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.

The Waiting Time Paradox, Or, Why Is My Bus Always Late? (2018)

https://jakevdp.github.io/blog/2018/09/13/waiting-time-paradox/
1•downbad_•16s ago•0 comments

GitHub Actions needs OIDC audience constraints

https://blog.yossarian.net/2026/08/10/github-actions-needs-oidc-audience-constraints
1•cimnine•34s ago•1 comments

The mystery of why left-handers are so much rarer (2016)

https://www.bbc.com/future/article/20160930-the-mystery-of-why-left-handers-are-so-much-rarer
1•downbad_•50s ago•0 comments

Show HN: Ekbatan – Modern Java Presistence Framework – CQRS/Event Sourcing – v1

https://ekbatan-io.github.io/ekbatan/
1•unikzforce•56s ago•0 comments

Local Models Will Not Win

https://www.seangoedecke.com/local-models-will-not-win/
1•I_have_receipts•2m ago•0 comments

AI drones are transforming warfare [video]

https://www.bbc.com/reel/video/p0n7sbpd/watch
1•whosgotch•3m ago•0 comments

IEC 60880 Compliance in Nuclear Systems and Software Safety

https://www.qa-systems.com/blog/iec-60880-compliance-in-nuclear-systems/
1•Bluestein•5m ago•0 comments

Asus Oxiis Intelligent Bike Booster

https://www.asus.com/accessories/bike-booster/asus-oxiis/oxiis-intelligent-bike-booster/
2•_thisdot•6m ago•0 comments

How and when to see the solar eclipse

https://www.bbc.co.uk/news/resources/idt-2a268141-80ca-480d-bd04-6cf688bcc3dd
1•rwmj•6m ago•0 comments

What agentic harness do you use with Chinese models?

1•Gooblebrai•9m ago•1 comments

Google Builds a New Gemini Model Team as AI Investments Accelerate

https://www.nextplatform.com/cloud/2026/08/06/google-builds-a-new-gemini-model-team-as-ai-investm...
1•rbanffy•11m ago•0 comments

Beijing is forcing a mass breakup with AI lovers

https://restofworld.org/2026/china-ai-boyfriend-ban-bytedance-doubao/
1•Nazzareno•12m ago•0 comments

Toggles Considered Harmful

https://ignorethecode.net/blog/2026/08/09/toggles_considered_harmful/
1•signa11•12m ago•0 comments

Sasquatch science

https://aeon.co/essays/the-surprisingly-scientific-methods-of-bigfooters
3•rifish•14m ago•1 comments

Barclays on AI testing, telemetry and kill switches

https://qa-financial.com/barclays-on-ai-testing-telemetry-and-kill-switches/
1•bryanrasmussen•14m ago•0 comments

What happened to Loom after the Atlassian acquisition?

https://chairkick.com/what-happened-to-loom
1•olieidel•16m ago•0 comments

Looking to build 1–2 SaaS projects at a low price

https://www.indiehackers.com/post/looking-to-build-1-2-saas-projects-at-a-very-low-price-0b83cfe530
1•AutFlowStudio•18m ago•0 comments

When the best decision is no decision: the rise of randomization in grant

https://www.nature.com/articles/d41586-026-02082-7
1•sbulaev•18m ago•0 comments

Show HN: Mr_tech – Treating 3D games as source code, not as their runtime

https://github.com/markel1974/godoom
1•markel1974•19m ago•0 comments

Show HN: Overlay – Design with your React components and CSS tokens in your IDE

https://www.overlay.studio/
1•frabia•19m ago•0 comments

CVE-2026-56852: x/text/Unicode/norm infinite loop on invalid UTF-8 (DoS)

https://pkg.go.dev/vuln/GO-2026-5970
2•refp•21m ago•0 comments

Rust game engine Bevy's sixth birthday

https://bevy.org/news/bevys-sixth-birthday/
1•killercup•21m ago•0 comments

How to organize Claude Code for product work

https://www.theaithinker.com/p/how-to-organize-claude-code-for-product
2•adamfaik•23m ago•0 comments

AI for science needs reasoning, not just data

https://www.technologyreview.com/2026/08/10/1141384/ai-agents-for-science/
1•joozio•23m ago•0 comments

Show HN: Anansi – open-source memory API for LLM apps

https://github.com/g-33-L/anansi
1•jsuleiman•23m ago•0 comments

Claude Opus 4.8 Costs 57.1× More, Loses All 5 Benchmarks – Beaten by the Harness

https://floatboat.ai/news/harness-benchmark
1•Floatboat_ai•26m ago•0 comments

CodeSnap – Open-source Carbon.sh alternative with SVG export

http://87.106.146.111:8181
1•chainman•28m ago•0 comments

My Little Game History Anthology

https://felipepepe.medium.com/my-little-game-history-anthology-4029a0d29089
1•rdmuser•28m ago•0 comments

Chinese Mini-Game Sites That Defined Millennial Summer Holidays

https://radii.co/article/6-chinese-mini-game-websites-millennial-summer-holidays
1•rdmuser•29m ago•1 comments

Linus Torvalds says AI has made 'huge' Linux kernel updates the new normal

https://www.theregister.com/os-platforms/2026/08/10/linus-torvalds-says-ai-has-made-huge-linux-ke...
4•pseudolus•29m ago•0 comments