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Gulf of Mexico is a perfect programming language

https://github.com/TodePond/GulfOfMexico
1•xiaoyu2006•45s ago•0 comments

I'm Creating a Minimal Dark Software Factory

https://joeldare.com/creating-a-minimal-dark-factory
1•codazoda•2m ago•0 comments

Atmo.rsvp is a decentralized events calendar built on the AT Protocol

https://portal.eurosky.tech/apps/3moebodfjt2oq
2•doener•2m ago•0 comments

Affix-io/SDK-light – PQC ML-DSA-65 Signing for proofs

https://www.npmjs.com/package/@affix-io/sdk-light
1•affixio•5m ago•0 comments

Show HN: The wanderer – cozy weekend game with no objective

1•freakynit•6m ago•0 comments

Loveyourclanker.org

https://loveyourclanker.org/
2•javascriptmick•7m ago•1 comments

AI Can Guess Your Location from Social Media Photos with 87% to 91% Accuracy

https://www.macobserver.com/news/ai-can-guess-your-location-from-social-media-photos-with-87-to-9...
1•01-_-•8m ago•0 comments

Madrid hospital creates first bone metamaterial prosthesis

https://www.euronews.com/health/2026/08/15/madrid-hospital-creates-first-bone-metamaterial-prosth...
3•01-_-•9m ago•0 comments

Rcarmo/bun-packrat: Single-file web archive: SQLite-backed, self-contained HTML

https://github.com/rcarmo/bun-packrat
1•rcarmo•10m ago•0 comments

The Moviemaking Exodus from Hollywood

https://www.politico.com/news/magazine/2026/08/16/hollywood-film-production-illinois-tax-credits-...
2•RickJWagner•10m ago•1 comments

Show HN: The Gateless Gate – Ancient Zen text as 50 procedural 3D scenes

https://killedbyapixel.github.io/GatelessGate/
1•KilledByAPixel•12m ago•0 comments

'Fakers' by Rory Cormac Review

https://www.historytoday.com/archive/review/fakers-rory-cormac-review
1•pepys•12m ago•0 comments

Why is a local workout log a $5–16/month subscription?

https://www.gostay.fit
3•justastudent43•13m ago•0 comments

Show HN: I shrank DeepSeek V4 Flash to 57GB and it wrote a compiler on my Mac

https://huggingface.co/steadfastgaze/DeepSeek-V4-Flash-0731-Coder-56.8GB-MoEspressoV2
2•hacklas•14m ago•0 comments

AgentShield – Offline Rust security scanner for AI agent tools and MCP (<50ms)

https://github.com/aiconnai/agentshield
1•aiconnai•15m ago•0 comments

Founder.best launches a weekly newsletter for founders featuring new products

https://www.founder.best
1•anujshashimal12•15m ago•0 comments

Late-night-regrets – piclaw addon for agent self-correction

https://rcarmo.github.io/piclaw-addons/addons/late-night-regrets/
1•rcarmo•16m ago•0 comments

In praise of designer-ish babies

https://www.economist.com/leaders/2026/08/13/in-praise-of-designer-ish-babies
2•Anon84•17m ago•0 comments

Ordinary WiFi can now identify you with near-perfect accuracy

https://www.sciencedaily.com/releases/2026/08/260811052857.htm
4•jonbaer•17m ago•1 comments

3D Printing State of the Union

https://taoofmac.com/space/blog/2026/08/06/1700
1•rcarmo•20m ago•0 comments

Four Years at Nanjing University – Software Engineering and Armchair Programming (2025)

https://blog.lyc8503.net/en/post/4-years-at-nju/
1•xiaoyu2006•20m ago•0 comments

Arcadia review – love, gardening and Euclidian geometry collide in masterpiece

https://www.theguardian.com/stage/2026/feb/05/arcadia-review-tom-stoppard-old-vic-london
1•isomorph•21m ago•0 comments

Bqnpad (Online BQN REPL)

https://bqnpad.mechanize.systems
2•isomorph•22m ago•0 comments

AI won't solve the work-theater problem

https://think-twice.me/?p=102
1•zug_zug•24m ago•0 comments

Women drone operators in the Ukrainian military

https://en.wikipedia.org/wiki/Women_drone_operators_in_the_Ukrainian_military
2•isomorph•24m ago•0 comments

Publishing: What's Worse Than AI Slop? Trad Slop

https://novelarcade.substack.com/p/whats-worse-than-ai-slop-trad-slop
1•richardatlarge•24m ago•0 comments

Why play is at the core of a meaningful life

https://www.ft.com/content/7b95cdab-7546-432f-b4a1-6509e7648ec5
1•jazzprogramming•24m ago•0 comments

Flock is tightening its rules in response to a growing surveillance backlash

https://www.technologyreview.com/2026/08/13/1141904/flock-is-tightening-its-rules-in-response-to-...
1•joozio•25m ago•0 comments

Technical Report on Mirror Bacteria: Feasibility and Risks

https://purl.stanford.edu/cv716pj4036
1•alephnerd•26m ago•0 comments

If Star Wars Had a $10 Budget – Full Movie [video]

https://www.youtube.com/watch?v=0qy8Bnb9C1o
1•nate•26m ago•0 comments
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.