Introducing SubQ - a major breakthrough in LLM intelligence.
It is the first model built on a fully sub-quadratic sparse-attention architecture (SSA),
And the first frontier model with a 12 million token context window which is:
- 52x faster than FlashAttention at 1MM tokens
- Less than 5% the cost of Opus
Transformer-based LLMs waste compute by processing every possible relationship between words (standard attention).
Only a small fraction actually matter.
@subquadratic finds and focuses only on the ones that do.
That's nearly 1,000x less compute and a new way for LLMs to scale.
I’m so happy that I’ve managed to do a lot around my open-source projects with #ai last months before all major players decided to reduce their limits and request more money for the same level. Nowadays even with subscription I’m hitting limits constantly and this is annoying…
Just merged completely new implementation of property hooks for the #goaop framework that operates on native PHP Property Hooks! No more magic with unset of properties and __get/__set magic methods github.com/goaop/framework/i…
Together with native PHP8 attributes, plugin for the IDEA and #phpstan generics it works so natively! Can’t wait to finish all planned works around version of 4.x of framework.
As a bonus, property interception now works for properties, declared inside traits as well, which wasn’t possible at all with previous version of AOP engine.
Pro-tip: if you want to adopt #agentic development for your PHP project, after initialization, request first your agent to achieve #phpstan level 10 step-by-step, committing each level separately. This will set a foundation layer for agents to make their work better.
Thanks to the @claudeai, I’ve implemented completely new interception engine for the @goaop framework based on my old idea with traits. This opened the door for interception of private methods, less hierarchy issues and faster execution flow, comparing to the previous version!
Really impressive result! It wasn’t possible previously because of lack of my time, but now I need just ideas and some Claude tokens to implement my ideas and still it will be cheaper than paying someone for maintenance of my OSS projects!
🗳️ Voting for the PHP 8.5 Release Page Contest is live!
Check out the shortlisted designs and vote for your favorite with 👍 on GitHub:
github.com/php/web-php/issue…
Voting closes Nov 2 — winner announced Nov 4 💜
Advices when architecting global services: always geo-distribute your infrastructure across multiple AWS regions, enforce region boundary/isolation, rely on cross-regional replication and work on BCP/DRP scenarios to be ready for incidents.
Interesting that AWS is using its own DynamoDb in so many internal places that it created a SPF => disrupted many services today.
Observed that EC2 Autoscaling was not working because info about free machines may be probably inside DynamoDB too, causing inability to scale EC2s
Well, sometimes internal details leaks outside of PHP engine. If you class has a property hook, then ReflectionClass->isIterable() will return true, because engine installs own hook for the get_iterator.
Looks like a bug github.com/php/php-src/issue…
Junie, the AI coding agent by JetBrains, is now available in PhpStorm! 🎉
Junie further unlocks the power of PhpStorm tools, changing the game from vibe coding to getting things done. 💪
Try Junie now jb.gg/junie-ps, and share what you end up with in the thread!