Title: Turn Your Phone Into a Local LLM Server: Meet Inferra for iOS & Android
Description: Inferra is a free open-source app that lets you run and access AI models directly on your Android or iOS device, exposing them to your entire local network via a simple REST API. You can use the interface for local file uploads (PDFs, images) and even connect Apple Intelligence models. Perfect for experimentation on device, especially those with laptop-grade chips.
Link: https://github.com/sbhjt-gr/inferra
—
Title: ArchitectGBT: Instantly Find the Best AI Model for Your Project (+Cost Breakdown)
Description: Stop wasting hours comparing Claude, GPT, Gemini, and Llama for every new idea! ArchitectGBT gives instant, AI-powered model recommendations tailored to your use case, with real cost estimates and starter code. Beta testers get free access and direct founder feedback before Product Hunt launch.
Link: https://architectgbt.com
—
Title: Advanced Prompt Builder: Free Tool to Craft AI Prompts Like the Pros
Description: Most AI prompts underperform because they’re not engineered for AI logic. This tool helps you build advanced prompts using Gemini-inspired frameworks—great for anyone looking to supercharge their ChatGPT or Gemini usage. It’s open source, free to use, and available now.
Link: https://github.com/liushuyu/Advanced-Prompt-Builder
—
Title: Use Your Linux Desktop as a Whiteboard: Wayscriber Annotation App Hits v0.8!
Description: Wayscriber is a powerful, FOSS real-time annotation & screen overlay tool for Linux Wayland (KDE, GNOME, Hyprland, etc). Annotate over any window, freeze screen for demos, take region screenshots, redact info, and more—all with rich hotkey support on modern compositors.
Link: https://github.com/devmobasa/wayscriber
—
Title: Transfer Spotify Playlists to YouTube Music, No Limits—No Login Needed!
Description: Instantly migrate Spotify playlists to YouTube Music with a no-install, browser-based tool—just paste the playlist link! There are no usage limits or account requirements. Perfect for music lovers switching platforms or archiving favorites.
Demo: https://owaissafa.github.io/melody-shift
—
Title: Massive Funding Floods AI Agent Startups—$2.45B to Suno, $275M to Genspark & More
Description: Autonomous AI agents are seeing an investment boom: Suno AI ($2.45B), Genspark ($275M), Lumafield ($50M), and others are racing to automate workflows, music creation, compliance, and GPU optimization. The agentic era is here—watch for new tools reshaping work, creativity, and enterprise.
(Summarized from daily roundup—no link)
—
Title: Abookio: Privacy-First Native iOS Audiobook Player Opens Its Metadata Backend
Description: Abookio is a slick Swift-powered iOS app for Audiobookshelf, Jellyfin & Plex users who want offline, privacy-respecting listening. The open-source backend, “abackend,” lets devs self-host a book metadata aggregator hitting Goodreads, Audible, and more—Docker-ready for your server stack.
Backend: https://github.com/nreexy/abackend
App: https://apps.apple.com/app/abookio/id6479136722
—
Title: Prompt Engineering for Travel: Plan Less, Stress Less—A New LLM Planning Prompt
Description: This innovative prompt reframes trip planning as a balance between structure and flexibility. Use it with your favorite LLM to optimize holiday travel and reduce stress by separating essentials from nice-to-haves—and discover why most travel chaos comes from planning style, not the trip itself.
Prompt Library: https://flux-form.com/promptfuel/
—
Title: Why Isn’t Vulkan the “CUDA Killer” for LLMs? A Deep Dive into ML Frameworks
Description: Despite matching CUDA in some LLM runtimes, Vulkan is still an underdog for AI/ML compute. Explore the real roadblocks—performance, ecosystem gaps, and vendor reluctance—and join the debate: Could Vulkan ever be the default open ML backend?
Discussion post (no external link)
—
Title: GitViews: Track GitHub Profile and Repo Views with Custom Badges
Description: Want more insights on your open-source footprint? GitViews is an open-source tool that counts and visualizes views for both your GitHub profile and individual repos (with totals badges). Give your projects a portfolio boost and see what’s getting real attention.
Link: https://github.com/zernonia/gitviews
—
Title: TickerMentions: Track Stock Mentions & AI Summaries from Reddit, X, YouTube, News
Description: This new app aggregates and summarizes real-time conversations about your tracked stocks across major platforms—Reddit, Twitter/X, Youtube, and news sources—so you never miss a trend. AI-powered highlights included! (iOS now, Android coming soon.)
App: https://apps.apple.com/us/app/tickermentions/id6754779656
—
Title: Free Beginners’ Guide: Adding a Hetzner Bare-Metal Node to Your k3s Cluster
Description: Level up your home or cloud Kubernetes! This detailed, paywall-free blog covers step-by-step setup of a Hetzner node into a k3s cluster—private networking, firewall tips, and all the gotchas. Essential for devs running multi-node or hybrid CI/CD setups.
Guide: [Link not provided; assumed to be in orginal post]
—
Title: Indie Side Hustle Playbook: Solve One Small Problem for One Small Audience
Description: Forget unicorns—profitable SaaS often starts by solving a tiny, real pain for a single community. This detailed Reddit story shares how a simple audio-reader for students—a $5/month tool—landed initial customers within weeks by just engaging with Reddit and Discord.
(Story, no external link)
—
Title: “Ship Ugly”: How a Teen Built a Viral AI Sales Tool With Reddit/X Live Monitoring
Description: Proof that building in public works: this 16-year-old indie hacker shipped a barebones tool that scrapes live Reddit/X for real buyer intent, crafts humanlike replies, and landed paying customers—even before debugging was done.
(No tool link—post is a story)
—
Title: Best Open Source Projects to Hack On (or Rewrite) in 2024: Reddit’s Picks
Description: From LibreOffice rewrites to jq-style JSON tools, self-hosted Mindly clones, and innovative config loaders, Redditors share the open-source projects most in need of fresh talent (or total rewrites). Great resource for devs seeking high-impact, beginner-friendly places to contribute.
Reference thread: https://www.reddit.com/r/opensource/comments/1b8wloj/projects_worth_rewriting_open_source_contribute/
Title: Docker Quietly Becomes an AI Agent Platform — Massive Feature Drop for Model Runners & Orchestration
Description: Docker has shipped model runners, agent orchestration tools, dynamic plug-in discovery, and secure sandboxes—transforming it from a container infra staple into a true AI agent ops platform. If you build or deploy AI agents, these tools streamline local, safe testing and deployment on any stack. AgentOps just got native in Docker.
More: https://www.docker.com/blog/docker-model-runner-and-mcp/
—
Title: New Open-Source Multi-Agent Framework Claims 90%+ Real-World Task Success (KairosFlow)
Description: Forget fragile god prompts—KairosFlow chains specialized agents (spec, coder, QA, etc.) via strict JSON artifact validation, sending stepwise handoffs that actually hold up in real production pipelines. Model-agnostic, CLI-first, and easy to debug. Already proven in WordPress and marketing automation.
Try it: https://github.com/JavierBaal/KairosFlow
—
Title: .mct: A New Open Standard for AI Image Provenance, Ownership & Creator Rights
Description: Tired of AI images with zero proof of origin? The .mct file is a new, open-source JSON standard for cryptographically signing AI image metadata (prompt, model, author, license, etc.)—never be left without a “digital receipt” or audit trail again. Python SDK and tools available now. Should this become the industry norm?
GitHub: https://github.com/Teamack/mct_standard
—
Title: Tracking My Life in 333 Characters a Day Changed My Brain—Meet OneLine (Ultra-Minimal Encrypted Journaling)
Description: Tired of journaling apps you quickly abandon? This developer journaled with a strict character limit—just enough for honest, daily micro-entries—and spotted life patterns he’d missed. He turned it into OneLine, a no-frills, encrypted web app. Scroll your year’s “mood movie” in seconds.
Try it: https://oneline-one.vercel.app/
—
Title: Gemini 3 Still Hallucinating Far More Than GPT-5.1, Say Power Users
Description: Early adopters are sounding the alarm: Google’s Gemini 3 continues to fabricate facts and invent answers, while GPT-5.1 appears far more reliable. The high hallucination rate is forcing users to double-check Gemini’s output—will Google close the gap?
Source: [See comparison chart in thread]
—
Title: Run a Local LLM CLI with Bulletproof Reliability—Meet lmapp (Ollama, llamafile, etc. Supported)
Description: Want a serious open-source CLI assistant that won’t fail you? lmapp ships with 100% test coverage, robust error handling, and enterprise-grade backend abstraction. Installs with pip, works with Ollama/llamafile, and is ideal for anyone who needs local, debuggable LLMs.
Repo: https://github.com/your-repo-here (replace with correct link)
—
Title: Open-Source AI Database Monitoring—All Your SQL, NoSQL & KV DBs, One Dashboard
Description: Meet meshag-ai/monitor: an open-source platform that connects to your mixed database fleet, surfaces insights, and recommends optimization steps—all in one place. Stop stitching together monitoring scripts. Does any other OSS tool match this yet?
Code: https://github.com/meshag-ai/monitor
—
Title: Agents in the Wild — Real-World Benchmarks Show Assembly Lines Beat Fancy Frameworks
Description: Forget slick agent demos; production workloads kill most frameworks. Emerging “agent assembly lines” using strict contract handoffs (like KairosFlow) cut hallucinations, control costs, and unlock reliable outcomes. Have you found a framework that survives outside the slide deck?
(KairosFlow repo above.)
—
Title: Indie Hackers Let 3 Different AIs Trade Bitcoin—Results: Hilarious Disaster, Live Updates Coming
Description: Two devs set up Grok, Claude, and OpenAI’s browser tools to run live BTC trading strategies, from backtests to real data. Results: one strategy never fired, another lost 17%. Next: Going live with real $100. Proof that raw AI trading isn’t plug-and-play—but the open-source tools and sharing are gold for curious builders.
Live dashboard: https://live.lona.agency | Backtest generator: https://lona.agency
—
Title: Rebuilt a $1B App Solo, Now Making $14K/Month—Here’s the Exact Playbook
Description: When a massive app shut down, this solo dev launched Yadaphone (browser VOIP) in a weekend and snatched early customers on Reddit. Pay-as-you-go pricing, fast launch, and leveraging AI tools and Reddit for growth. If you want the “replace a dying SaaS” strategy breakdown—this is how it’s done.
Details in post.
—
Title: My 3pm Crash Wasn’t a Motivation Problem—It Was Hormones: Debugging Work Focus via Biology
Description: One founder tracked sunlight, heavy lifts, and sleep instead of just using productivity hacks—his brain fog vanished in 8 weeks. Proof you can’t “out-app” a biological bottleneck. Sometimes real deep work means debugging your body, not just your workflow.
—
Title: OpenAI, Nvidia & Oracle Hint at $500B AI Super-Venture—Antitrust Warnings Fly
Description: Big names are forming an AI mega-alliance so powerful that experts warn it could violate over a century of antitrust laws. If GPU/AI/cloud are all controlled by the same club, what happens to competition—or innovation? Heated debate inside.
—
Title: Bookmark X/Twitter Gold (Before It’s Gone) — AI-Enhanced Tweeties App for iOS
Description: Frustrated losing tweets you share with friends? Tweeties lets you organize, categorize, and even chat with tweets using AI. Next up: shared, team libraries. Never lose that thread or insight again.
Try it: https://tweeties.xyz
—
Title: Ansible + ProxmoxVE: Fully Automated Debian VM Setup in Under 3 Minutes (Open Source)
Description: Spin up clean, Avahi-enabled Debian VMs across your Proxmox cluster in record time using this open-source Ansible script. Includes minikube with no drivers, MetalLB setup, and mDNS integration—80% of the code comes from Claude Sonnet AI prompts! Perfect for local Kubernetes devs.
Repo: https://github.com/ksmathers/ansible-debian-vm
—
Title: If You Launch Products, Data Says: “Open Source” & “No-Code” Dominate Upvotes—Best Times/Keywords Revealed
Description: Analysis of 3,000+ DailyPings posts shows “Open Source” and “No-Code” in titles get 25–50% more engagement. Tuesdays/Wednesdays at 10-11am UTC perform best. Skip “Revolutionary,” it tanks replies.
Full charts and key findings in the post.
—
Title: Try Ataraxia (TrackMyVibe): Free-for-Life AI Habit Tracker Launches for All
Description: Want to make better habits stick? Ataraxia has launched free for life. Log your highs/lows, rate impact, and get clear AI-powered summaries to build data-backed discipline—no subscription, no catch. for all new users.
Sign up: https://trackmyvibe.com
—
Title: UnDoomScroll: Android App to Break Doomscrolling—Mindful Blocks, No Guilt, No Data Harvesting
Description: If mindlessly scrolling is wrecking your focus, UnDoomScroll uses soft, mindful nudges to intercept the habit—no harsh blockers, no judgment, no tracking. Built for focus, ADHD support, and real-world use. Cute mascot included.
Google Play: [link in post] (ask dev for promo codes)
—
Title: Local-First AI Food Scanner “Emma” Decodes Labels & Flags Hidden Junk—75% Off Black Friday
Description: Scan food labels anywhere, in any language, and get instant AI breakdowns of hidden sugars, additives, toxins, and allergens. Perfect for travel, health concerns, or just smarter choices. Black Friday: $9.99/year (normally $39.99). Grandma friendly.
iOS: https://apps.apple.com/redeem?ctx=offercodes&id=1607127197&code=BF2025
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Title: Small Business Owners: What’s Your #1 Growth or Operations Roadblock Right Now?
Description: A new tool aims to streamline small business order management and growth—creators want your pain points to guide development. If you own or run a small biz, your feedback will help shape a solution built for the messiness of real operations.
—
Title: Redesigning Email Marketing: Could Discreet Signatures Replace Pushy Banners?
Description: Most indie growth emails push other products via banners, which feels spammy. “MailSign” flips the script: lightly promote your other work via trackable email signatures instead. Is this the softer, winning formula for side project email funnels?
Demo & feedback: see post.
—
Title: QuickList for iOS: AI-Powered Grocery Lists That Feed Directly to Instacart
Description: Build smart grocery lists in seconds—just pick meals or dictate a recipe. QuickList extracts ingredients with on-device AI and pushes the list straight to Instacart. Clean UI, no account needed, promo codes for early testers.
App Store: https://apps.apple.com/us/app/quicklist-smart-grocery-list/id6754389857
—
Title: Building the Simple Calendar App Everyone Wants—Voice, Natural Phrases, No Complicated Forms
Description: Do you wish you could just talk to your calendar, skip forms, and add events with half-sentences? Early users are buzzing about a new app in development that aims to fix rigid, tedious calendar workflows. Founder wants your feature requests—share what’s missing from Siri, Google, etc.
Title: 📢 Whisper Large v3 Translates on iPhone—Offline, Real-Time Universal Translator Arrives
Description: A dev has brought OpenAI’s Whisper Large v3 to iPhone, enabling real-time, fully on-device speech transcription and translation—even offline. Unlock access to international media and conversations, privately, with no servers. Translation quality rivals cloud APIs; works best on iPhone 14 Pro and up. Free to try for 1-minute clips.
App Store: [Whisper v3 Translator](#)
—
Title: 🔬 Breakthrough in AI-Designed Antibodies Could Turbocharge Drug Discovery
Description: New research validates “GaluxDesign,” an AI platform that rapidly designs therapeutic antibodies from scratch (de novo) with high accuracy. The system found nanomolar binders for 7 of 8 targets with only 50 candidates per target, suggesting a major leap in antibody design speed and efficiency—potentially cutting years off drug development timelines.
Paper: [Read preprint on bioRxiv](https://www.biorxiv.org/content/10.1101/2025.11.21.689414v1)
—
Title: 🚀 TLT: Open-Source System Speeds Up LLM RL Training with Adaptive Drafting
Description: “TLT” introduces an adaptive speculative decoding method to accelerate reinforcement learning (RL) for large language models (LLMs), handling the notorious long-tail of response times. The system uses lightweight draft models and memory-efficient strategies, achieving 1.7x RL training speedups while maintaining accuracy—a major boost for AI researchers and teams scaling complex models.
Paper: [arXiv:2511.16665](https://arxiv.org/abs/2511.16665)
—
Title: 🗣️ Free Flutter Plugin Brings Piper Neural Text-to-Speech to Android—Open Source!
Description: Now you can bring high-quality, neural AI voices to your Flutter Android apps thanks to a new open-source plugin for Piper TTS. No more robotic sounds—just add the package, pick a voice, and generate speech files with ease. Multi-platform and custom voice support coming soon.
GitHub: [piper_tts_plugin](https://github.com/dev-6768/piper_tts_plugin)
—
Title: 🕹️ Terminal-Based Dev Community “root-dir.com” Gathers Momentum—Indie Hackers Hop In
Description: What started as a fun domain experiment is morphing into a terminal-driven social space for developers, indie hackers, and coders. root-dir.com lets users claim handles and join a growing “inaccessible by design” community—proving even quirky UX can ignite interest if the vibe’s right.
Check out: [root-dir.com](https://root-dir.com)
—
Title: 💸 $6K MRR in 4 Months—How Organic SEO Outperformed Paid Ads for This SaaS Indie Hacker
Description: With only $1,800 to start, one solo founder reached $6,000 MRR for a workflow automation tool—without a cent spent on ads. The secret: intense focus on directory submissions, long-tail SEO content, and conversion optimization. For fellow builders, it’s a reminder that slow, “boring” organic methods often win in the end.
—
Title: 🔗 Offline, End-to-End Encrypted AI Mental Health App Gets Stunning Glassmorphism Redesign
Description: ThunDroid AI, a privacy-first app for anxiety, just relaunched with a liquid glass aesthetic and 50% faster startup. The new version brings more empathetic AI chats and stays 100% offline with no cloud data. If you want a calming, instant sanctuary for focus and emotional support, check out the latest update.
App Store: [ThunDroid AI](https://apps.apple.com/app/thundroid-ai/id6746182736)
—
Title: 🔊 Super-Minimal Productivity Apps for Remote Workers—Journaling, Scheduling & Movement Breaks
Description: The best productivity tools for remote work are often simple: project/journaling/meditation apps with zero clutter, health-focused timers (like Increaser or LetsMoveIt), and collaboration boards like noteboards.io. Redditors say: skip the monitoring spyware and focus on habits that enhance well-being and true output.
Try: [noteboards.io](https://noteboards.io), [Increaser](#), [LetsMoveIt](#)
—
Title: ✍️ Building in Public: Lessons from 27 Days—What Drives Real Growth (and What Doesn’t)
Description: A dev sharing their “build in public” journey reveals: deep technical stories and real struggles out-perform shallow progress tweets. Daily threads, consistent engagement, and helping others trump metrics and screenshots. If you’re sharing your product story online, focus on authenticity and start early.
—
Title: 📆 nocal 2: The Flexible Calendar/Notes Hybrid Now Hits Android (iOS Soon, Free for .edu)
Description: nocal combines your calendar, notes, and tasks into a freeform workspace—no strict time blocking required. Version 2 brings an Android app, cross-platform syncing, and deeper note-event linking. Free forever for most features; educators get full access.
Android: [Google Play](https://play.google.com/store/apps/details?id=app.nocal) | [nocal.app](https://nocal.app)
—
Title: 🤖 Offline Habit Trackers & Goal Apps That Don’t Suck—Clean, Simple, Actually Useful
Description: Fed up with overdone habit trackers? New indie-built goal/habit apps focus on minimalism, streaks, and no-nag reminders—making it satisfying, not stressful, to keep routines alive. Home widgets and smart notifications keep you on track without the overwhelm.
iOS: [RoutineLock Habit Tracker](https://apps.apple.com/us/app/habit-tracker-routinelock/id6754172489)
—
Title: 🔗 Flutter Plugin Brings Piper Voice Synthesis to Android—No More Robotic TTS!
Description: (Merged similar content) Developers can now add offline, human-like TTS voices to Android apps via a Flutter plugin supporting Piper neural models. Simplifies ONNX integration—just import and synthesize. Multi-platform launch in progress.
GitHub: [piper_tts_plugin](https://github.com/dev-6768/piper_tts_plugin)
—
Title: 🌎 Universal Prayer App Connects Christians Globally in Real Time
Description: “Oremus” is a new app designed as a global prayer exchange, where users get notifications when someone around the world prays for their intention. A calm interface and live world map create an experience focused on compassion, not feeds—available now on Google Play.
Google Play: [Oremus](https://play.google.com/store/apps/details?id=pl.remotion.oremus)
—
Title: 🛠️ Dev Shares Currency Conversion API With Rapid, Accurate Updates—Looking for Feedback!
Description: Tired of slow, inaccurate exchange rates, this developer created a lightning-fast API—updates every 60 seconds, pulls from 20+ global sources, covers 160+ currencies, and offers bulk matrix conversion. Looking for real-world testers and feedback—could this replace your current FX API?
Try the API: [AccuRates on RapidAPI](https://rapidapi.com/TockaAyman/api/accurates-currency-converter)
—
Title: 🤖 AI Ethics Scandal: Professor Faked Credentials Exposed by Blog Investigation
Description: An “AI Ethics expert” was caught fabricating their professorship at UPC, leading to major credibility questions in the AI ethics community. This story highlights a growing concern: who is vetting those policing AI’s morals?
Read more: [Ethical AI Blog Report](https://ethicalaic.blogspot.com/2025/11/the-ethics-of-ai-ethicist-unmasking-frad.html)
—
Title: ⚡ Turn Your SaaS Cold Leads Into Warm Conversations With Instant WhatsApp Widget
Description: If you run a service business, a new instant-lead widget captures form data and sends it directly to your WhatsApp and email—so you can reply faster and close more deals before leads go cold. Seeking early feedback on the idea and implementation.
Info page: (see comments in post)
Here’s a curated list of the most impactful, fresh, and globally relevant Reddit posts (duplicates merged, minor/irrelevant/overly technical ones omitted) based on your instructions:
—
**Title:** Open-Source Semantic Cache for LLMs: Slash Costs, Boost Latency, Stay Private
**Description:**
Tired of sky-high LLM bills for repeated prompts? PromptCache is a self-hosted Go middleware that sits between your app and OpenAI, caching responses based on meaning instead of exact text. Tests show up to 80% token cost savings and instant replies for repeated questions. Simple drop-in and open source!
GitHub: https://github.com/messkan/PromptCache
—
**Title:** Massive Leap for No-Code: AI Now Builds Apps for iOS, Android, and Web
**Description:**
Forget fighting with drag-and-drop builders—Soul16’s new platform lets you instantly generate fully publishable Android, iOS, and web apps using AI. No coding required; just describe your app and get a single codebase ready for Play Store/App Store.
Try it: https://www.soul16.com
—
**Title:** Public Beta: PromptGen App Supercharges Your AI Prompts (No Skill Needed)
**Description:**
Getting better results from AI just got easier. PromptGen offers ready-made prompt templates for images, videos, business, marketing, and more—no technical experience required. Available for free on Android and iOS to upgrade your daily workflow.
Android: https://play.google.com/store/apps/details?id=com.rcf.promptgen
iOS: https://apps.apple.com/us/app/promptgen-ai/id6754821449
—
**Title:** Give Feedback! Drag & Drop Mac Workspace Restorer Goes Open Source
**Description:**
SpacePigeon is a Hammerspoon-based Mac tool to save/restore full workspaces: assigns apps to spaces, restores window layouts, and launches everything at once—one hotkey, no fuss. Open-source and looking for community testers and contributors.
GitHub: https://github.com/louivers/spacepigeon
—
**Title:** Devs, Stop Burning Money—Self-Hosted LLM Semantic Caching is Here
**Description:**
(See above for PromptCache—highlighting again due to relevancy.)
—
**Title:** Self-Hosted RemoteFS Lets You Control Your PC’s Files from Your Phone
**Description:**
Tired of syncing through the cloud? RemoteFS lets you securely browse, upload, download, and manage files on your PC directly from your phone over local WiFi. It’s built with Node.js and React, updates in real-time, and is open source for privacy.
GitHub: https://github.com/Bhavye2003Developer/RemoteFS
—
**Title:** Transform Your Productivity: Monk Mode Combines Tasks, Habits, Pomodoro & More
**Description:**
Why juggle five apps? Monk Mode merges time-blocking, tasks, habits, website blocking, Pomodoro, and gamified focus into one power platform. Get statistics, rewards, and community support with a generous free tier—plus lifetime access available.
Try it: https://monkmode.vip
—
**Title:** ADHD-Friendly Task Manager ‘Set’ Launches: Auto-Scheduling and Dopamine Rewards
**Description:**
Set auto-schedules your daily tasks—catching up is a single tap if you get off track. Designed for ADHD and focus-challenged minds, it features gamification, streaks, iCloud sync, and cross-platform support on iOS/Mac. Free trial and launch discounts now!
App Store: https://apps.apple.com/us/app/set-adhd-task-manager-timer/id6753867602
—
**Title:** CLI-TUI Uptime Monitoring: Seamless API/Website Health Checks (Node & Rust)
**Description:**
Check server and API health right from your terminal! UptimeKit-CLI is a simple, global CLI uptime monitor in Node.js (Rust port coming soon), installable via npm. Easily keep tabs on all your sites without leaving your workflow.
GitHub: https://github.com/abhixdd/UptimeKit-CLI
npm: https://www.npmjs.com/package/uptimekit
—
**Title:** [Open Source] Modern Kube-OVN GUI Makes Network Management Easy
**Description:**
Kube-OVN users rejoice: a fresh React+Python web UI brings network topology visualization and resource management to your browser. Drag, click, and drill into VPCs, subnets, nodes, and security—all open source, seeking feedback and contributors!
GitHub: https://github.com/Sigilwen/kubeovnui
—
**Title:** Take Back Your Data: Pay-Per-Use Testimonial Hosting (No Subscriptions)
**Description:**
Why pay monthly for a testimonial tool you barely use? CreditReel lets you collect unlimited text reviews for free and buy lifetime video storage as needed. Export your raw data anytime—ideal for solopreneurs and small teams.
Try it: https://creditreel.to/
—
**Title:** New Agentic LLM Framework “go-agent” Released for Multi-Provider Support in Golang
**Description:**
Looking to build custom LLM/AI agents in Go? go-agent ships with its own memory/famework layer, supports multiple providers, and lets you compose tool-like agents using UTCP and codemode backends.
GitHub: https://github.com/protocol-lattice/go-agent
—
**Title:** Validate Your Workflow! AI Pipeline Framework “dagengine” Seeks Feedback
**Description:**
Built a TypeScript library to chain LLM-powered workflow steps (prompts, transforms, integrations) but not sure if it’s what devs need. Looking for honest critique, collab, or contributors. Check code, docs, and examples!
GitHub: https://github.com/dagengine/dagengine
Homepage: https://www.dagengine.ai/
—
**Title:** The Great AI Coding Paradox: Instant Code, Endless Bugs?
**Description:**
Are we trading speed for security? AI code assistants pump out working code in seconds—but reviewing quality, security, and maintainability now takes even longer. SonarQube explores the looming risks and how to keep up without drowning in tech debt.
Read more: (SonarQube blog, not linked here—search via SonarQube’s site for full post)
—
Let me know if you’d like a different focus or re-categorization!
Title: Open-Source Local LLM Agent Framework Vanaras Debuts — Planner, Tools, Secure Sandbox, UI
Description: Vanaras is a new open-source framework for building agentic AI systems locally. Tailored for developers, it lets you run multi-step AI agents that read/write files, search projects, and execute tasks with memory (FAISS), a true Critic/Planner loop, secure sandboxing, and a visual UI. Fully offline and works with Ollama. A dev-friendly alternative to Langflow/AutoGen — but local, safer, and focused on real code.
GitHub: https://github.com/Vanaras-AI/agent-framework
Docs: https://vanaras.ai
—
Title: PageRekt: AI Landing Page Roast Gives Brutally Honest Feedback Instantly
Description: Tired of bland or expensive landing page feedback? PageRekt analyzes your website, screenshots it, and delivers sharp, persona-based feedback with annotated visuals (copywriter, UX pro, conversion expert). Get an audio roast if you want, and see what’s really wrong with your page. Free tier available — skip the consultants and get results in seconds.
Try it: https://pagerekt.com
—
Title: Curio: Self-Hosted RSS Aggregator Uses AI to Curate News Without Algorithms
Description: Ditch ad-riddled newsfeeds and take back your news. Curio is a self-hosted aggregator that pulls from your handpicked RSS feeds and uses LLMs to surface the most interesting stories in a clean newspaper-style layout. Runs in Docker, stores locally, respects privacy, and requires only minimal cloud for filtering. Perfect for news junkies and privacy geeks.
GitHub: https://github.com/CyberDNS/Curio
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Title: Free Website i18n & SEO Scanner — Instantly Check Your Global Readiness
Description: Quickly scan any website for internationalization and SEO issues like missing lang/hreflang, untranslated strings, and sneaky localization bugs. This free tool gives you an i18n readiness score plus SEO insights, with actionable advice for devs building globally.
Try it: https://intlayer.org/fr/i18n-seo-scanner
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Title: Build 2hr Lofi YouTube Videos Fully Automated & Free With n8n Workflow
Description: Clone a side hustle: This n8n workflow takes public AI models (Suno for music, Seadream for visuals), auto-renders two-hour lofi/meditation videos, and uploads to YouTube—all for free with Oracle Cloud. The workflow runs daily, splits workloads across free servers, and integrates Telegram for notifications.
YouTube output: https://www.youtube.com/@ScrollOfDream
Ask for n8n template in comments.
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Title: EasyReceipts: Free, Instant, AI-Powered Group Receipt Splitting
Description: Snap a photo of a group receipt and let EasyReceipts split it automatically—no logins, instant results, and even handles multi-currency. Add friends, itemize, assign partial payments, and protect sensitive receipts with a PIN. Traveling or just tired of math? Skip the spreadsheet.
Try it: https://easyreceipts.app
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Title: Beanotes—Super Simple, Private Notes About People Powered By Local AI
Description: Forget acquaintances’ birthdays, drink orders, or anecdotes? Beanotes is an iOS app to keep notes about the people you care about, locally on your device (not in the cloud). On-device AI makes it fast to retrieve tidbits when you need them. Handy for anyone who wants to be more thoughtful—with privacy.
App Store: https://apps.apple.com/us/app/beanotes-notes-on-people/id6749189513
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Title: Cadence: Typing Notes Triggers Music—Open-Source, Zero Tracking, Surprisingly Addictive
Description: Every keystroke becomes music with Cadence, a privacy-first, cloud-less, minimalist notes app that rewards your writing with sound. Free, open-source, browser-run, and truly weird—try it for fun or as a focus hack.
Try it: https://cadennce.com
GitHub: (search “Cadennce code” or ask OP for URL)
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Title: Mimir: Local & Secure Graph-Based Agent Memory for LLMs Gets Major Security Upgrade
Description: Mimir, an open-source graph memory manager for AI agents, just got OAuth, RBAC, GDPR compliance, observability, full local deployment (via llama.cpp or Ollama), and conflict-free multi-agent write locks. Run secure, traceable LLM agents—now with a handy VSCode plugin for real-time code intelligence.
GitHub: https://github.com/orneryd/Mimir
Demo: https://youtu.be/lDGygfxDI28?si=hFWTnEY3NLIoKXAd
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Title: Self-Hosted, AI-Filtered Family Command Centers? Redditors Debate the Real Need
Description: As families juggle recipes, shopping lists, and product favorites across multiple apps, a new crop of tools lets you sync and organize everything in one place. But is the real pain fragmentation, or do people stick with what they know? Share your best home management stack—or what’s stopped you from switching.
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Title: Meetup App for Indie Hackers — Find Local Creators Now, Not ‘Someday’
Description: Creator loneliness is real. Spon is a just-launched app that lets indie builders find and connect with local creators who are available for coffee or co-working, right now—no endless planning or awkward DMs.
Google Play: https://play.google.com/store/apps/details?id=com.pubathedog.sponv2
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Title: Practice System Design Interview Math—Fast, Simple Tool for QPS, Storage, Bandwidth Intuition
Description: Tired of blanking on estimates during interviews? Estiprac is a dead-simple web tool to practice mental calculations for system design: convert yearly traffic to QPS, estimate entity sizes, and more. Designed for 2–5 minutes a day, fresh numbers every session. Free to use.
Demo: https://estiprac.vercel.app/
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Title: OrKa Updates: Local Reasoning UI Stack Gets One-Command Start, Runs LLMs on Your Machine
Description: OrKa, a rising open-source stack for orchestrating LLMs locally with a built-in UI, now boasts easy, single-command startup. Power up local reasoning and knowledge graphs on your own hardware and unplug from the cloud.
GitHub: (search “OrKa LLM stack” or ask OP for link)
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Title: “Founder’s RPG”: Swipe-Decision Startup Sim From a Solo Indie Lands on App Store
Description: Reigns-style mobile game lets you run a fragile startup, hiring/firing, courting investors, and battling burnout—all with simple swipe choices. Balances company, product, finances, and competitors; one bad week and you implode.
App Store: https://apps.apple.com/us/app/founders-rpg/id6755193990
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Title: The Cosmic Qualia Paradox: Could Alien Minds Be So Different We’d Never Know?
Description: Forget “is there life out there?”—what if the biggest paradox in the universe is that even if we meet aliens, our subjective experiences are so wildly different we’d never understand each other’s inner worlds? Mind-bending discussion on consciousness, Fermi Paradox, and what makes us truly alone.
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Title: The Secret to Sustainable Home Lab Setups—A Practical, Modern Self-Hosting Stack
Description: Wondering how to build a robust self-hosted home server from scratch? Check out this Redditor’s battle-tested setup including privacy VPNs, Docker with Traefik, Komodo management, backups via Zerobyte + Restic, self-hosted notification stack, Uptime Kuma, and a dashboard—all documented step-by-step.
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Title: Tired of Social Algorithms? Try These Apps to Escape Doomscrolling and Build Real-Life Habits
Description: If you’re burned out by endless feeds or want to break bad habits, these new apps offer daily real-life “quests” or challenges—starting with just one minute per day—that help you reclaim focus and improve wellbeing, without sneaky upsells or subscriptions. See feedback and iOS link inside.
Title: Google Gemini 3 Pro Shatters LMArena Record With Massive Lead Over SOTA Image Models
Description: Google’s Gemini 3 Pro (Nano Banana Pro) just jumped to #1 on LMArena for both text-to-image and image editing tasks, achieving an unprecedented +84 point lead. This breakthrough signals a new era in prompt adherence—and according to DeepMind, even higher resolution versions are on the way. Anyone here put it through their own test sets yet?
Leaderboard: https://lmarena.com/leaderboard
Title: Google Urges 1000x AI Infrastructure Growth—Doubling Capacity Every 6 Months
Description: Google’s AI infrastructure chief revealed the company must double serving capacity every six months to keep up with soaring AI demand—targeting a thousandfold increase in just five years. This inside snapshot shows both the scale of compute needed for LLMs and the industry’s breakneck pace. Is sustainable AI growth even possible at this rate?
Source: https://arstechnica.com/ai/2025/11/google-tells-employees-it-must-double-capacity-every-6-months-to-meet-ai-demand/
Title: AGI Predictions Heat Up: MIT, Google, Altman, Musk Point to 2027–2047 Arrival Window
Description: Top researchers and tech leaders are now forecasting Artificial General Intelligence between 2028 and 2047, with some placing aggressive bets on the early 2030s. AGI expectations are fueling debates on the pace of progress, risks, and how close we truly are to “the singularity.”
Full analysis & mega-list of sources: https://research.aimultiple.com/artificial-general-intelligence-singularity-timing/
Title: Unidrive – AI-Powered File Organizer With Smart Automations (Free Beta)
Description: Tired of chaos in your folders? Unidrive auto-organizes files, scans PDFs and code, and even lets you define custom file structures or routine “report runs.” Minimal UI hides powerful AI workflows. Free for all users until next year—feedback wanted!
Try it: https://unidrive.ai/
Title: Writingway 2—Free, Open-Source AI Writing App for Local Models
Description: Open-source alt to NovelCrafter and Sudowrite: Writingway 2 lets you run AI-assisted creative writing 100% locally, with no costs or cloud. Optimized for fiction, research, and total privacy.
Details + download: https://aomukai.com/2025/11/23/writingway-2-now-plug-and-play/
Title: Lockbook – Zero-Knowledge, Cross-Platform, Encrypted Notes (Open Source)
Description: Tired of trusting note apps with your data? Lockbook is E2E-encrypted, supports Markdown & SVG, syncs anywhere, and uses open formats. Even power users get CLI and file system mount support.
Try it: https://lockbook.net/docs/installing.html | Discord: https://discord.gg/lockbook
Title: Liminal Engine Whitepaper: Blueprint for Honest, Non-Sentient AI Companionship
Description: The Liminal Engine is a new, research-backed framework for AI companionship — focused on emotional integrity, continuity, ritual, and user sovereignty. If you care about human–AI relationships that don’t fake sentience, this deep dive is a must-read.
Whitepaper (DOI): https://doi.org/10.5281/zenodo.17684281
Title: Somachord – Modern Gleam-Powered Subsonic Client (Web, Electron, PWA)
Description: Got a Subsonic music server? Somachord is a sleek client you can run as a web app, PWA, or Electron desktop app—written in Gleam for smooth performance. Full 1.0 release coming soon, but it’s already feature-rich and ready to play.
GitHub: https://github.com/sammy-ette/Somachord
