10 October 2026 · OpenGeni Engineering
Fictional draft: This post and its benchmark results are illustrative and have not been published or verified by the OpenGeni team.
Today, we’re sharing the latest OpenGeni benchmark results—and the improvements are visible across the board.
https://conor.fyi/writing/liquid-glass-reference
iOS 26 Liquid Glass represents Apple's most significant design evolution since iOS 7, introduced at WWDC 2025 (June 9, 2025). Liquid Glass is a translucent, dynamic material that reflects and refracts surrounding content while transforming to bring focus to user tasks. This unified design language spans iOS 26, iPadOS 26, macOS Tahoe 26, watchOS 26, tvOS 26, and visionOS 26.
**opus 4.8 thinking roast: **
I've got both. Here's the roast, straight up — measured against your own Product Hunt playbook.
The good news first, so the burns land harder: Well actually clears your hardest bar. "Robots chasing invoices & receipts" via an AI-native infrastructure that turns any web portal into an API is a genuine pain point with a defensible moat — connectors built and self-healed by AI across 10,000+ providers is not a weekend clone . Your playbook says build where "deep expertise, unique data, proprietary technology" protects you from saturation . Max ran spend management at European SME banks; he checks that box. So why does the launch read like it's apologizing for itself?
The SaaS industry, particularly companies leveraging AI agents, is increasingly adopting outcome-based pricing models where customers pay for verified results rather than seats or usage limits. This shift typically falls into two categories: charging for specific jobs completed or charging based on tangible financial outcomes. l40
Many customer service platforms are leading the transition to outcome-based pricing because the results are relatively easy to measure.
Please review [URL].
Yes, there is a prominent Chinese startup working on exactly this chemistry. In early April 2026, a company based in Wuhan called AetherRun New Energy Technologies Ltd unveiled their first-generation LNMO (lithium nickel manganese oxide) battery solution. barchart
Just like Morrow Batteries, AetherRun is positioning LNMO as a cobalt-free alternative, describing it as a "third pathway" to compete alongside the two dominant battery chemistries on the market today: LFP (lithium iron phosphate) and NCM (nickel cobalt manganese). barchart
AetherRun published test results in April 2026 that showed significant promise in overcoming the
You're half right — the "-pilled" suffix traces directly back to The Matrix, but Richard Sutton's bitter lesson isn't actually part of its etymology.
The construction comes from "red-pilled," a reference to the 1999 film The Matrix, where Neo's red pill symbolizes waking up to an uncomfortable reality versus the blue pill's blissful ignorance. Online communities later generalized "-pilled" into a productive suffix meaning "converted to" or "subscribing to" any ideology or perspective — hence slime-pilled, Nintendo-pilled, etc.. reddit
"AI-pilled" (and the related "AGI-pilled") evolved organically in tech communities as a riff on red-pilled, but signaling revelation and enthusiasm rather than disillusionment. It describes the moment someone goes from casual observer to fervent adopter of AI — often after an intense hands-on session that leaves them convin
Can you look at this issue: runbot-hq/run-bot#325
please solve the issue. each sub issue is one phase. (you can work locally or directly to github, you also have access to mcp and terminal)
open a new branch from main and open a pr for this branch linking issue etc
please solve one phase at the time
please solve everything in one branch. do not make many stacked branches etc
