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Coinbase is hiring a Machine Learning Engineer Intern for a 12-week summer 2027 program in San Francisco, CA, with a target hourly rate of $60. The intern will work on production-scale ML models and pipelines for blockch…
AWS account architecture for MLflow model governance across multiple accounts requires either a hub-and-spoke topology using AWS Resource Access Manager (AWS RAM) or a hybrid isolation model for regulated environments, a…
A developer guide explains how to build low-latency voice agents using OpenAI's Realtime API, which processes audio natively over a WebSocket connection, reducing network latency below 300 milliseconds. The guide covers …
A developer built a controllable voice companion using Tencent RTC's Conversational AI, replacing an autonomous agent loop with deterministic state-machine control to avoid unintended actions. The architecture separates …
A developer's comparison of GitHub Copilot and Cursor on a FastAPI project found Cursor's full local indexing and Composer feature more effective for multi-file refactors, reducing a five-file rename task to about 12 sec…
A developer who attempted to submit SongStory, a personalized song generator, to 22 SaaS and AI directories using Playwright found that only 5 submissions succeeded, with 17 failing due to site-side issues rather than au…
A developer shares a prompting framework for Cursor AI to generate production-ready code, emphasizing the need for context, constraints, and references instead of vague requests. The guide includes a reusable prompt temp…
Tencent EdgeOne Makers is a Web and Agent development and deployment platform built on Tencent EdgeOne infrastructure, offering full-stack capabilities from source code to edge delivery. It integrates build automation, e…
A developer explains when Model Context Protocol (MCP) is unnecessary, comparing it with alternatives like function calling and CLI tools. The post highlights that MCP introduces context overhead and server resource cons…
AMD and the veRL project released a production-ready reinforcement learning post-training container for AMD Instinct GPUs, supporting MI300 and MI355 series on ROCm, with AITER-accelerated vLLM and SGLang rollout backend…
A developer has turned a Steam Deck into a server node for the BarkVisor homelab platform, enabling it to run VMs and local AI models via Ollama while remaining a gaming device. The walkthrough details installing BarkVis…
Normalization and regularization are distinct machine learning concepts: normalization is a data preprocessing step that scales input features, while regularization is a training technique that penalizes model complexity…
A developer built a consent-gated knowledge pipeline for Tencent RTC's social-messaging community chat, ensuring messages become visible to MCP-based AI assistants only after explicit author consent and moderator review.…
A developer argues that treating LLM engagement as a metric is flawed because most of it is noise, and that AI agents should move from UI scraping to deterministic protocols such as APIs with strict JSON schemas, verifia…
NVIDIA's new RTX Spark AI video tool uses a half-frame rendering trick that could make AI-generated video more efficient, but creatives are wary of its implications for their work. The tool, showcased at a recent event, …
A developer's source-code walkthrough of vLLM 0.22's V1 execution path traces a single offline inference request from the LLM.generate() API through inter-process communication, scheduling, GPU execution, and paged KV-ca…
A developer built Retro Dynamics Agent, an app that generates and facilitates retrospective activities, using the AI coding agent Claude Code for most of the design, implementation, and debugging. The project involved th…
A developer detailed how they caught an architecture mistake in the Cadencz backend spec before shipping, correcting the assumption that Next.js could handle both frontend and product API routes. The team decided to keep…
AMD's experiments with speculative decoding in vLLM on AMD Instinct MI300X and MI355X GPUs using the ROCm platform show that output-token throughput gains vary by drafting method, proposal length, model family, and workl…
Software engineer Shane Hobson published a guide explaining how large language models (LLMs) work under the hood, aimed at fellow software engineers. The guide walks through the LLM architecture step by step, from prompt…