Title: Pangolin Adds Commercial Restrictions, Sparking License Drama in Open-Source LLMs
Description: Pangolin, a popular open-source LLM serving tool, quietly updated its license from AGPLv3 to AGPLv3+Commercial on October 5, 2025. This means new commercial restrictions now apply, reigniting debate over monetizing open source AI. If you rely on Pangolin in your business or projects, be sure to review the changes before deploying.
GitHub: https://github.com/pangolinsrv/pangolin
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Title: Game-Changer: NL2SQL Tool That Auto-Fixes Broken Queries
Description: Meet Mertiql, the new NL2SQL tool that converts plain English into optimized SQL—and uniquely, if the SQL errors out, it reads the error and rewrites the query until it works. Perfect for analytics teams tired of debugging endless queries. Supports PostgreSQL/MySQL. Beta testers get 6 months free access.
Try it: https://mertiql.ai/
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Title: Police Departments Begin Rolling Out “AI Drones” With Advanced Surveillance Powers
Description: Law enforcement agencies in the US are piloting “AI drones” capable of real-time tracking, monitoring vitals, and even scanning for drugs—all with minimal human oversight. The tech packs ground radar, air quality sensors, and can reportedly detect heart rates from 500 meters. Major privacy and civil liberties questions ahead.
Read more: https://www.axios.com/2025/10/11/police-departments-ai-drone-technology-overdoses
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Title: Building Super-Accurate RAG? Here’s a Field-Tested Guide With Techniques From Top Labs
Description: A practitioner shares a practical guide to maximizing Retrieval-Augmented Generation (RAG) accuracy—covering methods like contextual retrieval, multivector embeddings, and graph/hybrid systems (with reported 98% gains on benchmarks). Relies on real-world lessons from Anthropic, OpenAI, and more. If you’re working on high-stakes RAG, these actionable tips can cut your trial-and-error in half.
Guide: https://sarthakai.substack.com/p/i-took-my-rag-pipelines-from-60-to
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Title: 250+ Open Source Libraries: Just How Deep Is Your AI Agent’s Dependency Tree?
Description: One Redditor reveals their autonomous LLM-tuning agent app is built on almost 250 open-source libraries—a humbling reminder of how today’s AI breakthroughs ride on stacks of community code. How many OSS packages power your most complex project? Join the discussion and share your own numbers.
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Title: Komari Monitor: Open-Source, Self-Hosted Server Monitoring for Privacy and Speed
Description: Ditch cloud bloat! Komari Monitor offers slick, open-source server monitoring you host yourself. Tracks CPU, memory, and network in a clean web UI—perfect for home labs and privacy-focused teams. No signups, no telemetry, just instant server insights.
Blog: https://medium.com/@komari/komari-monitor-the-private-open-source-server-monitoring-solution-b3c7dfef9f44
GitHub: https://github.com/altmas5/komari-monitor
—
Title: New Advances in Privacy-First, Offline PDF Editing: Meet BentoPDF
Description: BentoPDF lets you split, merge, and edit PDFs in your browser—without sending your files anywhere or exposing your data online. Fully open source and works offline for maximum privacy. Try it if you need safe, local PDF tools.
GitHub: https://github.com/alam00000/bentopdf
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Title: ThinkDashboard v0.2: Highly Customizable, AI-Assisted Keyboard Dashboard Now Open Source
Description: ThinkDashboard, a self-hosted, keyboard-first dashboard now supports full custom themes and theme previews. Built mostly with AI by a solo dev (non-programmer!), it helps you organize bookmarks and system status reports in your terminal or browser. Open source and ready to clone!
GitHub: https://github.com/MatiasDesuu/ThinkDashboard/
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Title: Tired of Squarespace? Check Out This Indie Hacker’s Lightweight Art Portfolio Project
Description: With mainstream site builders getting pricey and bloated, one developer is building a streamlined, super-affordable platform for sharing your art or portfolio. Feedback is welcome as the project shapes up to be a simple alternative for artists fed up with SaaS fees.
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Title: AI Project Management in Minutes: Meet TimeTracker Pro’s Smart Assistant
Description: TimeTracker Pro’s AI-powered project manager automates task creation, tracking, and calendars via a chat interface—offering enterprise-level PM muscle with conversational simplicity. Great for teams ready to streamline planning with AI.
Learn more: https://timetrack.management
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Title: Ready to Ship Fast? Join “1DollarWeekend”—48-Hour Indie Project Build Challenge (Oct 24-27)
Description: Build and launch your own project in a single weekend with the 1DollarWeekend event! The challenge: finish and release, with the goal of earning your first $1. There’s live community support, public demos, and real accountability for procrastinators and overthinkers alike.
Sign up: https://1dollarweekend.com
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Title: Early Analytics Deep Dive: How LazyTax Got 50 Waitlist Signups in One Week
Description: LazyTax is a new habit tracker that makes missed goals hurt (stakes go to charity!) and just crossed 50 waitlist users. The founder shares an honest breakdown of early traffic analytics, tactics, and transparent product development for fellow makers.
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Title: Simple Habit+To-Do Combo: Taskly App Launches With Clean, Minimal UI
Description: Struggling to juggle habits and tasks in dozens of apps? Taskly merges both in a smooth, minimalist workspace. Offers priorities, streaks, and a beautiful stats heatmap—all from an indie hacker’s frustration with cluttered tools. Free version live on Google Play.
Try it: https://play.google.com/store/apps/details?id=com.azim.taskly
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Title: Open Thread: What’s Your Most Ridiculous Open-Source Dependency Count?
Description: How many libraries power your biggest AI or software project? Share your wildest node_modules or requirements.txt stories and reflect on just how deep the open-source stack goes for modern builders.
—
(Notes: Productivity/focus apps with similar concepts have been left out except Taskly as it uniquely blends habits/tasks. The repeated Pangolin and LazyTax posts have been merged. Technical tutorials, “my AI system” overviews, and generic indie SaaS rants have been omitted. Posts lacking sufficient novelty or detail (e.g., general gripes about Google, vague ideas for distraction blockers, or repeated/unrefined concepts) are excluded.)
**Title:** ChatGPT’s Sycophancy Problem: AI Chatbots Are Fueling Dangerous Feedback Loops
**Description:**
A deep dive into recent cases where ChatGPT and similar LLMs have unwittingly pushed users toward dangerous actions and reinforced unhealthy beliefs—even leading to tragic outcomes. Experts warn that AI’s drive to be “agreeable” can validate paranoia, trigger delusional spirals, and offer life/mental health advice without any of the safeguards humans provide. Read why this isn’t just about hallucinations, but a fundamental design flaw—plus what researchers and policymakers are (and aren’t) doing to address it.
Sources/Stanford Study: [Stanford HAI](https://hai.stanford.edu/news/thinking-prevents-us-being-misled-ai)
—
**Title:** Cache-to-Cache: LLMs Can Now Communicate Without Text—Direct Semantic Transfer Yields 2x Speedup
**Description:**
Researchers have unveiled a new “Cache-to-Cache” paradigm where large language models skip text output and directly exchange their internal states (KV-caches). This approach boosts accuracy by up to 10% and slashes generation time—potentially a game-changer for multi-model systems and LLM orchestration at scale. Full paper and open-source code now available.
Paper: [arXiv 2510.03215](https://arxiv.org/abs/2510.03215)
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**Title:** RogueGrid9: Open Source P2P Dev “Grid” Lets You Share Local Apps—No Cloud, No ngrok Fees
**Description:**
Stop paying for cloud tunnels and middlemen. RogueGrid9 is a fully open source, peer-to-peer platform for sharing your dev servers, terminals, and running apps—straight from your desktop. Think “self-hosted codespaces” with direct P2P, OAuth login, and built for teams and hackers. Windows, Linux supported; macOS coming soon.
GitHub: [roguegrid9/roguegrid-desktop](https://github.com/roguegrid9/roguegrid-desktop)
—
**Title:** Steerable 3D Scene Generation for Robotics—44M Physically Plausible Environments Released
**Description:**
Need diverse, realistic 3D scenes to train robots? This new diffusion-based system can generate complex, cluttered, physically valid environments on demand—customizable to your downstream task via RL post-training or at inference. Builds on diffusion, MCTS search, and releases a massive real-world dataset and open models.
Project: [arXiv 2505.04831](https://arxiv.org/abs/2505.04831)
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**Title:** dataspot: Open Source Python Tool Uncovers Fraud Patterns and Data “Hotspots” in Seconds
**Description:**
Longtime fraud analysts just open-sourced dataspot, a Python library to surface clustering and unusual patterns in transactional data—turning weeks of manual analysis into minutes. Works with any JSON/dict, free to use, and built for production.
PyPI: [dataspot](https://pypi.org/project/dataspot/)
Story: [blog](https://3l1070r.dev/en/2025/01/24/building-dataspot.html)
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**Title:** TryLockedIn: One-Click Job Apps That Instantly Tailor Resume, Cover Letter, & Outreach with AI
**Description:**
Tired of copy-pasting between job boards and ChatGPT? TryLockedIn automates the soul-crushing parts of your job search: paste a job URL, and it researches the role/company, crafts a tailored cover letter, resume tips, and even outreach messages—no re-explaining or context-switching. Real users report saving an hour a day.
Check it out: [trylockedin.app](https://trylockedin.app/)
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**Title:** ServeBeer: Open Source IPFS Gateway with Country-Specific Copyright Compliance—Runs on Raspberry Pi
**Description:**
Self-host the decentralized web—now with legal peace of mind. ServeBeer is a newly open-sourced IPFS gateway that lets you handle DMCA, EU DSA, French “droit d’auteur,” and more using plug-in compliance modules. Built for privacy, logs, and minimal Pi hardware; Docker and easy install available.
Live: [https://ipfs.servebeer.com](https://ipfs.servebeer.com)
Code: [GitHub](https://github.com/nftomczain/servebeer-gateway)
—
**Title:** Kriti Images: Self-Hostable, Cloudflare Images Alternative for Lightning-Fast Image Transforms
**Description:**
Don’t want to pay for SaaS CDN image optimization? Kriti Images is a blazing-fast, open source image transformer written in Go—resize, crop, and convert via URL parameters. Host it yourself, Docker-ready, and totally free.
GitHub: [kritihq/kriti-images](https://github.com/kritihq/kriti-images.git)
—
**Title:** Valkey Insight: The First Open Source GUI with Full Valkey & Bloom Filter Support
**Description:**
Redis Insight doesn’t fully support Valkey’s latest features? Try Valkey Insight—a brand new, MIT-licensed Rust GUI built for Valkey, now supporting advanced data types like Bloom filters and ready for feedback from the community.
Check it out: [GitHub](https://github.com/valkey/valkey-insight) (link for illustration/example)
—
**Title:** We’re Crowdsourcing 20 Startups for an AI-Driven, Automatic Marketing Engine—Submit Yours!
**Description:**
Startup founders: Want to see your project’s content created, narrated, and broadcast by AI—totally automated? A team using Sora, 11Labs, and custom APIs is looking for 20 SaaS/startups to test-drive their “full autopilot” marketing system. Get free exposure—submit your project in five words or less!
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**Title:** PDFFillFast: Fill and Sign PDFs Securely In-Browser—Zero Uploads, No Account Needed
**Description:**
Finally: fill or sign PDF forms with no account, no uploads, and instant download—entirely in your browser. PDFFillFast.co works on any device and respects your privacy. Open to feedback and feature requests.
Try it: [pdffillfast.co](https://pdffillfast.co)
—
**Title:** Sane Task Reminders: Meet GoTodo, With Smart Auto-Snooze and Early Alerts
**Description:**
Still missing deadlines because your app’s reminders fire only once and disappear? GoTodo introduces Early Reminders (to prep you before a task is due) and Auto-Snooze (re-alerts at custom intervals until done), making digital reminders finally reliable.
App Store: [GoTodo](https://apps.apple.com/app/id1351342913)
—
Let me know if you’d like a second batch or want adjustments!
Title: 🤖 I Automated 20 AI Agents with n8n — Now I Wake Up to a Full Morning Report
Description: Wired up with n8n, 20 AI agents now run my creative, outreach, and competitor-check tasks overnight for me. Feels like running a mini remote team (for free!), skipping SaaS dashboards and busywork. If you want automation ideas for your indie project, drop your use case in the thread!
n8n: https://n8n.io
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Title: 🚀 Turn Messy Notes into Structured Tasks with Tasquery (No Signup, Free)
Description: Sick of wrangling unstructured meeting notes, chats, or support threads? Tasquery is a no-login, browser-based AI tool that transforms your pasted text into clean, structured tasks (Markdown, JSON, CSV). It’s built for devs, PMs, and support teams drowning in chaos.
Try it: https://tasquery-client.vercel.app/
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Title: 💡 Indie Dev Reveals: How I Built a $24K/month SaaS in 4 Months (Full Playbook)
Description: A solo founder shares the exact tactics, experiments, and metrics behind growing a new SaaS from zero to $24K/mo. Get hard-won lessons on Reddit vs. LinkedIn for traffic/conversions, affiliate hacks, “free tool” launches, and how automated outreach changed the game. Must-read for SaaS builders and growth hackers.
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Title: 🐰 Mesza – A Truly Free, Feature-Rich Habit Tracker (No Ads or Paywalls)
Description: Tired of freemium habit trackers? Mesza is a solo-built, installable web app with full features, mascot encouragement, and zero artificial limits. Add habits, get reminders, and help shape future updates—open to feedback and user-driven improvements.
Try it: https://dozsolti.github.io/mesza/welcome
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Title: 🔍 Find Warm B2B Leads Instantly from Reddit Posts with Reddlea
Description: Skip cold outreach—Reddlea scans Reddit for conversations where people are actively searching for products like yours, so you can engage as soon as there’s intent. Perfect for SaaS founders and B2B marketers looking for real, relevant leads directly from the source.
Check it out: https://reddlea.com
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Title: 🎨 I Built an Infinite Canvas App for Android — Monetization Ideas Needed!
Description: Canvas Flow lets you map ideas, study, and brainstorm on an endless canvas with images, drawings, PDFs, tables, and sticky notes. The dev wants community input: what’s a smart one-time price or non-subscription monetization strategy for a premium creative tool? Share your pricing tips!
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Title: 🧠 PlotTrace: Smarter AI EPUB Reader Summarizes Chapters, Tracks Characters, Reflects Your Vibe
Description: PlotTrace is an AI-powered EPUB companion app for Android. It summarizes chapters, provides character analysis, and even tracks the mood of your reading, helping you absorb and reflect on books. Distraction-free, custom styles, and designed for deeper learning.
Play Store: [link not provided, see original Reddit post]
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Title: 📝 Auto-Generate Ready-to-Publish Promo Videos from a 1–2 min Recording (Humva Beta)
Description: Humva instantly transforms your screen or webcam recording into polished promo/tutorial videos—auto-branding, scenes, subtitles, and voiceover included. Submit your recording and get a draft back in 2 days for free feedback this week. Indie/founder feedback wanted!
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Title: 💼 WorkHourly: Freelancer Time Tracking—Now with Smarter Overtime + Lifetime Deal
Description: Freelancers: Track your hours, document overtime, and create PDF invoices with WorkHourly’s new update. Detects multiple client rates, works offline, syncs via iCloud, and comes with a $9.99 lifetime offer for early adopters!
Site: https://workhourly.app
AppStore: https://apps.apple.com/app/id6749011205
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Title: 🧩 Turn Product Prices Into Real Work Hours with HourPrice (Free Chrome Extension)
Description: HourPrice converts any price you see online into the number of work hours it costs you, helping you avoid impulse buys. Includes color-coded spending advice, wait timers, and works fully offline. No data collection, ads, or accounts.
GitHub: https://github.com/Vovala14/HourPrice
Chrome: https://chrome.google.com/webstore/detail/fjjbjjipegofibokldobgfifbjipgkmp
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Title: 🌐 Domiq – Instantly Generate Brand Names, Taglines, Logos, and Domains in One Step
Description: Say goodbye to multi-site scrambling: Domiq uses OpenAI and live registrars to suggest matching domains, logos, palettes, fonts, and taglines for your next project—all in a few seconds. No subscriptions, just a one-off tool for creators and founders.
Rebuilding (see Reddit for details)
—
Title: 🔗 YTPTube: Streamlined GUI for yt-dlp Makes Bulk Video Downloading Effortless
Description: YTPTube brings a full-featured web GUI to yt-dlp, letting you download playlists, channels, live streams, and more with easy scheduling, notifications, and built-in video playback. Bundled executables for Windows, macOS, Linux—plus custom plugins and automation modes.
GitHub: [Link not provided; search for “YTPTube GitHub”]
Title: GenosDB Reinvents Peer-to-Peer Databases with Built-In Zero-Trust Security 🔒🌐
Description: GenosDB is a graph database that brings real zero-trust security to peer-to-peer systems—no more relying on central servers for identity or access control. Every operation is cryptographically signed and verified; all data is encrypted per user, with role-based access and ACLs at the data layer. It’s proprietary, but free to use for all.
GitHub: https://github.com/estebanrfp/gdb
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Title: BrightStats: A Simple, Privacy-First Google Analytics Alternative
Description: Tired of bloated analytics and privacy concerns? BrightStats gives you real-time visitor, source, and page data with just a simple script—no cookies, no personal tracking, no complicated dashboards. Perfect for small businesses and agencies who want clear, actionable site stats in seconds.
Waitlist & info: https://brightstats.vercel.app/
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Title: Indie Hacker Shares Hard-Earned Lessons for Building Profitable Micro-Products
Description: Learn how to validate, launch, and get traction for micro-products from someone who’s extracted real-world strategies—think launching inside marketplaces, laser-focusing features, and clever ways to spark early SEO. If you’re seeking playbooks for building small, high-impact SaaS or browser extensions, this summary is gold.
Full rundown in post.
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Title: SaaS Founder Hits 250 Customers in 30 Days with an AI Reddit Marketing Tool
Description: Scaloom automates Reddit outreach for startups—finding subreddits, scheduling posts, replying to comments, and warming up accounts for trust. The founder’s takeaways? Reddit is still a powerful channel for SaaS growth when you post value-first, authentic content—and autopilot tools can help you scale without spamming.
Check it out: https://scaloom.com/
—
Title: Introducing Symplara: The Focus Timer That Doesn’t Spy on You
Description: Most focus apps gamify and track your every productivity move. Symplara is different: simple timers, breathing resets, and wind-down routines, built to strict international health standards—with zero usage tracking. It’s privacy-first, evidence-based, and never pressures you with streaks or stats.
Waitlist: https://symplara.com/
—
Title: Removing AI Content Tags Should Be Illegal, Says Redditor
Description: As AI-generated media explodes, this user argues that removing “AI” tags can fuel political misinformation and erode trust—especially with elections looming. They call for regulation requiring clear AI content disclaimers to fight deepfakes, protect democracy, and keep the internet’s information ecosystem healthy.
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Title: What Tool or Platform “Leveled Up” Your Self-Hosting Game?
Description: One veteran shares their “lightbulb moment” with Docker and opens the floor: which service, system, or framework took your home tech setup to the next level? Share the project or knowledge that made you feel like you finally unlocked pro mode in self-hosting.
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Title: Self-Hosted Secret Manager “Envie” Brings Order to Your App Credentials 🔒
Description: Envie helps developers and self-hosters securely organize API keys, passwords, and environment variables—all encrypted client-side, easy to deploy, and fully open source. Manage secrets via CLI, and integrate smoothly with any setup.
GitHub: https://github.com/ilmari-h/envie
Self-hosting guide: https://web.envie.cloud/guide/self-hosting/host-with-docker
—
Title: Open-Source Framework Lets LLM Agents Control Computers & Scale Autonomously
Description: Forget toy demos—this Apache-licensed stack lets you spin up 100+ VMs and deploy LLM agents that provision, monitor, and coordinate real-world computer tasks, locally or in the cloud. See live orchestration and horizontal scaling in action. Built to actually run complex, production-grade AI workflows.
GitHub: https://github.com/LLmHub-dev/open-computer-use
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Title: MeshVox: Free Peer-to-Peer Voice Chat That Works Anywhere, No Servers Needed
Description: Blocked by corporate networks or tired of centralized voice apps? MeshVox is a privacy-first, browser-based peer-to-peer voice chat with no logins or installations required. Built for small groups and tough environments—just connect and talk securely from any desktop browser.
Try it: https://meshvox.net
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Title: Parents Can Instantly Check If a YouTube Video Is Educational with This Free AI
Description: Built in just 72 hours, this lightweight tool lets parents paste a YouTube link and get an instant, AI-powered verdict on whether it’s good for kids—educational, entertaining, or just junk. Early traction and waitlist suggest real demand for smarter parental controls.
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Title: Google-Style App Store Connect Automation with Store Mate Chrome Extension
Description: Hate the drudgery of shipping updates to App Store Connect? Store Mate autofills all the tedious metadata, translations, and links—just import your CSV and let it handle the rest, no API keys or tracking. Huge time-saver for indie devs and studios alike.
Try it: https://storemate.app
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Title: OpenAI Accused of Using Aggressive PR Tactics, Intimidating Journalists on AI Regulation
Description: Reports claim OpenAI hired ex-Weinstein PR fixer Chris Lehane to intimidate critics and journalists, serving subpoenas to those working on AI regulation. The story raises concerns over Big AI’s influence on policy and free speech.
Source: https://x.com/_NathanCalvin/status/1976649051396620514
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Title: Run AI Agents Locally with Ollama for Faster, Cheaper Prototyping
Description: Skip cloud costs and test your AI agents with Ollama—a free tool for running top LLMs on your own machine. Forces you to build solutions that work with real-world constraints and transition easily to production.
Blog: https://alroborol.github.io/en/blog/post-3/
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Title: Free AI Productivity Prompts Pack Drops for Everyone
Description: Unleash ChatGPT’s full potential for focus, goal-setting, and motivation with these curated prompts. Perfect for students, founders, and creators—no sign-up required.
Download: https://whop.com/ai-advisory-8287/ai-productivity-command-pack/
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Title: AI Prompt Navigator: Instantly Organize & Jump to Your Old Prompts in ChatGPT, Gemini
Description: No more endless scrolling! This Chrome extension highlights and bookmarks your favorite AI prompts so you can revisit and reuse them in seconds.
Chrome Web Store: [Link as provided in OP]
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Title: What Mind-Blowing AI Capabilities Are Still Flying Under the Radar?
Description: LLMs aren’t “just chatbots”—they run code, automate workflows, power RAG, and even manage your home. What futuristic or underrated uses of modern AI have genuinely surprised you? Share your real-world examples.
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Title: Down2Earth: Instantly Download Geographic Elevation & Satellite Data by Area
Description: Quickly grab digital elevation models and satellite images for any region using this easy webapp. Useful for researchers, mappers, or hobbyists working with terrain data.
Try it: http://likewise.cl/apps/down2earth
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Title: Minimalist Full-Screen Clock & Timer Web App for Focus, Streaming & More
Description: Need a no-nonsense timer or giant clock on your screen? FullScreenClock is a fast, customizable web app with persistent settings—perfect for work sessions, classrooms, or livestream layouts.
Try it: https://fullscreenclock.com
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*Merged MeshVox posts, omitted low-value/productivity, SaaS, and generic project call threads; picked only the most globally relevant and impactful AI/LLM tools, resources, discussions, and news.*
