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The software industry: annealing, but wrong

https://apenwarr.ca/log/20260531
2•BenoitEssiambre•1h ago

Comments

BenoitEssiambre•59m ago
Attempts to impose always small PRs might get me to argue that optimal change sizes are normally distributed.

If you look at how simulated annealing (https://en.wikipedia.org/wiki/Simulated_annealing) is done, while the average size of jumps shrinks in the wikipedia annealing animation, there's always _some_ probability of large jumps in the optimized metropolis-hasting process as the jumps are still normally distributed just with shrinking variance over time.

"[I split a large PR into multiple] But also, I could not have developed the quotas feature in real life in that artificial order. The grants structure evolved as my understanding of pricing and quota enforcement evolved. The original quota semantics sucked, so I rewound back to the data structures, which affected how the pricing got imported, which changed how the quotas were stored. The code reviewers didn't have to worry about that but I did."

This is also one way LLMs are fundamentally different from prior language models which worked by searching over parse trees top-down or bottom up trying to fit independently evolved pieces. LLMs lay everything out in a large matrix of randomized weights and try to slide everything into place jointly.

This means organizing all the pieces well into a single context window unlocks a special AI power: to efficiently jointly converge these pieces to fit better with each other (like a smart human having loaded up on context would do). Splitting the work into multiple PRs or contexts might stymie this powerful aspect of AI.

It is a challenge and somewhat of an art to pack and organize the information in a context window to exploit this type of reasoning LLMs are made for.

Marc Andreessen on the 5 personality traits of an innovator

https://www.startuparchive.org/p/marc-andreessen-on-the-5-personality-traits-of-an-innovator-5e06
1•alirohde•2m ago•0 comments

They Are Top Spenders in the Midterms. and They Hate Each Other

https://www.nytimes.com/2026/05/30/us/politics/anthropic-openai-super-pacs-midterms.html
1•alirohde•3m ago•0 comments

Show HN: webrtcforthestreamer.com – How WHIP makes streaming more connected

https://webrtcforthestreamer.com
2•Sean-Der•3m ago•1 comments

NPM-Scan:Detecting Dependency Confusion, Typosquatting,and Credential Harvesting

https://github.com/lateos-ai/npm-scan
1•lateos-ai•7m ago•0 comments

Dialing In the Ghost in the Machine: LLMs for guitar tones

https://vishsubramanian.me/lm-guitar-tone-generator-polychrome/
1•ingvay7•7m ago•0 comments

Modos Flow: 60 Hz open-hardware e-ink monitor

https://www.crowdsupply.com/modos-tech/modos-flow
2•alex-a-soto•8m ago•0 comments

The WAF blocked the obvious. Here is what it missed

https://arcis-website.pages.dev/blog/posts/why-your-waf-missed-it
1•gagancm•8m ago•0 comments

Minimax M3 on Open Router

https://openrouter.ai/minimax/minimax-m3
3•guybedo•9m ago•0 comments

Patient-reported treatment outcomes in ME/CFS and long Covid

https://www.pnas.org/doi/abs/10.1073/pnas.2426874122
1•brandonb•11m ago•0 comments

Concurrent device registration without Redis

https://seg6.space/posts/concurrent-registration/
1•seg6•13m ago•0 comments

Computing Scaling Laws

https://www.riq.net.br/pub/computing-scaling/index.html
1•manoDev•13m ago•0 comments

FBI Internet Crime Report 2025 [pdf]

https://www.ic3.gov/AnnualReport/Reports/2025_IC3Report.pdf
1•1vuio0pswjnm7•15m ago•0 comments

No Raise, No Promotion: 1 in 4 White-Collar Workers Are Stalling Out

https://www.wsj.com/lifestyle/careers/white-collar-workers-career-nyu-study-a81a7d9c
1•cebert•16m ago•1 comments

The DuckDuckGo logo changes depending on search terms

1•oldMobileOnWifi•17m ago•0 comments

ClickHouse launched a native Postgres managed service

https://clickhouse.com/blog/postgres-managed-by-clickhouse-beta
1•saisrirampur•20m ago•0 comments

Shift from a Leader-Follower to a Leader-Leader Approach

https://www.practicalengineering.management/p/shift-from-a-leader-follower-to-a
3•Alupis•23m ago•0 comments

Use Codex, Grok, Kiro, and Cursor OAuth with Claude Code

https://github.com/RyanKung/rotom
1•ryankung•26m ago•1 comments

Eggs are now officially healthy

https://www.empirical.health/blog/eggs-now-officially-healthy/
4•brandonb•26m ago•1 comments

OpenAI Docs –> 403: Forbidden

https://developers.openai.com/
1•g42gregory•27m ago•0 comments

Dell brings back XPS 13 as MacBook Neo competitor – with temporary price of $599

https://www.theverge.com/tech/940498/dell-xps-13-student-laptop-intel-wildcat-panther-lake-comput...
2•helsinkiandrew•31m ago•1 comments

Modern-m68k-toolchains: Swift for 68k Mac, rust/Zig for Atari

https://github.com/DominoTree/modern-m68k-toolchains
1•joshu•31m ago•0 comments

Club Car Introduces Electronic Park Brake That Requires $500 Tool

https://consumerrights.wiki/w/Club_Car_Introduces_Electronic_Park_Brake_That_Requires_$500_Tool
3•berlianta•32m ago•0 comments

Show HN: Manger – Livestock Management App

https://www.manger.app/
2•krogenx•36m ago•0 comments

How bosses should talk about AI

https://www.economist.com/business/2026/05/28/how-should-bosses-talk-about-ai
4•petethomas•36m ago•0 comments

Meta tool track employee mouse clicks on collision course with EU privacy rules

https://www.reuters.com/business/meta-tool-track-employee-mouse-clicks-collision-course-with-eu-p...
3•1vuio0pswjnm7•38m ago•0 comments

Europe's trade war with China [pdf]

https://tradetalkspodcast.com/wp-content/uploads/2026/05/Episode-214-Transcript-Complete.pdf
1•mooreds•41m ago•0 comments

Whisked: Taste the Local Difference [video]

https://www.youtube.com/watch?v=DOG-9cQw4IU
1•mooreds•41m ago•0 comments

Improve Annual Cropping

https://drawdown.org/explorer/improve-annual-cropping
3•mooreds•43m ago•0 comments

The Metaverse and its ghost towns: Why social VR apps are struggling

https://www.heise.de/en/background/The-Metaverse-and-its-ghost-towns-Why-social-VR-apps-are-strug...
3•croes•43m ago•0 comments

Unlawful by design: Exposing the human rights costs of generative AI

https://www.amnesty.org/en/documents/pol40/0996/2026/en/
6•cratermoon•44m ago•1 comments