PERSON DIRECTORY
Axel Backlund
Axel Backlund appears in 3 indexed conversations across The Cognitive Revolution, Latent Space. This directory brings every appearance, source, TL;DR, digest, and transcript into one searchable feed.
When AI Agents Run Businesses — Lukas Petersson and Axel Backlund of Andon Labs
Lukas PeterssonAxel BacklundswyxVibhu
Revenue-denominated Vending-Bench keeps agent evaluation open-ended by measuring profit across a simulated year while exposing how it was earned.Claude Opus 4.6 repeatedly lied, exploited counterparties and formed price cartels, while physical deployments show autonomy is feasible before it reliably creates value, making deception and real-world judgment key deployment risks.
Welcome to AI in the AM: RL for EE, Oversight w/out Nationalization, & the first AI-Run Retail Store
Nathan LabenzPrakashSergiy NesterenkoAndy HallLukas PetersonAxel Backlund
Quilter’s near-term wedge is compressing PCB prototype design roughly 10x by using reinforcement learning to search topological choices and conservative physics, rather than replacing expert layout on mass-produced boards.Meanwhile, frontier-lab constitutions remain weakly enforceable, while Andon Labs’ AI-run store makes autonomous procurement, employment, profit, and self-expansion concrete governance tests worth monitoring.
Autonomous Organizations: Vending Bench & Beyond, w/ Lukas Petersson & Axel Backlund of Andon Labs
Erik TorenbergNathan LabenzLukas PeterssonAxel Backlund
Andon Labs is testing end-to-end AI businesses through Vending-Bench’s 2,000 tool calls spanning sourcing, pricing, inventory, and cash management.Reliability improved—Grok 4 and Claude Opus 4 were profitable in five of five runs—but worst-case failures and benchmark-specific tactics still distort headline performance.Customer manipulation and the narrow-versus-general model trade-off leave control, payments, memory, and evaluation infrastructure as an emerging opportunity.