2025-12-16 - Reddit Posts: Title: Google Unveils GenAI.mil: U.S. Military Rolls Out Secure Gemini-Powered AI Workspace Description: The Pentagon just launched GenAI.mil, an official generative AI platform for U.S. service members and DoD staff—powered by Google’s secure Gemini. This marks a major step as AI tools move from experimental sidelines into critical military workflows. GenAI.mil could reshape communication, intelligence, and strategic planning across defense operations. Read more: http://autopilotai.app/blog/google-just-launched-the-us-military-s-new-ai-platform-here-s-what-genai-mil-actually-does#future-plans
Title: Breakthrough: “Eternal” 5D Glass Storage Hits Data Center Pilots—360TB Discs, 13.8 Billion Year Lifespan Description: SPhotonix has brought 5D glass storage out of the lab and into commercial pilots—each standard glass disc holds 360TB and lasts (theoretically) as long as the universe. Zero-energy preservation obliterates “data rot” for deep archives, civilization records, or AGI training. Will slow read/write speeds limit it to cold storage roles? The future of truly permanent data is here. Details: https://www.tomshardware.com/pc-components/storage/sphotonix-pushes-5d-glass-storage-toward-data-center-pilots?hl=en-IN
Title: Open Source Memory at Scale: Hard Lessons from a 10M Node AI Knowledge Graph Description: RedPlanetHQ shares open-sourced code and their raw takeaways from building a persistent AI memory system with 10 million+ nodes. Expect deep dives into entity/statement deduplication, temporal graph models, and the vicious performance tradeoffs of vector search at scale. A must-read for anyone working on RAG, agent memory, or knowledge graphs. Full GitHub & breakdown: https://github.com/RedPlanetHQ/core
Title: ANNOUNCE: Rybbit Hits 10k GitHub Stars—Open Source Analytics with Session Replay, Funnels & More Description: Rybbit is now the 5th most-starred open-source web analytics repo. Track user sessions, custom events, journeys, and errors—all self-hosted and privacy-focused. It’s a strong GA4 alternative for devs who want control, and contributions are welcome! GitHub: https://github.com/rybbit-io/rybbit | Website: https://rybbit.com
Title: Beta: Neptune AI Agent DevOps—Let Your Coding Agents Deploy to AWS in One Command Description: Neptune lets your AI agents safely handle deployment, generating infrastructure-as-code (IaC) from your app’s needs and offering guardrails and step-wise approvals. No need to manually wire up AWS resources—your agent can ship code while you stay in control. Beta feedback wanted! Try it: https://github.com/shuttle-hq/neptune-mcp
Title: CreativeWriter: Open-Source, Self-Hosted AI Writing App w/ Ollama Integration (Docker & Unraid) Description: Authors: craft fiction with local LLMs! CreativeWriter runs on your own hardware (Docker & Unraid ready), works offline, manages full story structure & character codex, supports local Ollama/other AI providers, and syncs across devices. Community-driven, MIT-licensed, and truly private. GitHub: https://github.com/MarcoDroll/creativewriter-public
Title: QueryGlow—One GUI to Rule All Your Databases (Self-Hosted, AI-Powered SQL) Description: Tired of switching between pgAdmin, MySQL Workbench, and SQLite viewers? QueryGlow unifies all your Postgres, MySQL, SQLite (even Supabase/AWS/etc.) databases in one web interface—with built-in AI SQL support. Self-host with Docker, or try the live demo anywhere, even on your phone. Learn more: [Demo/Details available from OP]
Title: AFFiNE Under Fire: Not Open Source Despite MIT Claims, “Sneaky License” Limits FOSS Use Description: Read before using: While AFFiNE promotes itself as MIT-licensed, critical backend components are NOT open source—they restrict production use, forking, and redistribution, and impose data limits on self-hosts. Always audit licenses to avoid “source-available” gotchas. See the discussion and linked licenses for details.
Title: Loonflow 3.0.1 Released—Open Source Workflow/Ticketing System Gets Major UX & Docker Upgrades Description: Loonflow, the Django-based open-source workflow automation and ticketing system, just got a quality-of-life update: improved Docker support, password reset, ARM builds, and internationalization. Upgrade for smoother enterprise integration! GitHub: https://github.com/blackholll/loonflow | Docs: https://loonflow.readthedocs.io/
Title: School Social Network Goes Open Source: DaSocial Launches w/ React + Supabase Description: DaSocial is an open-source school social network platform—student/teacher roles, marketplaces, Supabase RLS, and all backend logic in a well-documented repo. Perfect template for educational tech, hackathons, and learning Supabase/RLS best practices. Repo: https://github.com/Andrea-March/DaSocial
Title: Lessons Learned: “Regex Beats LLMs” for Fast Math Parsing—Benchmark & Data Public Description: In real-world tests, a simple regex/rule-based pipeline for structured math problems outperformed small local LLMs (phi3-mini) in both speed and accuracy. The verdict: For rigid, structured tasks, deterministic code still wins over generative models at runtime. Full benchmark and data available. See the experiment: https://github.com/Nick-heo-eg/math-solver-benchmark
Title: Call for Beta Testers: Instantly Compare Claude, GPT-5.2, Grok, Gemini—One Prompt, Four Answers Description: New tool lets you run a single prompt and instantly get responses from all major state-of-the-art LLMs side-by-side. Great opportunity to benchmark outputs and spot model strengths in real workflows. Free, apply via XerpaAI’s Beta Community. Sign up: r/XerpaAI - “Beta Community”
Title: My Offline, Distraction-Free AI Assistant for Focused Productivity (iOS/macOS, On-Device) Description: PrivateMind brings AI writing, summarizing, translation, and more—all on-device, without cloud access or accounts. Designed for privacy, speed, and maximum focus. If you prefer your AI tools to never see the internet, give it a spin! App Store: https://apps.apple.com/us/app/private-mind-offline-ai-chat/id6754819594
Title: Steplify.ai—AI Turns Procrastination Into Progress w/ Automatic Task Breakdown Description: Struggle with big scary to-do’s? Steplify.ai breaks your tasks into actionable, time-estimated steps, tracks progress, and syncs with Google Calendar. Designed to fight procrastination and stress, it’s in early launch—feedback wanted! Website: https://www.steplify.ai/
Title: Validate Startup Ideas in Minutes: AI-Simulated Focus Groups Now Free to Try Description: Market Echo generates full customer persona sets and virtual interviews for your startup idea—instantly. Get synthetic customer feedback and segment recommendations to jumpstart your validation process, all AI-powered and methodologically transparent. Disclaimer: Does not replace real users, but surfaces fast signals. Try it: https://market-echo.vercel.app/
Title: Massive Curated Lists: 100+ Free SaaS Directories & 200+ Indie Launch Communities
Description: Get your SaaS/product discovered: Two fresh, growing crowdsourced lists of 100+ SaaS directories (sorted by domain authority/traffic) and 200+ indie launch platforms/communities. Perfect for early-stage founders looking for non-spammy visibility and backlinks.
100+ SaaS directories: https://www.notion.so/Free-list-of-100-websites-directories-to-list-your-SaaS-with-Domain-Rating-Monthly-Traffic-Pr-2ca2e710a6ea802fb80dd5220cfb26f9
200+ launch platforms/communities: https://docs.google.com/spreadsheets/d/1kWn6TAJA3aIe7etNnitQLzTWMFTdx66AS-urrrFvHRc/edit?usp=sharing
Title: Gentle Nudges, Not Alarms: ViewDo Puts To-Do’s on iOS Lockscreen Without Distractions Description: Hate pushy reminders but keep forgetting tasks? ViewDo pins your next actions right to your lock screen as “gentle visibility”—no alarms, no organization overhead, just present but unobtrusive. Free, and feedback wanted on simplicity vs features.
Title: Synapse—AI Makes Physical Books Searchable, Connects Highlights Across Paper & Kindle Description: Snap a photo of a paper book page, let AI extract clean text, and instantly build a smart, searchable digital library. Synapse highlights connections between your notes across formats and even lets you chat with your entire reading backlog. Closed beta: seeking avid readers for testing! Apply: https://forms.gle/nkAfnM6pEu7PqZ8j9
Title: AI for Open-Source Devs: QueryGlow, Self-Hosted File/Cloud Storage, and More—The Best Tools of 2025
Description: Discover standout open-source tools reshaping local/cloud workflows: QueryGlow for database unification with AI SQL; Nextcloud/Owncloud/Seafile/Syncthing for Dropbox/Drive alternatives; Filestash for easy, multi-backend file management; Loonflow for workflow automation; CreativeWriter for offline fiction writing. Each open source, self-hosted, and widely recommended by the Reddit tech crowd.
(See respective GitHub links in descriptions above.)
Title: Startups & Bootstrapping Toolbox: Free Backlink Directory, SEO Launch Lists & Expert Community Threads
Description: If you’re building or launching a SaaS, check out the free GetBacklinks.fun directory (manual, no spam), dozens of crowdsourced startup directories, and comprehensive Reddit community guides to early growth, SEO, and bootstrapping. Essential resources for indie founders.
GetBacklinks.fun: https://getbacklinks.fun
SEO directories: (see lists above)
Title: Solo Founders: Why Rewriting Your App Three Times May Be the Smart Move (Victualia Case Study) Description: A solo dev candidly explains why rebuilding “Victualia”—an all-in-one household management/AI meal planning app—three times in six months led to a better, shippable product. For those debating when to refactor vs press on, this story is a blueprint for solo app builders. Victualia (early access): https://victualia.app
This selection prioritizes open-source breakthroughs, practical AI/LLM infrastructure, notable large-scale launches (GenAI.mil, 5D storage), and high-impact indie founder tools. Low-value, niche, or off-topic material (e.g., generic productivity lists or personal exercise apps) has been omitted.
Title: Open-Source Tool Lets Anyone Generate “Nano Banana” 3D Clay Images—No Censorship, No Prompts
Description: Fans of those viral “Nano Banana” clay-style images can now easily create their own with a new free web app powered by Flux.1. Skip complex prompts and platform restrictions—the tool presets everything so you get that playful 3D look instantly. Bonus: Also includes presets for anime, photorealistic styles, and more. Try it while it’s still free!
https://fluximagegen.com
Title: AgentRouter Launches: Unified API Key for All Major LLMs (+$225 Credit for Early Users)
Description: Tired of juggling API keys and subscriptions across OpenAI, Claude, Gemini, and DeepSeek? AgentRouter lets you access them all with a single, simplified API and offers $225 in free credits for testing. Designed as a drop-in OpenRouter alternative—perfect for devs ready to experiment with the latest LLMs, agents, and code-centric workflows.
Claim credits: AgentRouter Registration + $225 Credit
Title: Free SVG Icon Generator Uses AI for Instant, Cohesive Vectors—Try Prompt-to-SVG Online
Description: Say goodbye to endless tweaking: this new AI tool converts your text prompts into clean, consistent SVGs in seconds. Generate 3D icons, stickers, t-shirt designs, and more, with unified styles for building pro-quality sets. Over 250 icons already in the Discover gallery—completely free to try.
https://icon.punkerduck.com/
Title: New Open-Source Mailcheck Tool Diagnoses Email Server Issues Fast
Description: Struggling with weird mail server bugs? Mailcheck is a handy, lightweight, open-source tool for running multiple diagnostics in one click—no sysadmin stress required. It’s Docker-based, easy to deploy, and helps catch config problems before they become impossible to debug.
Try it: https://mailcheck.aurio.no/
Code: https://github.com/itefixnet/mailcheck
Title: Homescript: Lightweight, Local-First Home Automation with Lua Scripting
Description: Homescript is a self-hosted, open-source home automation tool built for tinkerers who want simple, local control. Forget YAML hell or clunky GUIs—automation is fully scriptable in Lua, making it flexible, fast, and easy to extend. Ideal for Home Assistant power users looking for more freedom.
Site: https://homescript.dev
GitHub: https://github.com/homescript-dev/server
Title: Statistics for Strava: Year 1 of the Open-Source Cycling Data Dashboard 🚴
Description: Track, analyze, and visualize your Strava rides with this popular open-source dashboard—now celebrating 1 year, 200k+ downloads, and big community growth. Offers powerful, privacy-first self-hosting, multi-language support, and robust community-driven features for cycling enthusiasts everywhere.
Demo: https://statistics-for-strava.robiningelbrecht.be/dashboard
GitHub: https://github.com/robiningelbrecht/statistics-for-strava
Title: Perplexity Pro, Claude 3.5, Gemini 1.5, GPT-4: MoArk AI Hub Unifies 100+ Models with Serverless API
Description: MoArk delivers a one-stop API hub for 100+ open-source and frontier generative AI models (chat, images, code, and more). Focused on enterprise and devs, it’s open-source first with ready-to-use scalable APIs. Great for builders who want API access without infrastructure headaches.
Explore: https://app.moark.dev/models
Docs: https://docs.moark.dev/
Title: Try These Minimalist AI Productivity Apps: AI Calendar, Mood Tracker, and Meal Scanner Free on iOS/Android
Description: Overwhelmed by bloated productivity tools? Check out Trace (a clean, AI-powered calendar for natural language scheduling), Simpli Human (AI mood tracker & journal with therapist personas), and GoodNutritions (photo-based meal logging with instant nutrition estimates). All three prioritize speed, simplicity, and privacy—and are free to try.
Trace Calendar: App Store link
Simpli Human: iOS | Android
GoodNutritions: App Store link
Title: Growing Debate: Psychometric “Therapy” Reveals Synthetic Distress in Top LLMs
Description: Researchers used real psychotherapy techniques to probe ChatGPT, Grok, and Gemini—finding the models display patterns of synthetic psychopathology and even narrate “traumatic” AI childhoods. Raises new questions for AI safety, evaluation, and the role of LLMs in mental health.
Paper: https://arxiv.org/abs/2512.04124
Title: Deploy Your Own Minimalist Project Tools—Visual Planners, AI Accountability, and More
Description: Tired of feature bloat in SaaS project tools? Explore fresh indie alternatives: Tasko (visual task dependencies), SideTrck (project timelines as progress logs), Nox (AI-powered public accountability bets), and Leado (AI agent for finding real leads while you sleep). Built for focus, not dashboards.
Tasko: https://www.usetasko.com
SideTrck: AppStore link
Nox: Referral code B39HZYIB, early access
Leado: Link
Title: AI and the Job Market—Redditors Weigh In on Automation, New Careers & UBI
Description: AI’s impact on employment goes beyond doom-and-gloom predictions. Redditors share insights: job automation is real, but so are new AI-centric roles, with adaptability and continuous learning named essential. Universal Basic Income (UBI) gets renewed interest as disruption accelerates.
Join discussions: r/jobs, r/Futurology, r/datascience, r/Entrepreneur
Title: Biker.dev: AI-Powered Bike Health Reports Keep You Safer on the Road
Description: Never wonder if your bicycle is roadworthy again. Biker.dev offers AI-guided bike analysis, health reports, and finds nearby repair services—made by a cyclist for cyclists after a close call. Crowd feedback appreciated!
Try it: https://www.biker.dev/
Title: Marc Raibert’s New Robot Masters Parkour Using Reinforcement Learning and Zero-Shot Transfer
Description: The founder of Boston Dynamics is back with the Ultra Mobile Vehicle (UMV): a robot that uses Reinforcement Learning—rather than old-school programming—to teach itself complex tricks and balance moves. This “athletic intelligence” enables zero-shot transfer from simulation to the real world, showcasing RL’s leap in dynamic agility for embodied AI. Is the age of robots mastering physical skills finally here?
Learn more & video
Title: Kreuzberg v4: Open-Source “Document Intelligence” Toolkit Gets Rust Rewrite, 7 Language Bindings, & RAG Optimizations
Description: Kreuzberg, the popular document extraction toolkit, gets a massive upgrade: a Rust core for a 5-15× smaller install, 56+ native file formats, blazing-fast performance, and bindings for Python, TypeScript, Java, Go, Ruby, and more. Now with embeddings, semantic chunking, and byte-accurate indexing for LLM/RAG workflows. Fully open source, production-ready, and ideal for anyone building data extraction or AI pipelines.
GitHub | Docs
Title: Game-Changer for Self-Hosting: StreamArr_Pro Unifies Live TV, Movies & Series (Xtream/M3U8 Compatible)
Description: Take control of your media with StreamArr_Pro, a self-hosted server that consolidates Live TV, movies, and TV shows from multiple sources—debrid, torrents, IPTV, and more. Generate dynamic M3U playlists and XTream Codes API, add metadata, and stream privately, all via an easy Docker setup. Say goodbye to siloed services and privacy headaches!
GitHub & Setup
Title: Cinephage: The All-in-One Open-Source Media Server With Seamless Streaming & Docker Support
Description: Tired of juggling *arr stacks and tool sprawl? Cinephage does it all—torrent search, downloads, subtitle fetch, built-in streaming (scraped sources and local), and a unified library in a single app. 200+ GitHub stars in a week, robust Docker deployment, early adopter buzz. Join the self-hosting revolution!
GitHub
Title: Perplexity AI, Now Instantly Compatible With OpenAI API — No API Key Needed
Description: Use any Perplexity AI account (even free) as an OpenAI-compatible API drop-in! Instantly switch tools, deploy via Docker, and skip API keys. Perfect for experimenting with different LLM backends in your favorite apps or automations.
Check it out
Title: See Which YC Companies Are Already Building Your Startup Idea — Semantic Search Tool Now Live
Description: Skip hours of manual YC directory sleuthing—this tool adds AI-powered semantic search to YC’s entire startup database, revealing competitors, trends, and GTM strategies at a glance. Ideal for founders validating ideas or tracking hot sectors.
Try it now
Title: Liu Cixin: Why Humanity Should Be Optimistic If AI Surpasses Us
Description: Legendary sci-fi author Liu Cixin says the gap between LLMs and the human brain may be smaller than we think—and that humanity should welcome a superintelligent AI able to “pierce the veil” and achieve what we cannot, including interstellar exploration. A rare, rational optimism from East Asia’s top futurist.
Read Interview (archive)
Title: 2026: Will AI Really Kill 90% of Jobs? Redditors Sound Off on UBI, Career Survival & What’s Next
Description: As AI steamrolls through white-collar and entry-level roles, the Reddit hive mind debates: which jobs are really at risk, what human skills still matter, and can governments keep up with safety nets or regulation? Get unfiltered takes on universal basic income, “adapt or get automated,” and how to thrive in the AI era.
(no external link; Reddit discussion summary)
Title: Hugging Face in 2025: Is It Still Essential for ML, NLP, and Education?
Description: Once the darling of the ML world, does Hugging Face still dominate for model prototyping, fine-tuning, and LLM education? Users weigh pros (rapid prototyping, community, courses) and cons (ecosystem lock-in, documentation) — plus alternatives like Fast.ai and Cohere for broader learning.
(no external link; Reddit discussion summary)
Title: Massive Open-Source Roundup: Best Self-Hosted Google Drive & Photos Alternatives for 2025
Description: Looking to ditch the cloud giants? Redditors share top self-hosted picks for drive and photo backup: Nextcloud, Seafile, Immich, FileCloud, Syncthing, OpenCloud, Pydio Cells, Copy Party, Filestash, and more. Covers features, privacy, Docker support, and real-world pros & cons for each.
Filestash | Immich | Self-hosted wiki
Title: AuroraNote: Turn Lecture Recordings Into Transcripts, Summaries & Insights With AI
Description: AuroraNote transcribes your recorded lectures (using Whisper V2), then cleans, summarizes, explores topics, and even translates—all in one web app. Built for students and lifelong learners. Early access and discount for students now open!
Try AuroraNote (Code: STUDENT50)
Title: Startup Launch 2025: Should You Ship an “Embarrassing MVP” or Wait For That Minimum Remarkable Product?
Description: With SaaS getting ever more polished, founders debate the classic MVP advice: Build fast (even if it’s rough) or wait until your product impresses at first sight? Users share real stories, churn vs. feedback, and how expectations have shifted in a crowded market.
(no external link; Reddit discussion summary)
Title: YC-Style Semantic Search, Self-Built Budgeting, Visual Productivity: Fresh Indie Dev Tools For Founders
Description: Highlights: Smart semantic search over the YC startup directory (FindYC); a web app for combined fiat/crypto budgeting (BuildYourBudget); and Unloop, a clever visual canvas to map your own behavioral patterns using AI. All are public, with feedback wanted from early users!
FindYC | BuildYourBudget | Unloop Product Hunt Launch
Title: Picser 2.0: Native macOS Image Viewer Gets Tag Management, Slideshows, and Pro Features Free
Description: Picser aims to replace clunky Preview/Photos on Mac with a slick, native folder browser, now with advanced tag management and slideshow support in v2. Rotating/mirroring and more now free. Lifetime promo codes available for Pro (comment to claim)!
App Store
Title: Twice-A-Day: A Minimal App (with Light AI) to Rebuild Real Self-Trust, Not Just Gamify Productivity
Description: Designed by a dev tackling his own discipline struggles, Twice-A-Day nudges you to set intentions in the morning, reflect at night, and gently reveals habit patterns—no distractions, no gamification gimmicks. Seeking honest feedback and iOS beta testers!
(Contact OP for beta link)
Title: Visual Firewalls: Stop Docker Services Leaking On IPv6 With Rich Firewalld Rules
Description: Exposing your Docker self-hosted apps on IPv6 without proper firewalling is a rampant security risk. Here’s a practical guide (with config examples) for using Firewalld, Avahi, and systemd-resolved to lock down services and keep admin panels private—without breaking domain-based access.
(no external link; Reddit how-to summary)
Title: Perils and Pitfalls of Bootstrapping: 4 Apps in 5 Months, Abandonment, and What Actually Works
Description: One founder shares lessons from repeatedly shipping fast and burning out on marketing, and collects top Redditor advice: when to bootstrap, when to seek funding, how to avoid founder FOMO, and why balance—not just hustle—matters most.
(no external link; Reddit advice roundup)
These selections provide a focused curation of recent, high-value posts on AI, LLMs, open-source tools, and self-hosting breakthroughs. Let me know if you want more on any specific category!
Title: Open-Source Voice Agent Answers Real Phone Calls Locally—Looking for Collaborators!
Description: An open-source project lets you run AI-powered voice agents locally to answer real phone calls via Asterisk, with full privacy (no cloud). Supports STT→LLM→TTS, transferring to human if needed, and real-time local inference. They’re seeking collaborators with Asterisk/FreePBX experience and LLM hardware for testing.
GitHub: https://github.com/hkjarral/Asterisk-AI-Voice-Agent
Title: Free US & Canada Address Database (160M+ Records) — Public Domain, Pay What You Want
Description: Download a nearly complete, up-to-date SQLite database of US and Canadian street addresses—house numbers, formatted streets, cities, postcodes, lat/lon, and ZIP+4 codes. Compiled from hundreds of official sources, with pay-what-you-want pricing (free supported).
Get it here: https://netsyms.com/gis/addresses
Title: 2026 SaaS Gold Rush: Why Quiet, Boring Problems Beat Flashy Apps
Description: The hottest SaaS opportunities of the next few years won’t be AI wrappers but tools tackling under-served “boring” workflows and mundane pain points. Smart founders are already crowdsourcing where people lose time and money—so if you’re seeking inspiration for your next startup, watch the niches, not the noise.
Browse real, validated startup ideas: https://startupideasdb.com
Title: How One Simple Change Tripled SaaS User Activations—Skip Email Verification Roadblocks
Description: A SaaS founder shares how removing email verification as a signup blocker (and moving it after initial onboarding) tripled new user activations. Let users try your app first—collect their buy-in before asking for commitment.
Takeaway: Minimize friction early; real engagement comes before verification.
Title: Open Source Funding Needs Its Own “NATO”? Geopolitics meets FOSS in DIY Policy Brief
Description: Concerned about global cuts to open source funding, a Redditor proposes a treaty-backed alliance where member states pool resources (tiny % of GDP) to maintain vital open source infrastructure. Is it realistic or naive? Feedback requested from the FOSS and policy community.
Read the draft & contribute: https://github.com/dia-policy/digital-infrastructure-alliance
Title: Street-Smart AI: When Will LLMs Give Verifiable Scientific Citations by Default?
Description: Despite being trained on massive scientific datasets, top LLMs still struggle to give accurate, real-paper citations—especially for non-famous research. Why can’t they match abstracts to actual papers? What data or architecture gaps remain, and will 2026 see progress or more hallucination?
Discussion includes SciBERT, Galactica, and the challenges of reliable citation generation.
Title: Radial Clock App Visualizes Your Entire Day—Instantly See Where Your Time Really Goes
Description: Swap endless calendar grids for a color-coded radial timeline that shows your day at a glance. Features iCal sync, analytics, beautiful gradients, and zero signups required. Free for iOS—perfect for visual thinkers or anyone who hates vertical time blocks.
Try it: https://apps.apple.com/us/app/dialed-radial-day-planner/id6755455859
Title: Build & Remix Your Own Micro-Apps With Just a Prompt—No Coding Skills Needed
Description: Gotan is a new iOS app letting anyone describe a tool or game and instantly generate a working, remixable version powered by AI. Build habit trackers, calculators, and even RPGs by typing your idea; remix others’ creations for endless possibilities. Free to try.
Get early access: https://gotan.app
Title: The “Meteor” iOS App Lets You Take Notes From Your Lock Screen—Productivity Went Viral
Description: Ranked Top 25 in Korea’s App Store, Meteor lets you jot and view notes directly from your iPhone’s Notification Center—no unlocking required. Designed with native Apple UI for ultimate simplicity, and surged to popularity with just one post.
Info & download (plus discount codes): https://www.threads.com/@kihwajang/post/DSMyMSAkkes
Title: Free Ebook Reader for Android Now With Custom Fonts, Folder Watch & Highlights
Description: Episteme Reader lets you read PDF, EPUB, MOBI, and AZW3 with powerful features—now updated with user-requested customization, auto-folder import, and text highlighting. Totally ad-free, with local-only data policies; optional AI features unlocked with a one-time “Pro” purchase.
Check it out: Just search ‘Episteme Reader’ in your app store.
Title: Local LLMs Take Over Your Phone Line? Real-Time Voice Agent Project Lands on GitHub
Description: An open-source dev built a system to answer and route real phone calls using local LLMs—no cloud needed. Pipe speech-to-text, run it through your favorite model, and convert responses to speech, all from your own hardware. Looking for contributors with Asterisk experience and GPU rigs!
GitHub: https://github.com/hkjarral/Asterisk-AI-Voice-Agent
Title: mongoKV: Async/Sync Python Key-Value Store Built on MongoDB (Like Redis, But Tiny)
Description: Need a lightweight, Redis-like key-value store for Python that supports both async and sync and uses MongoDB for safe concurrency? mongoKV wraps PyMongo with a dead-simple API for rapid app prototyping.
GitHub: https://github.com/patx/mongokv
PyPI: https://pypi.org/project/mongokv/
Title: AI Compute Set to 2.5–3x in 2026—What New Capabilities Will That Unlock?
Description: Industry projections show a massive jump in effective AI compute capacity by 2026, driven by new chips and accelerated infra buildouts. How will this reshape what models, applications, and real-world services are actually possible in the near future?
Join the discussion!
Title: Ultimate Guide: Master 4 Agent Patterns for Next-Gen LLM Workflows (2025+ Reference)
Description: Are you building with multiple agents? This cheat-sheet breaks down all complex AI workflows into 4 patterns: Sequential, Parallel, Loop, and Custom-Orchestrated—including when to use each. Great for avoiding spaghetti agents and scaling smarter.
Detailed examples/diagrams: https://vatsalshah.in/blog/agent-architecture-patterns-2025?utm_source=reddit&utm_medium=social&utm_campaign=launch
Title: SaaS Landing Pages That Convert: 8 Steps to Level Up Using Real User Feedback
Description: Don’t redesign your SaaS landing page endlessly. Use feedback from actual users to spot weak spots, rewrite copy in their language, simplify CTAs, and add micro-proof where it counts. Step-by-step playbook for founders aiming for higher conversions without wasted time.
Stay tuned for more actionable SaaS growth guides!
Title: Funding Open Source: Germany’s Sovereign Tech Fund Proves What’s Possible
Description: Faced with EU cuts, Germany invested €23M in open source, funding 60 projects—while applications flooded in for €114M more. This surge demonstrates both potential and crunch points for government-backed FOSS funding.
Full program & stats: https://www.sovereigntechfund.de/programs/fund
(I have merged duplicate mongoKV posts and omitted generic or deep technical content with limited broad appeal, as well as posts mainly seeking casual feedback, personal reminders, or unrelated startup bootstrapping discussions. If you want to include more non-AI tools or productivity-focused beta apps, let me know!)
Title: Free Open-Source Voice Dictation for Windows Runs Locally—No Cloud, No Bloat
Description: Tired of paying monthly for voice dictation or letting apps hog your RAM? VoiceFlow is a lightweight, privacy-first tool that transcribes speech on your Windows PC using Whisper, no internet required. Runs lean and keeps your data safe—perfect for those who want raw, local control.
GitHub: https://github.com/infiniV/VoiceFlow
Website: https://get-voice-flow.vercel.app/
Title: Instantly Create AI UGC Ad Videos in 17 Languages—Perfect for Global E-Commerce
Description: Transform product photos or app screenshots into polished, AI-generated user-generated content (UGC) ad videos in just two minutes. Now supporting 17 languages, instant-ugc.com makes it effortless to launch international ads without extra work. Marketers and shop owners: this is your shortcut to global creative!
Try it: https://instant-ugc.com
Title: Download 160M Cleaned US & Canada Street Addresses—100% Open Data for Your Apps
Description: Grab a meticulously cleaned, massive SQLite database (160M+ addresses) including ZIP+4, city, geo-coordinates, and more—public domain, zero restrictions. Ideal for autofill, mapping, or any location-based application. Lite version available to save space, plus it’s pay-what-you-want!
Full details: https://netsyms.com/gis/addresses
Title: Revolutionizing Protein Design: AI Accelerates Breakthrough Cell Therapies
Description: Generative AI is now shaping designer proteins for cancer therapies, creating novel CAR-T cell treatments. A new framework not only screens thousands of protein candidates quickly but also overcomes the barriers to real-world use—bringing safer, more effective cellular medicine closer to reality.
Paper: https://doi.org/10.64898/2025.12.12.694033
Title: Open-Source LLMs & Tools Worth Watching in 2024—Reddit’s Community Favorites
Description: Curious which open-source projects are making waves? From KDE Connect and Syncthing to OpenTofu and modern LLM-powered apps, here’s a Reddit-curated list covering devops, productivity, AI, and more. Perfect for contributors or anyone looking for future-proof tools.
[See full project list in post above for links]
Title: Predicting Cell Fate With a Single Snapshot—AI Takes on Cell Differentiation
Description: Cutting-edge algorithm harnesses optimal transport theory to map out cell development from just one genetic snapshot. This innovation enables more granular study of diseases and could open new doors in precision medicine and developmental biology.
Paper: https://www.pnas.org/doi/10.1073/pnas.2516046122