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Grammelot

https://en.wikipedia.org/wiki/Grammelot
1•schandmaul•2m ago•0 comments

The Fifteen-Minute Principal Engineer

https://markatwood.substack.com/p/the-fifteen-minute-principal-engineer
1•slyall•5m ago•0 comments

Building my own project management tool on Cloudflare

https://tom-dickson.com/blog/projektor-mcp-issue-tracker-cloudflare-workers/
1•tajd•5m ago•1 comments

Code harness for DeepSeek V4? OpenCode vs. pi vs. jcode vs. reasonix

https://grigio.org/which-is-the-best-coding-harness-for-deepseek-v4-opencode-vs-pi-vs-jcode-vs-re...
1•grigio•6m ago•0 comments

Google doesn't need the LLM crown

https://www.semafor.com/article/08/07/2026/google-doesnt-need-the-llm-crown
1•theanonymousone•10m ago•0 comments

Show HN: Appealr – 15s live face-offs ranked by human votes (not AI)

https://appealr.vercel.app
1•arian_•15m ago•0 comments

The Vampire Theorem Prover

https://github.com/vprover/vampire
1•modinfo•16m ago•0 comments

American oil company prepares to drill in Greenland

https://www.theguardian.com/world/2026/aug/08/greenland-iwarning-trump-linked-oil-firm-prepares-d...
1•qprofyeh•23m ago•0 comments

The screwdriver test, or What separates real engineers from the rest

https://carette.xyz/posts/a_story_of_screwdriver_drivers/
5•LucidLynx•26m ago•0 comments

Show HN: I updated my unofficial Substack Posting API

https://apisubstack.com/
2•bigmuzzy•27m ago•0 comments

From constraint models to playable puzzle games

https://zayenz.se/blog/post/constraint-generated-puzzle-games/
2•thunderbong•32m ago•0 comments

Conway's Law

https://martinfowler.com/bliki/ConwaysLaw.html
1•pykello•37m ago•0 comments

Big Ball of Mud

https://www.laputan.org/mud/mud.html
1•pykello•37m ago•0 comments

Grindr CEO Says AI Is Doing the Work of 200 Engineers

https://ai-updates.net/grindr-ceo-says-ai-is-doing-the-work-of-200-engineers/
2•ashurandi•41m ago•0 comments

How to Be a Consultant, a Freelancer, or an Independent Contractor (2011)

https://jacquesmattheij.com/be-consultant/
1•downbad_•42m ago•0 comments

Show HN: Non-custodial Monero->BTC/LTC atomic swaps in the browser (testnet)

https://testnetswap.com/
1•Tech1k•53m ago•0 comments

I'm leaving OpenAI to build Jurassic Park

https://taylor.town/leaving-openai
6•birdculture•58m ago•1 comments

How to Keep Thinking

https://www.seangoedecke.com/how-to-keep-thinking/
1•vinhnx•1h ago•0 comments

To Save C, We Must Save ABI

https://thephd.dev/to-save-c-we-must-save-abi-fixing-c-function-abi
1•gurjeet•1h ago•0 comments

Roku now has a 24/7 AI slop channel

https://www.theverge.com/entertainment/976939/roku-fairground-ai-fast-channel
3•BlueBerry2001•1h ago•0 comments

Show HN: ContentIQ – Evaluate and optimize content quality before publishing

https://app.contentiq.net/
1•Sharanxxxx•1h ago•0 comments

Europe's wildfires have raised the danger posed by unexploded WWII bombs

https://theconversation.com/europes-wildfires-have-raised-the-danger-posed-by-unexploded-wwii-bom...
2•jjp•1h ago•0 comments

It Looks Like You're Trying to Take over the World (2022)

https://gwern.net/fiction/clippy
1•vinhnx•1h ago•0 comments

A look into AP2 and HTTP 402 illustrated

https://blog.owulveryck.info/2026/06/25/from-isolated-agents-to-agentic-mesh-orchestrating-sdlc-w...
1•owulveryck•1h ago•0 comments

Show HN: Dsv4 Codex Proxy – Make DeepSeek V4 Flash 0731 "Codex-Native"

https://github.com/ryanzhou/dsv4-codex-proxy
1•zhoutong•1h ago•0 comments

Initial Apple M3 Pro / Max / Ultra Support Being Upstreamed for Linux 7.3

https://www.phoronix.com/news/M3-Pro-Max-Ultra-Linux-7.3
1•pizzaiolo•1h ago•0 comments

Codex Pet

https://github.com/joryeugene/georgie-phalene-codex-pet
1•calmhive•1h ago•0 comments

Apple Could Give "Obsolete" iPads New Life with This One Weird Trick

https://www.ifixit.com/News/118176/apple-could-give-obsolete-ipads-new-life-with-this-one-weird-t...
2•wrxd•1h ago•2 comments

A shell exclamation mark is not for yelling. Be lazy

https://refp.se/articles/your-shell-and-the-lazy-exclamation-mark
3•thunderbong•1h ago•0 comments

Partmode – SolidWorks open source alternative – Live browser demo

https://github.com/bomWiki/partmode
2•punnerud•1h 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.