FCoP Grew a Project Tree
FCoP, a multi-agent collaboration protocol, unexpectedly revealed a project tree structure during a workflow test with the CodeFlowMu system. The test, which used a simple Grid Runner mini-game as a probe, exposed that F…
Machine learning news — deep learning, reinforcement learning, neural architecture search, diffusion models, and new ML frameworks and libraries.
FCoP, a multi-agent collaboration protocol, unexpectedly revealed a project tree structure during a workflow test with the CodeFlowMu system. The test, which used a simple Grid Runner mini-game as a probe, exposed that F…
A developer argues that detecting agent failures is relatively easy, but deciding which failures to retain as memory is the truly difficult challenge. The post explores how consolidation of failure records can lead to lo…
A machine-learning screen of 2.6 million cancer papers found nearly 10% show signs of paper mill fraud, while fabricated citations in biomedical papers have grown twelve-fold in two years, reaching one in 277 papers in e…
Researchers at Stockholm University used machine learning to decode the Borg cipher, a 408-page medieval manuscript in the Vatican library that had remained unread for over 400 years. The text revealed thousands of bizar…
A solo developer built a morning Bitcoin checklist using three specialized agents—technical, on-chain, and macro—that run in parallel to score the market and generate a single action signal. The system, which runs at 6:3…
A backend engineer discovered a 30% bandwidth leak in a scraping pipeline caused by retries on failed requests. To fix it, they built a dynamic retry multiplier in Django that treats network overhead as a financial entit…
Industrial digital twins are evolving from visualization tools into machine information systems that integrate live data, documentation, and operational knowledge, driven by AI demand for structured data and new EU regul…
Researchers Zhao et al. published a paper on arXiv 2025 introducing Absolute Zero, a method where a model proposes its own tasks and a code executor grades them, enabling reasoning reinforcement learning with zero human …
NVIDIA published Cosmos World Foundation Model Platform for Physical AI on arXiv in 2025, introducing pretrained world models that use diffusion and autoregressive techniques to simulate the physical world. A free intera…
Multi-model system design involves orchestrating multiple AI models to handle complex tasks that a single model cannot. Five key architecture patterns—single model, sequential, parallel, hierarchical, and ensemble—offer …
Researchers Tian et al. introduced Visual Autoregressive Modeling (VAR), a new image generation method that predicts the next resolution instead of the next token, achieving state-of-the-art results on ImageNet and outpe…
The Kimi Team published a new attention architecture, Kimi Linear, on arXiv in 2025. The architecture uses Kimi Delta Attention interleaved 3:1 with full attention, becoming the first linear hybrid to outperform softmax …
Geng et al. published a paper on arXiv 2025 introducing Mean Flows for one-step generative modeling, which trains on average velocity instead of instantaneous velocity to enable one-step generation from scratch without d…
Zhang et al. published a paper on arXiv 2025 introducing Agent Learning via Early Experience, a method where agents learn from the futures created by their own early actions without rewards or imitation. An interactive v…
Huang et al. published a paper on arXiv 2025 introducing Self Forcing, a method that bridges the train-test gap in autoregressive video diffusion by rolling out the model on its own outputs during training, enabling real…
VecTrade.io engineers detail how to build real-time machine learning inference pipelines for algorithmic trading, using in-memory sliding ring buffers for feature extraction and multiprocessing worker pools with ONNX Run…
Researchers introduced Still, a per-layer Perceiver model that compacts KV cache in a single forward pass, enabling efficient long-context language model deployment. On Qwen and Gemma models, Still outperformed baselines…
A developer built LifeLine Loop, an AI-powered food redistribution platform that connects food donors with NGOs. The system uses computer vision to classify food from photos, estimates servings, and predicts expiry risk …
A developer who grew up in the early '90s with a ZX Spectrum describes how pressing the BREAK button to see BASIC code sparked a lifelong passion for understanding how things work. This curiosity led him to learn assembl…
A developer's guide to optimizing RAG pipelines reveals that retrieval efficacy depends on the entire pipeline design, not just the LLM, and introduces a cognitive benchmark for code retrieval. David Stein presents strat…