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Enhanced rock weathering is not yet a reliable climate protection measure

https://phys.org/news/2026-02-weathering-reliable-climate.html
1•PaulHoule•52s ago•0 comments

The forsaken world of Windows Task Scheduler

https://ssg.dev/the-forsaken-world-of-windows-task-scheduler/
1•sedatk•2m ago•0 comments

Ask HN: Why isn't there an open-source model trained by the community?

1•mittermayr•2m ago•0 comments

Met chief gives phone firms deadline over thefts

https://www.bbc.com/news/articles/c77egvep8mdo
1•Cider9986•3m ago•0 comments

Shopify/liquid: Performance: 53% faster parse+render, 61% fewer allocations

https://simonwillison.net/2026/Mar/13/liquid/
1•rdoherty•3m ago•0 comments

How to Seed a Cloud

https://generalresearch.com/detail-oriented/how-to-seed-a-cloud/
1•x0xMaximus•3m ago•0 comments

Redis for AI Agent Collaboration

1•pavlikenemy•3m ago•0 comments

The Geometry of Color in the Light of a Non-Riemanian Space (2025)

https://onlinelibrary.wiley.com/doi/10.1111/cgf.70136
1•anigbrowl•4m ago•0 comments

Teaching Qwen3-4B to Trade: From Hold-Collapse to +9.4% Returns

https://sabareesh.com/posts/trading-llm/
2•sabareesh•6m ago•0 comments

Show HN: Sapphire – A portable language with native UI and 3D vectors

https://github.com/foxzyt/Sapphire
1•foxz•7m ago•0 comments

Ask HN: ML Engineer (11 yrs, Python/PyTorch/NLP/Rails) available for freelance

1•acaciabengo•8m ago•0 comments

Figuring out why AIs get flummoxed by some games

https://arstechnica.com/ai/2026/03/figuring-out-why-ais-get-flummoxed-by-some-games/
1•jc_811•8m ago•0 comments

Consider the Pigeon, a Surprisingly Capable Technology (2019)

https://spectrum.ieee.org/consider-the-pigeon-a-surprisingly-capable-technology
2•ohjeez•9m ago•0 comments

Rtings.com Reviews are now Pay2View, thanks to AI

https://www.rtings.com/company/revamping-our-membership-program
1•theawesomekhan•10m ago•2 comments

Show HN: I built a smart contract scanner and ran it vs. the $197M Euler exploit

https://paragraph.com/@veritasomega/i-built-a-smart-contract-scanner-and-ran-it-against-the-dolla...
1•URS_Adherent•14m ago•0 comments

ArXiv is establishing itself as an independent nonprofit organization

https://jobs.chronicle.com/job/37961678/chief-executive-officer
1•robinhouston•17m ago•1 comments

(Foam) the Measurement Solution

https://foam.is/
1•isaacbowen•17m ago•0 comments

I built a security scanner for OpenClaw after 824 malicious skills were found

2•baz_sec•17m ago•0 comments

What I Learned Launching CodeYam CLI and Memory on Show HN and Product Hunt

https://blog.nseldeib.com/p/what-i-learned-launching-codeyam
1•nadis•19m ago•0 comments

It's hard for solo developers to gain attentions

3•tonipotato•23m ago•2 comments

Wall Street Bankers Offered Lucrative Access to Join The Pentagon

https://www.nytimes.com/2026/03/13/us/politics/wall-street-access-pentagon.html
1•keernan•23m ago•1 comments

An Agent Skill that lets coding agents render rich interactive visuals

https://github.com/bentossell/visualise
1•aanet•23m ago•0 comments

Vibe Coding Coach – generate a full AI app blueprint in 30 seconds

https://vibecoachcoding.com
1•kareiontech•24m ago•1 comments

Show HN: Inverse Material Renderer on WebGPU

https://michaelrz.github.io/inverseSolverWeb/
1•michael123671•24m ago•0 comments

Soleio: How You Source Great Designers

https://twitter.com/soleio/status/2032284102322495604
1•nadis•25m ago•0 comments

Banking apps can now see which other apps you have installed

https://twitter.com/i/status/2032160764845285606
3•cft•26m ago•0 comments

Into the Darkness: Germany's Black Forest faces a future of transformation

https://longreads.com/2026/03/12/into-the-darkness/
1•Thevet•27m ago•0 comments

DeepMind x YC x Cactus: Voice Agents Hack (win guaranteed YC interview)

https://events.ycombinator.com/voice-agents-hackathon26
3•HenryNdubuaku•28m ago•1 comments

The Sourdough Framework

https://github.com/hendricius/the-sourdough-framework
4•melenaboija•29m ago•2 comments

Emergent abilities in text-to-image model

https://somepago.github.io/posts/emergent-rabbit-hole/
2•mildcaseofphd•29m ago•0 comments
Open in hackernews

Ask HN: Is reasoning just some iterative context refinement?

2•sschmitt•9mo 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•9mo 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.