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Cisco AI Introduces FAPO: Pipeline-Aware Prompt Optimization With Step-Level Failure Attribution and Claude Code Orchestration

Getting prompts right is still the hardest part of shipping reliable LLM applications. Small wording changes can swing accuracy by 20 percent. What works on a few examples often breaks at scale. When a multi-step pipeline returns a wrong answer, finding the failing step means inspecting intermediate outputs by hand. Cisco AI introduced FAPO to […]

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Nous Research Updates Hermes Agent With a Blank Slate Mode That Pins Toolsets via platform_toolsets.cli and disabled_toolsets

Nous Research has added a Blank Slate setup mode to its open-source Hermes Agent. It inverts the usual onboarding. Instead of a fully loaded default, you start with almost nothing. Hermes Agent is the self-improving agent framework from Nous Research. It runs on your own machine. The team announced the new mode on X. Blank

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As the US and China surge ahead, is Europe sleepwalking into AI disaster?

A burgeoning genre of fictional AI doomsday scenarios says lagging behind on the technology could threaten the continent’s sovereigntyIt’s 2031 and the US and China are about to tear Europe into pieces.The US ploughed vast sums into datacentres and the EU did not. China built robots and Europe did not. American companies “restructured” their workflows

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Yandex Open-Sources YaFF: A Zero-Copy Wire Format for Protobuf With Near-Struct Read Speed

TLDR YaFF is Yandex’s open-source zero-copy wire format for Protobuf — Apache 2.0, currently C++, v0.1.0. The .proto file stays the source of truth; only the physical memory layout changes. On Yandex’s benchmarks, the Flat Layout reads hot data ~3.8× faster than FlatBuffers, within 1.2× of a raw C++ struct. Four layouts — Fixed, Flat,

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How to Build a Forecasting Pipeline with TimeCopilot Using Foundation Models and Automated Anomaly Detection

In this tutorial, we build an end-to-end forecasting workflow with TimeCopilot. We prepare a panel dataset containing real airline passenger data and a synthetic seasonal series with injected anomalies, then evaluate a diverse collection of statistical, foundation, and optional GPU-based forecasting models. We use rolling cross-validation and multiple error metrics to identify the strongest model,

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Granta stops publishing short story award winners over AI controversy

Literary magazine will no longer engage in ‘external publishing partnerships’ after Commonwealth prize furoreThe prominent literary magazine Granta will no longer publish the winning entries of the annual Commonwealth short story prize after one of this year’s winners drew widespread accusations of AI use.The magazine said it would no longer be involved in “external publishing

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I dived into my digital past to revisit my most cringe teenage moments – and realised how lucky I am to not be young and online today

Twenty years ago I briefly became the victim of a viral pile-on – all because of a silly YouTube video. But I’m glad I had the chance to embarrass myself and move on. Are today’s teens so fortunate?As a teenager, I went kind of viral – and the most amazing thing about that is it

I dived into my digital past to revisit my most cringe teenage moments – and realised how lucky I am to not be young and online today Read More »

Can we electrify the world? Ambition takes centre stage in pre-Cop31 climate talks

Apart from effort to electrify, there were geopolitical tensions around climate science and the 1.5C goalElectrifying the world – with electric vehicles, electric heating and cooling, and modernised heavy industry – could be the next biggest step towards phasing out fossil fuels, replacing the 80% of global energy that still comes from hydrocarbons. As using

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NVIDIA AI Introduce SpatialClaw: A Training-Free Agent That Treats Code as the Action Interface for Spatial Reasoning

NVIDIA Research has released SpatialClaw, a training-free framework for spatial reasoning. It targets a persistent weakness in vision-language models (VLMs). These models still struggle to judge where objects are, how they relate, and how they move in 3D. SpatialClaw does not retrain the model. Instead, it changes the action interface the agent uses to call

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VibeThinker-3B: A 3B Dense Reasoning Model Built on Qwen2.5-Coder-3B With the Spectrum-to-Signal Post-Training Pipeline

While recent breakthroughs in AI reasoning have largely been driven by massive scale, pouring in billions of parameters to cross complex cognitive thresholds—VibeThinker-3B is charting a completely different path. Created by researchers from Sina Weibo Inc (China), this 3-billion-parameter model proves that efficiency can punch far above its weight class. Released under an open-source MIT

VibeThinker-3B: A 3B Dense Reasoning Model Built on Qwen2.5-Coder-3B With the Spectrum-to-Signal Post-Training Pipeline Read More »