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Chad Collins

574 articles published

Make Retrieval-Augmented Generation Reliable: Practical Vector‑Search Tuning, Index Choices and Deployment Patterns

What Happened Teams tuning vector search often find that changing one index parameter moves an evaluation score by a small amount (for example, 0.01) and it’s unclear whether the change actually improved relevance or just reflected ranking variability. The underlying APIs define knobs such as HNSW ef, reciprocal‑rank fusion k, and quantization oversampling, but the…

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JupyterGIS 0.16: Build Collaborative, Lazy-Loading Geospatial AI and Data Apps Faster

What Happened JupyterGIS 0.16 shipped a set of features that target two common bottlenecks in geospatial AI/data apps: collaborative authoring of narrative maps and efficient, on-demand visualization of large raster/vector datasets. Key additions include: Redesigned Story Maps and collaborative editing — a rebuilt Story Map editor on Jupyter’s real-time collaboration stack (Yrs CRDT)…

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AI Infrastructure, GPUs & Deployment — August 24, 2026

What Happened Multiple vendor and cloud announcements during 2026 tightened the integration between AI software stacks, cloud managed services, and purpose-built hardware for agentic and large‑context inference workloads: AWS integrated Ray (Train/Serve) with SageMaker HyperPod on EKS via KubeRay, preserving standard Ray APIs while adding HyperPod node health monitoring, tiered checkpointing/storage, JumpStart model…

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How to Use New Open Weights and Inference Tooling to Cut Latency and Cloud Cost — Practical Choices for Production AI

What Happened In August 2026 the open-source inference and model ecosystem delivered a steady wave of engineering changes across inference runtimes, model releases, and build/tooling improvements. Key developments: llama.cpp / ggml continued broad portability and CI improvements with frequent fixes and expanded multi-backend builds (macOS/iOS, Linux, Android, Windows, openEuler) across CPU, Vulkan, ROCm,…

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Why Business Leaders Should Act Now: AI Content Flood, Physical AI Deployment, and Growing Security & Governance Risks

What Happened Pew Research found a sharp rise in machine-written English web pages: >1/3 of pages published since ChatGPT’s debut show signs of AI-generated text, with commercial .com sites far more likely than .edu/.gov to contain such content [1]. Instinct, a powerful AI assistant, is praised by testers for capability but…

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Illustration for the Kimbodo News & Research briefing “AI Platform Consolidation, Privacy Enforcement and App Aggregation Are Changing Technology Buying Decisions” (Industry News).

AI Platform Consolidation, Privacy Enforcement and App Aggregation Are Changing Technology Buying Decisions

What Happened Several technology signals moved at once across AI infrastructure, consumer platforms, privacy-focused devices and regulatory enforcement. AI platform consolidation: Hugging Face is reportedly fielding acquisition offers valuing the company at about $13 billion. The report also notes that the founders feel a strong responsibility to the open-source and developer community, which…

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