GitHub APAC marketing team automates event ops with GitHub Copilot and Actions
GitHub’s Japan and Korea marketing team built an automated event workflow using GitHub Copilot, Issues, and Actions — turning a manual two-day setup into a…
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Desk archive
Category: AI Tools
Practical explainers and reviews of AI tools for marketers, creators, founders and teams.
NVIDIA Earth2Studio Enables Custom Ensemble Weather Forecasting for Renewable Energy Planning
NVIDIA's Earth2Studio framework now allows researchers and energy planners to build custom batched ensemble weather forecasts, including wind power diagnostics, using open data from GFS…
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Prompt Engineering, Loop Engineering, Graph Engineering: How the Three Layers Differ in AI Development
A new MarkTechPost analysis explains why prompt engineering, loop engineering, and graph engineering are not competing techniques but stacked layers of control. The article covers…
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Fireworks AI Launches Nexus, a Routing Layer to Cut Coding AI Costs Without Sacrificing Quality
Fireworks Nexus routes routine coding tasks to cheaper open-weight models while keeping difficult requests on frontier models. Independent evaluations show cost savings of 3–5x without…
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Runlayer Files Lawsuit Against Rippling Over Alleged MCP Gateway IP Theft
AI infrastructure startup Runlayer has sued HR software firm Rippling, accusing it of copying its MCP gateway product after a year-long product trial. The case…
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Moonshot AI’s AgentENV Open Source Release Brings Millisecond Snapshotting for Agentic RL Training
Moonshot AI and kvcache-ai have released AgentENV (AENV) under MIT license, a distributed system that runs Firecracker microVMs with sub-50 ms boot and 16-way fork…
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Kuaishou’s KwaiKAT Team Releases KAT-Coder-V2.5, an Open-Weight Agentic Coding Model Trained on 100,000+ Verifiable Repositories
The KAT-Coder-V2.5 model, now available in an open-weight variant under Apache-2.0, was trained inside real executable repositories using a novel infrastructure pipeline that reduced environment…
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Meta FAIRChem v2 Brings Universal Machine Learning Potential for Atomistic Simulation
Meta’s FAIR team releases FAIRChem v2 with a universal machine-learning interatomic potential (UMA) that handles molecules, catalysts, and materials in a single framework. The open-source…
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Open Dreamer: Open-Source Reproduction of Dreamer 4 World Model Pipeline Released
Open Dreamer, an open-source JAX/Flax implementation of the Dreamer 4 world model pipeline, has been released by the Reactor team. The project includes a full…
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TileLang tutorial simplifies GPU kernel design for AI developers
A new Python DSL reduces the complexity of writing high-performance GPU kernels, targeting tensor-core GEMM, fused softmax, and FlashAttention with autotuning.
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