frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

Open Source @Github

fp.

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.

Publisher demands $500 from impersonated author to retract paper

https://retractionwatch.com/2026/03/05/publisher-demands-500-from-impersonated-author-to-retract-...
1•MaysonL•1m ago•0 comments

A Brief History of Type Systems and How AI Is Changing the Tradeoffs

https://ntnt-lang.org/blog/type-systems-for-ai-agents
1•joshcramer•2m ago•0 comments

IBM takes a second shot at Post Office contract to replace Horizon

https://www.computerweekly.com/news/366639859/IBM-takes-a-second-shot-at-Post-Office-contract-to-...
1•latein•2m ago•0 comments

Promptfoo Is Joining OpenAI

https://www.promptfoo.dev/blog/promptfoo-joining-openai/
1•Areibman•3m ago•0 comments

Show HN: Nikui – An LLM-Powered "Stench Guard" for Your CI/CD

https://github.com/Blue-Bear-Security/nikui
1•amirshk80•4m ago•0 comments

Fixfest is a global gathering of repairers, tinkerers, and activists

https://fixfest.therestartproject.org/
4•robtherobber•4m ago•0 comments

AI Observability and Evaluations: The Operating System for Reliable LLM Products

https://labs.adaline.ai/p/ai-observability-and-evaluations
1•yarapavan•5m ago•0 comments

The Prompt I Cannot Read

https://the-prompt-i-cannot-read-ee16d7.gitlab.io/
2•gmays•7m ago•0 comments

We have more privacy controls yet less privacy

https://www.bbc.com/news/articles/c4gj39zk1k0o
2•1vuio0pswjnm7•7m ago•0 comments

MacBook Neo: Commenting from Privilege?

https://twitter.com/mufasaYC/status/2030908794180633010
1•tosh•8m ago•0 comments

Zuckerberg is done with Alexandr Wang

https://old.reddit.com/r/ArtificialInteligence/comments/1rl65kj/mark_zuckerberg_is_done_with_the_...
4•Insanity•8m ago•0 comments

Leading Frontier Firm Transformation with Microsoft 365 E7

https://partner.microsoft.com/en-us/blog/article/agent-365-announcement
1•mindracer•9m ago•0 comments

The Cost of Indirection in Rust

https://blog.sebastiansastre.co/posts/cost-of-indirection-in-rust/
1•sebastianconcpt•10m ago•0 comments

Startup Wants to Launch a Space Mirror

https://www.nytimes.com/2026/03/09/climate/space-mirror-satellite-solar.html
2•cyunker•10m ago•0 comments

Ask HN: Is Cloudflare Down Again?

2•pocksuppet•10m ago•0 comments

Show HN: ROLV – 20x faster MoE FFN inference on Llama 4 Maverick vs. cuBLAS

https://rolv.ai
1•heggenhougen•11m ago•1 comments

Show HN: IceCubes – speaker-attributed meeting transcripts without a bot

https://icecubes.app
1•Nandita_Arora•11m ago•0 comments

Approximately 40% of prepaid value is never used

https://www.nber.org/papers/w34918
2•neehao•11m ago•0 comments

Wegovy and Ozempic owner dealt blow as next drug is branded 'obsolete'

https://www.theguardian.com/business/2026/feb/23/wegovy-ozempic-weight-loss-drug-novo-nordisk-cag...
2•PaulHoule•12m ago•0 comments

How I Built Brickonomics: Smart Algorithms to Save Money on Lego

https://thebrickblogger.com/2026/03/how-i-built-brickonomics-smart-algorithms-to-save-money-on-lego/
1•abnercoimbre•12m ago•0 comments

Iran Air and Missile War – Ballistic, Interceptors and Munition Stockpiles [video]

https://www.youtube.com/watch?v=mP_rr859r8w
1•cwillu•13m ago•0 comments

GNU, and the AI Reimplementations

https://antirez.com/news/162
2•antirez•14m ago•0 comments

AI agents now help attackers, including North Korea, manage their drudge work

https://www.theregister.com/2026/03/08/deploy_and_manage_attack_infrastructure/
3•johnshades•15m ago•0 comments

Show HN: Monetize APIs for agentic commerce without accounts using Stripe

https://github.com/stripe402/stripe402
2•whatl3y•16m ago•0 comments

Florida Judge Rules Red Light Camera Tickets Are Unconstitutional

https://cbs12.com/news/local/florida-news-judge-rules-red-light-camera-tickets-unconstitutional
3•1970-01-01•18m ago•0 comments

$100 Oil Now Means Bigger Buybacks with Fewer Jobs and Babies Than Ever Before

https://www.governance.fyi/p/wall-street-killed-the-wildcatters
2•toomuchtodo•18m ago•1 comments

Test Data Management with Greenmask and OpenEverest

https://www.greenmask.io/blog/greenmask-openeverest-automating-safe-production-data
1•woyten•19m ago•0 comments

Where to See Cherry Blossoms in the Bay Area This Spring

https://www.kqed.org/science/2000203/where-to-see-cherry-blossoms-2026-san-francisco-bay-area-map
1•zuhayeer•20m ago•0 comments

Aaron Levie: Building for trillions of agents

https://twitter.com/levie/status/2030714592238956960
1•elsewhen•21m ago•0 comments

Learn about Steam

https://www.spiraxsarco.com/learn-about-steam?sc_lang=en-GB
1•flowingfocus•22m ago•0 comments