Is #AI Making Our Brains Weaker?
by @markhamh @time Learn more: https://
bit.ly/4dGNUqu #ArtificialIntelligence #MachineLearning #ML
AI
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Is AI Making Our Brains Weaker?
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Frontier AI Models Struggle with Long-Horizon Legal Tasks, Study Finds
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Initial LAB results from Harvey put a number on something we see across specialized AI work: under rigorous all-pass standards, frontier models complete fewer than 10% of long-horizon legal tasks, and no single model leads across practice areas. General capability isn't
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Multi-Agent Retention Patterns in Graph-Based AI Systems
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Multi-agent retention is a great extension of this. The execution agent needs a tight working set, the audit agent needs full provenance. Context templates in Graphiti help here. Same underlying graph, but each agent gets a different view scoped by edge types, entity types, and
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SkillOS: Agents Learn Once, All Level Up
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AI agents shouldn’t start from zero every time. SkillOS captures what works from each job, turns it into a tested Skill, and shares it with every approved Agent. One Agent learns.
All Agents level up. That’s how AI work becomes compounding intelligence. -
AI Model Costs Plummet as Intelligence Accelerates
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MiMo 2.5 Pro now costs the same as DeepSeek V4 Pro. The cost of good models is falling at breakneck speed. Intelligence is becoming truly too fast to measure. Up to -99%
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Agent Capabilities and Permissions Should Evolve with Sandboxing
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New on the Engineering Blog: The access and permissions we grant agents should evolve with their capabilities. In our own products, we set these parameters through sandboxing, which limits the scope of any potentially destructive actions. Read more:
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The ‘agent debt’: AI built fast, impossible to fix
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"Agent debt" is a new term, but it was inevitable, an instantiation of AI-driven technical debt that I keep warning about. This is what happens when you build it fast, but truly don't know how to fix it. Good time.
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ReLU Activation Function Gradient Flow Design
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It is easy enough to make your own, but I think standard relu should have been defined as passing the value at zero, so gradients flow backward through it, allowing some things to be zero weight initialized when symmetry breaking isn’t an issue.
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MAI-Image-2.5 Enhances Creative Quality for Professional Design
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We know that professional grade creative work requires getting every detail right: script on a poster, labels on packaging, the way light falls across a scene. With MAI-Image-2.5, words are sharper, layouts hold together better, scenes feel more deliberate and brand visuals land
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AI Model Visual Reasoning and Image Generation Capabilities
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Pleased to report that the model gets it right where it really matters: strong visual reasoning across objects, scene structure, lighting, scale, and spatial relationships, helping turn simple directions into polished images.