frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

Open Source @Github

fp.

Open in hackernews

Ask HN: Is reasoning just some iterative context refinement?

2•sschmitt•10mo 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•10mo 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.

Google's Gmail Upgrade Decision: 2B Users Must Act Now

https://www.forbes.com/sites/zakdoffman/2026/04/10/googles-gmail-upgrade-decision-2-billion-users...
1•teleforce•3m ago•0 comments

Give your coding agents the context your repo has

https://aspenkit.dev/
1•mvoutov•7m ago•0 comments

Neural Computers

https://arxiv.org/abs/2604.06425
1•Anon84•8m ago•0 comments

RAG 40x faster using binary quantization (2024)

https://lightning.ai/lightning-ai/templates/rag-40x-faster-using-binary-quantization
1•teleforce•15m ago•0 comments

From error-handling to structured concurrency

https://blog.nelhage.com/post/concurrent-error-handling/
1•vinhnx•17m ago•0 comments

Our response to the Axios developer tool compromise

https://openai.com/index/axios-developer-tool-compromise/
5•surprisetalk•17m ago•0 comments

40x Faster Binary Search

https://www.p99conf.io/session/40x-faster-binary-search/
1•teleforce•19m ago•0 comments

Adding Structured Concurrency to JavaScript

https://github.com/bakkot/structured-concurrency-for-js
1•PaulHoule•19m ago•0 comments

Search demand for "coffee shop near me" across 1k US cities

https://www.sextaris.com/blog/coffee-shop-near-me-1000-us-cities
1•verzhykovskyi•20m ago•0 comments

[STORY] Watching Abandoned Toddlers as the End Approaches

https://www.tumblr.com/bixbythemartian/633183446892691456/writing-prompt-s-youre-a-daycare-worker
2•barry-cotter•21m ago•0 comments

Request Camel Numbering

https://gov.om/w/request-camel-numbering
2•earksiinni•36m ago•0 comments

Git per sviluppatori: guida completa dai comandi base al workflow professionale

https://donatodelpeschio.it/blog/git-guida-completa-comandi-workflow
1•donnyBlanko•37m ago•0 comments

A bet on whether ML-KEM-768 or X25519 will break first

https://github.com/FiloSottile/ecc-vs-lattices-long-bet
1•figsoda•38m ago•1 comments

From Spec-Driven Work to Work Orchestration

https://trilogyai.substack.com/p/from-spec-driven-work-to-work-orchestration
2•kumanday•40m ago•0 comments

Hormuz, an MCP-first forecasting engine for reproducible modeling

https://github.com/farukalpay/hormuz-tectonochemical-engine/
6•festafin•40m ago•1 comments

Anthropic Mythos 0-days replicated with GPT5.4

https://twitter.com/kannthu1/status/2042695741844619502
1•knivets•41m ago•0 comments

Dario – use your Claude Max subscription as an API (no API key needed)

https://github.com/askalf/dario
1•askalf•49m ago•1 comments

Show HN: Collabmem – a memory system for long-term collaboration with AI

https://github.com/visionscaper/collabmem
3•visionscaper•50m ago•1 comments

Is ChatGPT Down?

https://chatgpt.com/
4•laser9•50m ago•1 comments

We gave an AI a 3-year Lease. It opened a store

https://andonlabs.com/blog/andon-market-launch
3•lukaspetersson•51m ago•0 comments

Anthropic loses appeals court bid to temporarily block DoD ruling

https://www.cnbc.com/2026/04/08/anthropic-pentagon-court-ruling-supply-chain-risk.html
1•gmays•52m ago•1 comments

Ask HN: Would you take your engineering team to Buenos Aires for an offsite?

2•yoouareperfect•53m ago•0 comments

Sciences Physiques

https://www.jf-noblet.fr/
2•Eridanus2•53m ago•1 comments

I Built Anthropic's Internal Sandbox Platform on a Single Linux Box

https://jonno.nz/posts/i-built-anthropics-internal-sandbox-platform-on-a-single-linux-box/
2•jonnonz•55m ago•0 comments

What Are You Trying to Say?

https://idiallo.com/blog/what-are-you-trying-to-say
2•foxfired•59m ago•0 comments

Warez Scene

https://en.wikipedia.org/wiki/Warez_scene
7•maltalex•1h ago•2 comments

Open Source LLM Comparison – Is Opus Cooked?

https://paradise-runner.github.io/frontier-comparison/
2•dividedcomet•1h ago•1 comments

Installing OpenBSD on the Pomera DM250 Writerdeck

https://jcs.org/2026/04/09/openbsd-dm250
1•djfergus•1h ago•0 comments

Show HN: Function Calling Harness: From 6.75% to 100% (Qwen Meetup Presentation)

https://typia.io/blog/function-calling-harness-qwen-meetup-korea/
2•samchon-github•1h ago•0 comments

AI Code Is Hollowing Out Open Source, and Maintainers Are Looking the Other Way

https://www.quippd.com/writing/2026/04/08/ai-code-is-hollowing-out-open-source-and-maintainers-ar...
3•pabs3•1h ago•0 comments