Scrap Digital ID

https://www.bbc.co.uk/news/articles/c5y08z25q8eo
3•i-am-cjc•40m ago•0 comments

ACI – The Open Standard for Autonomous Companies

https://github.com/narko4u/aci-spec
1•EddieWade•46m ago•0 comments

Show HN: FlexInference LLM Router

https://www.flexinference.com
1•Aperswal•50m ago•0 comments

Are your teams running out of GitHub Copilot credits?

https://nstech.substack.com/p/are-your-teams-running-out-of-github
3•sriram_iyengar•58m ago•0 comments

Ask HN: How do you as a normal swe use AI?

2•atworkc•59m ago•0 comments

Dave Eggers told OpenAI staff that ChatGPT was 'silencing a generation'

https://www.theverge.com/ai-artificial-intelligence/967630/dave-eggers-openai-chatgpt-silencing-a...
3•littlexsparkee•1h ago•0 comments

Show HN: CodeKitHub – Free browser-based tools, files never leave your device

https://codekithub.com/en/
1•qiaobax•1h ago•0 comments

Facefinder

https://face-finder.org
1•thefirstname322•1h ago•0 comments

Controlling Reasoning Effort in LLMs

https://magazine.sebastianraschka.com/p/controlling-reasoning-effort-in-llms
1•vismit2000•1h ago•0 comments

We are entering the graph engineering phase

https://www.drjoshcsimmons.com/writing/we-are-entering-the-graph-engineering-phase
1•joshcsimmons•1h ago•0 comments

Tooly – Local JSON, YAML, CSV and Regex Tools

https://www.tooly.one/
1•hengery•1h ago•0 comments

Proof of Fermat Last Theorem from Scratch

https://www.youtube.com/watch?v=9f-hGSh8lF0
1•E-Reverance•1h ago•0 comments

India's Skyroot launches Vikram-1 in first private orbital rocket mission

https://www.reuters.com/science/indias-skyroot-launches-vikram-1-first-private-orbital-rocket-mis...
2•SilverElfin•1h ago•0 comments

The cost of the night shift and how to sleep it off

https://www.bbc.co.uk/news/articles/cp9errxl97go
1•mmarian•1h ago•0 comments

The Case for Systems Engineering in the Agentic Era

https://goyalankit.com/blog/the-case-for-systems-engineering-in-the-agentic-era
1•goyalankit•1h ago•0 comments