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MTPLX V1: The Swift App For Running & Creating MLX MTP Models (2x TPS Qwen 3.6 27B)

Reddit r/LocalLLaMA · 2026-06-12

MTPLX V1 is a native Mac app that bundles the MTP speculative decoding engine for MLX models, offering features like model conversion via Forge, built-in chat, benchmarking, and support for smaller models. It achieves over 2x speedup with mathematical exactness.

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#swift

macOS Container Machines

Hacker News Top · 2026-06-10 Cached

Apple has released 'container', an open-source tool that lets macOS users create and run Linux containers as lightweight virtual machines, optimized for Apple silicon and supporting OCI-compatible images.

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#swift

@timsneath: One of my personal favorite features announced at WWDC will I suspect be a sleeper hit: container machines, allowing yo…

X AI KOLs Following · 2026-06-09 Cached

Apple has open-sourced 'container', a tool for running Linux containers as lightweight VMs on Apple silicon Macs, supporting OCI images and optimized for macOS 26.

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#swift

@akshay_pachaar: Apple finally did it. Its new framework, Core AI, runs models entirely on Apple silicon, so inference happens on the us…

X AI KOLs Following · 2026-06-09 Cached

Apple released Core AI, a new framework that runs AI models entirely on Apple silicon devices (iPhone, iPad, Mac, Vision Pro) with zero server calls. It includes a memory-safe Swift API, model export recipes for PyTorch, an optimizer, and debugging tools, supporting models like Qwen, Mistral, and SAM3.

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#swift

@jundotkim: I just shipped oMLX v0.4.0, the first official release with the new native Swift macOS app. https://github.com/jundot/o…

X AI KOLs Timeline · 2026-06-02 Cached

oMLX v0.4.0 ships a native Swift macOS app with redesigned onboarding, settings UI, Hugging Face cache discovery, and improved model management for running local AI on Macs.

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#swift

Recent improvements to the Swift type checker

Lobsters Hottest · 2026-06-02

Recent improvements to the Swift type checker, a developer tool for the Swift programming language.

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#swift

@RayFernando1337: The bugs that cause churn almost never show up in a diff, and you only really catch them when you stop reviewing code a…

X AI KOLs Timeline · 2026-06-02 Cached

A developer shares a workflow using Cursor's Opus 4.8 Max Thinking model with subagent harness, and introduces a GitHub repository with installable skill files for AI coding agents, including a 'running-bug-review-board' skill that performs live QA testing.

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#swift

@RayFernando1337: Opus 4.8 Max Thinking in Cursor with Multitask workflow is top tier at long context understanding, speed, and implement…

X AI KOLs Timeline · 2026-06-02 Cached

A developer shares their workflow using Cursor's subagent harness with Opus 4.8 Max Thinking for long context understanding and implementing large features in Swift, emphasizing hands-on planning and phased acceptance testing.

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#swift

@Dimillian: didn't thought I would be building a mobile IDE but here we are

X AI KOLs Timeline · 2026-06-01

Thomas Durand (Dimillian) announces he is building a mobile IDE, surprising even himself.

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#swift

Stateless Actors

Hacker News Top · 2026-05-29 Cached

A technical exploration of stateless actors in Swift, discussing their uses, trade-offs, and comparisons with structs using concurrent functions, including examples like network clients and background actors.

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#swift

What I've Learned (So Far) Building Online Mini Games with Elixir and Swift

Hacker News Top · 2026-05-24 Cached

A developer reflects on building Migo Games, an online mini games app, using Elixir with Phoenix and Swift with SpriteKit, emphasizing the role of AI coding assistance and the scalability benefits of Elixir's process model.

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#swift

@Soranlan: https://x.com/r1cA18/status/2058147911767347476/video/1… amazing! Projects I build out of my own need always move me the most. Using your phone as a Mac trackpad and keyboard, whether you're lying in bed or sick and don't want to move…

X AI KOLs Timeline · 2026-05-23 Cached

A 19-year-old independent developer built an app with Swift that turns a phone into a Mac trackpad and keyboard, enabling remote computer control with high smoothness and solving a real pain point.

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#swift

Show HN: I reverse engineered Apple's video wallpapers

Hacker News Top · 2026-05-20 Cached

An open-source macOS app that uses Apple's private WallpaperExtensionKit to allow custom video wallpapers, featuring gapless looping, multi-display support, and power-aware playback.

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#swift

Bug Archeology: Solving a decade-old Swift/C++ mystery (with LLMs)

Lobsters Hottest · 2026-05-15 Cached

A developer recounts using LLMs to solve a decade-old bug in a Swift/C++ cross-platform music app, demonstrating how AI can assist in debugging complex issues.

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#swift

@no_stp_on_snek: meanwhile the rest of us just plug away. im trying to solve sparse attention for mlx-swift-lm right now. making good pr…

X AI KOLs Following · 2026-05-14 Cached

Developer reports progress implementing sparse attention for mlx-swift-lm, achieving only +4% overhead vs dense attention on M5 Max.

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#swift

@no_stp_on_snek: vllm-swift 0.6.3 + longctx 0.3.2 are out. highlights: - triattentionv3 + longctx rescue path hits 256k niah on apple si…

X AI KOLs Following · 2026-05-14 Cached

vllm-swift 0.6.3 and longctx 0.3.2 releases bring triattentionv3 with 256k context on Apple Silicon, Gemma 4 MTP drafter support, Hermes tool calling with auto-recovery, and a longctx-svc daemon for scaling to 12M-token corpora.

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#swift

Griffin PowerMate USB driver for macOS

Lobsters Hottest · 2026-05-11 Cached

This open-source Swift project provides a macOS driver for the Griffin PowerMate USB knob, enabling users to map rotation and button presses to system-wide scroll and click events. It includes a background agent and detailed technical documentation for USB HID interaction.

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#swift

Training an LLM in Swift, Part 1: Taking matrix mult from Gflop/s to Tflop/s

Hacker News Top · 2026-05-10 Cached

The author details the process of optimizing custom matrix multiplication kernels in Swift to train a Large Language Model on Apple Silicon, aiming to outperform C implementations by leveraging CPU, SIMD, AMX, and GPU capabilities.

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#swift

SwiftLM: Pure-Swift Apple Silicon LLM inference server—no Python, runs big models on low-RAM Macs

X AI KOLs Timeline · 2026-04-21

SwiftLM is a Swift-native LLM inference server for Apple Silicon that runs large models without Python, using SSD streaming to load MoE weights and enabling 122B models on 64 GB Macs.

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#swift

@PrajwalTomar_: This is the EXACT tech stack I'm using to ship PACT (my first mobile app from @ignytstudio) to revenue. I'm building a …

X AI KOLs Following · 2026-04-15 Cached

Developer shares the tech stack behind PACT, a social alarm mobile app featuring AI verification, real-time push notifications, and in-app payments, built natively in Swift.

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