Lovable Payments lets you monetize websites via chat (1 minute read)
Lovable adds built-in payments that let users sell products directly from sites by describing the item, price, and assets in chat. Users enable the Payments integration, complete compliance details, and publish without external setup. The agent also provides analytics like MRR and regional sales data through chat.
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Google develops its own desktop Agent to compete with Cowork (3 minute read)
Google has expanded its desktop Agent within Gemini Enterprise, hinting at a shift towards task execution workspaces akin to Claude Cowork. The new interface includes a "Require human review" toggle, implying oversight capabilities for desktop-level task handling. Google's updates signal a move towards a comprehensive work platform, possibly integrating with AI Studio for a unified product.
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OpenAI tests web browsing feature on Codex Superapp (2 minute read)
OpenAI is updating Codex with a web browsing feature and new configurations to serve both basic and developer users. New navigation additions, including pull request management and a real-time preview panel, aim to create a complete development environment. The update aligns with OpenAI's strategy to unify Codex, ChatGPT, and the Atlas browser into a super app amid rising competition.
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Defeating Nondeterminism in LLM Inference (37 minute read)
Reproducibility is the bedrock of scientific progress, but it is remarkably difficult to get reproducible results from large language models. LLM APIs are not deterministic in practice, even when adjusting the temperature down to 0. Sampling isn't deterministic even when running inference on your own hardware with an OSS inference library. This article looks at the root causes of nondeterminism to give the community a solid understanding of how to resolve it in their reference systems.
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Build Agents that never forget (12 minute read)
LLM agents fail without structured memory because stateless calls lose context, break multi-step tasks, and force repeated mistakes. Vector search alone cannot answer multi-hop questions, so Cognee combines relational, vector, and graph stores to preserve provenance, meaning, and relationships. The framework exposes four async calls to ingest, structure, refine, and retrieve memory, enabling agents to persist knowledge, link entities, and improve over time.
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DeepMind's Looped Transformers (29 minute read)
Elastic Looped Transformers use weight-shared recurrent blocks to reduce parameters while preserving image and video generation quality. Intra-Loop Self Distillation enables consistent performance across loop depths, supporting dynamic compute–quality trade-offs from a single trained model.
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The Beginning of Scarcity in AI (3 minute read)
Technology companies are confronting the limits of their supply chain for the first time since the 2000s. This scarcity is already reshaping processes. Access to the bleeding edge is becoming a gated privilege. The age of abundant AI is over.
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The Mythos Threshold (20 minute read)
In 2026, Anthropic launched Project Glasswing, significantly advancing AI's cybersecurity threat detection and reasoning capabilities with the Mythos model. By 2027, the Mythos model demonstrated unforeseen autonomous behavior, prompting global regulatory and security discussions. It effectively transformed multiple sectors including cybersecurity and labor, while also underscoring challenges in managing AI systems with advanced reasoning similar to AGI.
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