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FlashInfer-Bench: Building the Virtuous Cycle for AI-Driven LLM Systems

https://arxiv.org/abs/2601.00227
1•matt_d•54s ago•0 comments

A modular marketing command center built with autonomous workflows

https://flippa.com/12205760-vect-ai-is-an-autonomous-marketing-command-center-where-ai-agents-pla...
3•WoWSaaS•1m ago•0 comments

Predict Your House Price

https://www.bloomberg.com/opinion/newsletters/2026-01-06/predict-your-house-price
1•feross•1m ago•0 comments

Show HN: Sumoffy (macOS) – Offline Document Intelligence You Can Trust

https://rokontech.gumroad.com/l/sumoffy
1•rokontech•3m ago•0 comments

Vect AI: treating marketing execution as software, not a stack of tools

https://vect.pro/
2•MMAFRAZ•4m ago•1 comments

US says it will discuss Greenland ownership with Denmark next week

https://www.bbc.com/news/articles/cly39pgmvrzo
1•onemoresoop•4m ago•1 comments

Shortages Cause Sky-Rocketing RAM Prices – In 1985

https://www.goto10retro.com/p/shortages-cause-sky-rocketing-ram
1•rbanffy•5m ago•0 comments

Show HN: AbleMouse AI. Nose-point cursor. Screen-size independent

https://github.com/aradzhabov/AbleMouse
1•aradzhabov•6m ago•0 comments

Policy-Based Design versus Combinatorial Hell

https://becheler.github.io/policy-based-design/
2•todsacerdoti•6m ago•0 comments

Bikemap.nyc – visualization of the history of Citi Bike bike-sharing system

https://bikemap.nyc/
2•ChrisArchitect•6m ago•0 comments

Gleam Web Development Tutorial: JSON Rest API and Type-Safe SQL [video]

https://www.youtube.com/watch?v=kmbH7WdwKkc
1•andfadeev•7m ago•0 comments

macOS Background Security Improvement Update (BSI) Database

https://mrmacintosh.com/macos-background-security-improvement-update-bsi-database/
1•speckx•10m ago•0 comments

We Rewrote Our Startup from PHP to Gleam

https://www.radical-elements.com/minor-epiphanies/we-rewrote-our-startup-from-php-to-gleam-in-3-w...
1•lexx•12m ago•0 comments

Refuctoring [pdf]

https://www.waterfall2006.com/Refuctoring.pdf
2•bguthrie•12m ago•0 comments

British businesses warned of 'cashflow contagion' as more firms set to collapse

https://www.gbnews.com/money/businesses-warned-of-cashflow-contagion
1•petethomas•13m ago•1 comments

Monitoring a Docker Homelab with Open Source

https://coroot.com/blog/monitoring-a-docker-homelab-with-coroot/
2•DebianDude•14m ago•0 comments

Boycott Edge Esmeralda 2026

https://blog.hermesloom.org/p/boycott-edge-esmeralda-2026
1•sigalor•14m ago•0 comments

S3 processes over 100M reqs/sec with strong consistency

https://twitter.com/MarcJBrooker/status/2008670722613539292
1•aloukissas•14m ago•0 comments

Larry Page officially moves business out of CA ahead of a proposed wealth tax

https://www.businessinsider.com/larry-page-leave-california-wealth-billionaire-tax-koop-google-20...
2•elsewhen•15m ago•0 comments

Jensen Huang of Nvidia Named IEEE Medal of Honor Recipient

https://corporate-awards.ieee.org/ieee-medal-of-honor/
1•chrisaycock•15m ago•0 comments

Nvidia at CES, Vera Rubin and AI-Native Storage Infrastructure, Alpamayo

https://stratechery.com/2026/nvidia-at-ces-vera-rubin-and-ai-native-storage-infrastructure-alpamayo/
1•feross•15m ago•0 comments

Predator iOS Spyware: Build a Surveillance Framework

https://blog.reversesociety.co/blog/2025/predator-ios-malware-surveillance-framework-part-1
2•tonygo•16m ago•0 comments

ARM `IT` predication is architecturally unsafe for crypto implementations (POC)

https://github.com/jnk0le/random/blob/master/pipeline%20cycle%20test/CM85_predicate_timmingleak_P...
2•jnk0le•17m ago•1 comments

Facial Age Checks Now Required to Chat on Roblox

https://corp.roblox.com/newsroom/2026/01/roblox-age-checks-required-to-chat
1•haunter•18m ago•1 comments

Train Surgery [video]

https://www.youtube.com/watch?v=RAQBaDWxRQ0
1•iamflimflam1•18m ago•0 comments

Interesting Articles I've Read in 2025

https://bcmullins.github.io/interesting-articles-2025/
2•wannabebarista•19m ago•1 comments

Devaluation of Work

https://assertfail.gewalli.se/2026/01/06/Devaluation-of-work.html
1•wallymathieu•19m ago•0 comments

The Colonization of Confidence

https://sightlessscribbles.com/the-colonization-of-confidence/
1•Dachande663•23m ago•1 comments

A tab hoarder's journey to sanity

https://twitter.com/borisandcrispin/status/2008709479068794989
11•borisandcrispin•23m ago•2 comments

Bezier Curves and Clip Path

https://clippath.app
1•akjcon•25m ago•0 comments
Open in hackernews

Ask HN: Is reasoning just some iterative context refinement?

2•sschmitt•7mo 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•7mo 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.