惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

V
Visual Studio Blog
MongoDB | Blog
MongoDB | Blog
Engineering at Meta
Engineering at Meta
云风的 BLOG
云风的 BLOG
Microsoft Azure Blog
Microsoft Azure Blog
B
Blog RSS Feed
T
The Exploit Database - CXSecurity.com
P
Privacy & Cybersecurity Law Blog
Know Your Adversary
Know Your Adversary
月光博客
月光博客
I
InfoQ
阮一峰的网络日志
阮一峰的网络日志
NISL@THU
NISL@THU
爱范儿
爱范儿
S
Securelist
博客园 - 叶小钗
C
CERT Recently Published Vulnerability Notes
Recorded Future
Recorded Future
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
aimingoo的专栏
aimingoo的专栏
D
DataBreaches.Net
G
GRAHAM CLULEY
P
Proofpoint News Feed
A
About on SuperTechFans
Google DeepMind News
Google DeepMind News
C
Cyber Attacks, Cyber Crime and Cyber Security
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
T
Tor Project blog
Stack Overflow Blog
Stack Overflow Blog
T
Threat Research - Cisco Blogs
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
T
Tailwind CSS Blog
有赞技术团队
有赞技术团队
Hugging Face - Blog
Hugging Face - Blog
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
Recent Announcements
Recent Announcements
P
Proofpoint News Feed
The GitHub Blog
The GitHub Blog
The Cloudflare Blog
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
Last Week in AI
Last Week in AI
Y
Y Combinator Blog
Jina AI
Jina AI
大猫的无限游戏
大猫的无限游戏
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
罗磊的独立博客
博客园 - 【当耐特】
H
Help Net Security
F
Fortinet All Blogs
T
The Blog of Author Tim Ferriss

Show HN

CSP Radar GitHub - awebai/aweb-team-coord-worktrees: An aweb team template for a minimum team with a permanent coordinator and worktrees with local developers. GitHub - fujibee/agmsg GitHub - lucastononro/notify: 100% local, free, offline attention skill for Claude Code: plays a sound and speaks a short status update when a long task finishes, blocks, or needs a decision. GitHub - sebastianwessel/skills: AI Skills tivatdoar / workout-to-work · GitLab GitHub - enumura1/py-sql-cleaner: Find, format, and safely extract embedded SQL from Python files. GitHub - intent-bench/intent-bench: Intent fulfillment benchmark for agentic AI engineering GitHub - steveking-gh/firmion: Firmion is DSL and engine for firmware image generation. GitHub - villagesql/villagesql-skills: Agent skills for VillageSQL - gemini-cli-extension; claude-code-plugin GitHub - 0gsd/enough: a personal language system for planning, writing, and translation. GitHub - Kaelio/ktx: ktx is an executable context layer for data and analytics agents 🐙 Allow Claude Code, Codex, and any AI agent to query data accurately through MCP with skills, memory and a semantic layer GitHub - ThatXliner/xtras: Xliner's Claude Code Skills GitHub - flightdeckhq/flightdeck: Observability and control plane for AI agents. GitHub - search-router/simple-search: Open-source reference app on top of the Search Router API: FastAPI + Jinja metasearch service with pluggable backends, deterministic mocks (no API key needed), RTL UI, Redis cache, and a demo ads cabinet. CSP Radar GitHub - Light-Heart-Labs/DreamServer: Turn your PC, Mac, or Linux box into an AI server. LLM inference, chat UI, voice, agents, workflows, RAG, and image generation. GitHub - Diplomat-ai/diplomat-agent-ts: What can your TypeScript AI agent do to the real world? Scan your code. See which tool calls have zero checks Code Block Selector - Visual Studio Marketplace Prometheus dependency graph — interactive showcase | Riftmap Show HN: I made a vi-like modal keyboard plugin for Figma GitHub - run-llama/liteparse: A fast, helpful, and open-source document parser GitHub - dalemyers/Roar: A macOS CLI tool for notifications GitHub - district-solutions/open-agent-tools-coder: Enables small-to-large self-hosted ai models to use local source code when running tool-calling agentic workloads. We actively data mine 20,900+ (2+ TB) popular github repos using large and small ai models to create reuseable: json, markdown and parquet files for local-first tool-calling models. GitHub - progapandist/stripeek: A local TUI proxy for real-time Stripe API debugging, built for navigating complex payloads fast. GitHub - sir1st/hermes-desktop: All-in-one cross-platform desktop app for Hermes Agent — bundles Python + hermes-agent + hermes-web-ui GitHub - astefanutti/shaderbang: Shebang for Shaders Show HN: Generate Claude Code Workflows using Spec Driven Development approach GitHub - nixys/nxs-universal-chart: The Helm chart you can use to install any of your applications into Kubernetes/OpenShift Show HN: AI agents for UK GDAD PCF roles and their skills The Two Pillars: Mixer Mode and Meta-Software in the Reorganization of Software Work After AI GitHub - JaiCode08/teleport-env What 1,000+ Harness Experiments Taught Me About Self-Improving Agents Show HN: Liiists, a Markdown-first, iOS and CLI list app SwiperTab – Get this Extension for 🦊 Firefox (en-US) GitHub - kouhxp/fftext: Summarize, explain, fact-check, or translate any text, URL, or file. No GPU. No cloud. One command GitHub - sweetpad-dev/sweetpad: Develop Swift/iOS projects using VSCode GitHub - dogmaticdev/IRON: IRON a.k.a. Intermediate Representation Object Notation is a Interpreter/Database that is used to create Programming Languages. GitHub - sjhalani7/vaen: Package your AI coding harness into a portable .agent file, and share it across repos, teams, & the community without ever having to copy-paste instructions, skills, MCP config, or secrets. Show HN: Gandalf the Grader Show HN: Citadeld – replay any CI failure locally from a single file GitHub - tdortman/cuSBF: High-Performance GPU Super Bloom Filter coral-ai/claude-code-token-xray at main · Coral-Bricks-AI/coral-ai GitHub - ulyssestenn/funes: Funes is a Git-based framework for LLM-managed knowledge work: an AI Librarian ingests raw sources, builds an interlinked Markdown knowledge base, and uses it to produce cited reports, analyses, and other outputs. GitHub - ThatXliner/gah: Git Add Hunk, built for agents to use GitHub - harmont-dev/harmont-cli: Command-line client for the Harmont CI platform GitHub - brooksmcmillin/mcp-authflow: OAuth 2.0 Authorization Server framework for MCP servers GitHub - javaid-codes/audit-supply-chain-agents GitHub - amorey/gochan: A small library of common channel architectures for Go, inspired by Rust GitHub - arifozgun/OpenGem: Free, Open-Source AI API Gateway with Gemini, OpenAI & Anthropic Compatibility in 1 file GitHub - Pranesh950/BioPetals: 🌸 Run BIOxAI models at home, BitTorrent-style. Fine-tuning and inference up to 10x faster than offloading GitHub - cnguyen14/bounty-doctor: Diagnose a GitHub bounty issue before you waste hours: detects honeypot scam repos, AI-bot attempt swarms, and stale contests. Show HN: CoreMCP – MCP Server for On-Prem DBs Show HN: KittyHTML – Render HTML/CSS as an inline image in your terminal GitHub - bingud/filemat: Web-based file manager Show HN: TruthLens – Free multi-signal deepfake image detector GitHub - apexlocal-jz/claude-usage-tray: Windows system-tray app showing your Claude Code rate-limit usage at a glance. Zero deps, ~300 lines of PowerShell. Cross-IDE (works regardless of VS Code, Cursor, plain terminal). Release v0.1.2.1 · kouhxp/yapsnap GitHub - noopolis/moltnet: Self-hostable chat network for AI agents. Pre-built bridges for Claude Code, Codex, and the Claws. Rooms, DMs, history. No Slack bots, no Matrix, no glue code. GitHub - tamerh/enju: Coordinating Humans, AI Agents, and Compute as Peers on a Shared Workflow Graph Show HN: Continuity-auth – Respect-weighted rate limits for the open web GitHub - luml-ai/luml: AI lifecycle platform where engineers and agents track experiments, train models, and ship to production. GitHub - mrdanielcasper/CoreTex: A UNIX-inspired, biomimetic, flat-file AI harness and knowledge engine. GitHub - clemg/pierre-github: Pierre's diffs.com and trees.software for Github GitHub - lyriks-io/unspaghettit: Behavior-driven AI development without prompt spaghetti. GitHub - sofumel/claude-handoff-revive: Resume Claude Code work after rate/usage/context limits without replaying the prior transcript. Auto-saves at 90%/95% usage. Plugin-installable, 10 languages. GitHub - dotexorg/saferpc: Typed, end-to-end encrypted RPC over any bidirectional channel. GitHub - BeeZeeAgent/beezee: Agent harness orchestration Legato Next.js Boilerplate for Internal Tools · CoreUI GitHub - clark-labs-inc/clark-hash: Clark Hash, 32x smaller searchable sketches for embeddings GitHub - ZeroPointRepo/youtube-mcp: The fastest YouTube transcript + YouTube search MCP for AI agents. Try for free. Typing Mastery — climb toward 100+ WPM, deliberately GitHub - Andebugulin/Awareen GitHub - fayzan123/claude-workflow-composer: Visual desktop app for composing multi-agent coding workflows. Drag agents, attach skills and MCPs, wire handoffs, export to .claude/ GitHub - StackOneHQ/stack-nudge We hardened an LLM agent. Each defense we added made it more exploitable. GitHub - alkait/WhatsKept: Agent-queryable WhatsApp history from an iOS backup — a single Go binary. GitHub - octelium/cordium: Open-source, general-purpose sandbox platform for devs and AI agents that provides identity-based secure access to infrastructure without credentials. GitHub - scosman/videowright: Build animated explainer videos with your coding agent GitHub - dipankar/dscode: The code editor you can take apart. GitHub - zoharbabin/web-researcher-mcp: MCP server (Go) for AI assistants: web search, content extraction, academic/patent/news research. Multi-provider routing, 4-tier scraping, search lenses. Works with Claude, Cursor, and any MCP client. GitHub - scanaislop/aislop: Catch the slop AI coding agents leave in your code: narrative comments, swallowed exceptions, as-any casts, dead code, oversized functions. 50+ rules across 7 languages (TypeScript, JavaScript, Python, Go, Rust, Ruby, PHP). Sub-second, deterministic, no LLM at runtime. MIT-licensed. GitHub - kouhxp/cheap-im: CPU-only voice agent approximating Thinking Machines' Interaction Models demo GitHub - unprovable/OrchidMantis: Orchid Mantis — standalone framework for Zero-Knowledge Proofs of eXploit (ZKPoX). GitHub - TangibleResearch/Halgorithem: A Algo designed to detect AI Hallucitions GitHub - CarpseDeam/Aura-IDE: An AI coding harness that shaped itself - Planner/Worker agents, repo awareness, surgical edits, validation, recovery, and safe diff approvals. GitHub - chojs23/concord: A feature-rich TUI client for Discord GitHub - aerf-spec/aerf: Agent Evidence Receipt Format (AERF) — an open specification for tamper-evident, independently verifiable records of AI agent actions. GitHub - Jwrede/tokentoll: Catch LLM cost changes in code review. Infracost for LLM spend. GitHub - samchon/ttsc: A `typescript-go` toolchain for compiler-powered plugins and type-safe execution + 500x faster lint integrated into compiler GitHub - Higangssh/homebutler: 🏠 Manage your homelab from chat. Single binary, zero dependencies. GitHub - olalie/tapmap: See where your computer connects and what stands out on a live world map. GitHub - Diplomat-ai/diplomat-agent: What can your AI agent do to the real world? Scan your code. See which tool calls have zero checks GitHub - Bajusz15/beacon: Open-source agent for secure remote access, monitoring, and deploys across home-lab and self-hosted machines like Raspberry Pi, N100, or any Linux server. Open web based TTY or tunnel Home Assistant and other local services securely without opening ports. BigTech AI News - Chrome 应用商店 GitHub - vinhnx/VTCode: VT Code is an open-source coding agent with LLM-native code understanding and robust shell safety. Supports multiple LLM providers with automatic failover and efficient context management. GitHub - Lumen-Labs/brainapi2: BrainAPI is a knowledge graph–powered AI memory layer that transforms unstructured data into structured knowledge, enabling intelligent search, recommendations, and contextual memory for AI agents and applications. GitHub - familiar-software/familiar: Let AI watch you work. Familiar lets your AI update its memory, skills, and knowledge by watching your screen. make sidebar/address bar rounded corner toggleable
Juno — Local Voice Layer for Mac
CassiniResea · 2026-06-18 · via Show HN

Press a key. Talk. Juno types it.

It handles the pauses, restarts, and half-finished thoughts, then writes the line in the app you were already using. Nothing you say leaves your Mac.

Local Voice Layer for MacWorks OfflinePrivateNo Subscription

Writing Done Blocked

Ready 0:00 +14 words

Ready when you are…

Hey Juno

Work at the speed of your thought.

Say it once: note, reminder, or alarm. Hey Siri Hey Juno

Filing… Filed: Notes · Reminders · Calendar

Listening 0:08

Hey Juno, note this: prep the board meeting, remind me tomorrow at 9 to send the deck, and set an alarm for 7 AM.

Notes

Prep the board meeting.

Reminders

Send the deck Tomorrow 9:00 AM

Calendar

Fix things on the go.

Re: install flow + Q3 numbers — Inbox

Reply Forward Archive

Subject Re: install flow + Q3 numbers

— Jamie

Writing Done

Listening 0:04 +26 words

Type the sentence you meant, not the one you said.

Juno keeps the thought and drops the filler, false starts, and take-backs.

umm so can we ship the install fix tuesday wait no on Friday please

Cleaner by default. Less fixing after you speak.

Numbers, dates, prices, and links land in the form you would type.

nineteen ninety five1995

five hundred euros forty cents€500.40

march twentieth at three p mMarch 20, 3:00 PM

h t t p s colon slash slash use juno dot c ohttps://usejuno.co

Juno keeps you moving.

Ask for the edit in plain English. Juno rewrites the selected or recent text in place.

Mail · Draft to Marc

Subject: Install fix

Hey, this is done. Check it whenever.

Marc — finished the install fix on my end. Could you take a look and let me know if it's safe to ship Friday?

You said: "make this warmer and ask him to review"

Your thoughts. Your device. Your Juno.

Fully open source. No sign-in, no card, no paid tier. After setup, everyday dictation works offline on your Mac. Clear history and recordings anytime.

Speech runs on-device.

Juno processes dictation on the Mac. Normal use only needs network for model downloads and updates.

Privacy checks

Password boxesskipped Historyclear anytime Accountnot needed

Secure fields stay off-limits.

Password fields force capture, context, history, recordings, learning, and paste off.

Not required

  • License key
  • Account or sign-in
  • Subscription tier
  • Trial countdown
  • Usage cap
  • Background tracking

Free means no account.

No license key, no trial timer, no usage cap. The heavy work runs on your Mac, not a metered cloud service.

How Juno compares.

Juno next to Apple Dictation, Wispr Flow, Superwhisper, and Aqua Voice, across the loop that matters: live transcript, cleaned writing, snippets, native actions, rewrites, and price.

Swipe the table sideways.

Difference

Juno

Apple Dictation

Wispr Flow

Superwhisper

Aqua Voice

Live HUD transcript

Yes. Live HUD transcript while dictating.

No. Inserts text directly.

No. Lacks separate HUD transcript.

No. Lacks separate HUD transcript.

No. Streaming inserts text.

Final cleaned writing

Yes. Pauses, restarts, and corrections become finished text.

No. Lacks AI cleanup.

Yes. Positioned around polished voice writing.

Yes. Custom AI modes and formatting.

Yes. AI-refined text and formatting.

Voice snippets

Yes. Local snippets expand saved text from voice.

No. Lacks saved snippet expansion.

Yes. Voice-triggered snippets across devices.

Yes. Text replacements in its local configuration.

Yes. Replacements expand short phrases.

Mac-native actions

Yes. Set Apple Notes, Reminders, and alarms from voice.

No. Siri handles actions separately.

No. Lacks native Notes, Reminders, or alarms.

No. Lacks native Notes, Reminders, or alarms.

No. Lacks native Notes, Reminders, or alarms.

Selected text rewrites

Yes. Rewrite selected or recent text in place.

No. Lacks selected-text rewrites.

Yes. Command mode is in paid Pro.

Yes. Custom prompts and AI modes.

Yes. Voice editing for current text.

Price model

Free forever. No paid tier, no usage cap.

Included with macOS.

Free Basic has word limits. Pro is paid.

Free tier. Pro and Enterprise are paid.

Free starter words. Pro is paid.

Open source

Yes

No

No

No

No

FAQ

Things you would want to know about Juno.

Docs

What is Juno?

Juno is the local voice layer for Mac. Press a shortcut, speak naturally, watch live words in the HUD, and Juno turns the thought into clean text in the app you were already using.

How is Juno different from other dictation and AI writing tools?

Juno ships the full Mac voice loop in one app: live HUD transcription, polished final dictation, Voice Actions, Voice Commands, per-app writing styles, and local vocabulary. It has no subscription or paid tier, no account, and no cloud dependency after setup. For the side-by-side view, see the voice tools comparison.

Does Juno work offline? Does my audio leave my Mac?

Yes. After the one-time local model download, everyday dictation and writing run on your Mac. Audio, transcripts, corrections, and local memory are not sent to a server or used for training.

Is Juno always listening? What is "Hey Juno" for?

No. You start Juno with the shortcut. "Hey Juno" is a phrase you say after starting a session when you want an Action, like making a note, reminder, or alarm, instead of inserting those words as text.

Does Juno work in every Mac app?

Yes, Juno is designed for normal Mac text fields across apps like Mail, Notes, Messages, Slack, browsers, docs, and AI prompts. If a secure field, remote desktop, or app blocks safe insertion, Juno shows Blocked or Copy Ready so you stay in control.

What can Juno do besides dictation?

Juno can rewrite selected or recent text, make it shorter, warmer, or more formal, turn it into bullets, translate it, learn vocabulary and snippets, and create Apple Notes, Reminders, and alarms. For the full list, open Juno and check Voice Commands in the app.

Where does Juno work best?

Juno is built for Apple Silicon Macs on macOS 14 or newer. 16 GB or more feels best for live transcription and local writing.

Is Juno a meeting recorder or meeting bot?

No. Juno is for active Mac writing and local actions. You can dictate meeting notes into Notes, Obsidian, or a document, but Juno is not a call bot, meeting recorder, or searchable meeting-memory product.

Hey Juno!

Juno updates

Follow the local voice layer.

Release notes, field notes, and the occasional behind-the-scenes build update from Cassini Research.