Recent data confirms the coding singularity is underway, with AI systems now handling most routine software engineering tasks, but deployment varies widely.
The Coding Singularity Is Real — and Steeper Than Clark Presented
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AI & Tooling
234 posts
Minerva. The opposite path.
Italy’s Minerva-3B, trained from scratch on 2.5 trillion tokens, scored only 4.9% on Italian academic tests, raising questions about scale and investment.
The Forecast Is the Plan.
Major AI labs publicly commit to automating AI R&D by 2026, signaling a strategic shift and raising questions about the future of AI development.
AMÁLIA · The Three Hard Questions.
Portugal’s €5.5M AMÁLIA model is operational but raises critical questions about openness, native data, and goals amid European sovereign-LLM efforts.
The Atlas. What the framework is.
Analyzing the Post-Labor Transition Atlas, a new empirical framework examining AI-driven labor displacement, policies, and structural alternatives as of 2026.
Fair-value appraisals for used GPUs and AI hardware
A new manual valuation method for used AI hardware aims to establish transparent market pricing, helping brokers resolve price disputes and improve resale accuracy.
Board packet generator for HOA managers
A new board packet generator for HOA managers is being tested to streamline meeting preparations, offering a potential efficiency boost for community management.
The Machine Economy — Capital-Heavy, Human-Light, Trading With Itself
Analysis of how AI-driven firms are evolving into autonomous, capital-intensive entities, reshaping economic structures and raising new policy challenges.
China Sphere Capability Gap, Q2 2026 Update: Five Labs, Five Strategies, One Narrowing Frontier
Chinese labs launched five frontier-tier models within four weeks, narrowing the capability gap with US leaders amid cost and licensing advantages.
The Compounding Error Problem — Why 99.9% Alignment Decays to 60% in 500 Generations
Research indicates that even 99.9% alignment accuracy per generation drops to around 60% after 500 recursive AI generations, raising concerns about long-term safety.
