2025-12-13 - Reddit Posts: Title: Google Unveils Gemini Audio Model for Advanced Real-Time Voice AI
Description: Google DeepMind just rolled out upgraded Gemini Native Audio, promising smoother, natural conversations, enhanced function calling, and real-time instruction following. Available now via Gemini API for devs looking to power next-generation voice assistants and audio apps.
Try it: https://blog.google/products/gemini/gemini-audio-model-updates/

Title: Memory Chip Forge Lets You Move ChatGPT & Claude Histories to Any AI—Finally!
Description: Sick of starting over with each new AI app? Memory Chip Forge lets you convert, compress, and load your entire ChatGPT or Claude chat history into any service, enabling seamless context transfer. All processing runs locally in your browser for strong privacy.
Get it: https://pgsgrove.com/memoryforgeland

Title: Specialized, “Vertical AI” May Outlast the AI Hype Bubble—FT Exclusive
Description: New Financial Times analysis argues the era of giant generalist models is an “asset bubble,” while Europe’s focus on secure, specialized (“vertical”) AI could win out long term. The piece suggests trust, safety, and domain-specific value—think medical or industrial AI—may define the next wave.
Read more: https://www.ft.com/content/0308f405-19ba-4aa8-9df1-40032e5ddc4e

Title: Massive Funding Floods the AI Agent Market—Daily Roundup
Description: AI agent tech is on fire: Port ($100M), Harness ($240M, $5.5B valuation), Serval, Outset, and new OpenAI-backed startups all raised major rounds to automate business workflows and enable AI-driven orchestration. Meanwhile, Salesforce is opening Agentforce 360 for partners and researchers are tackling agent “sprawl.”
Catch up: Key highlights in r/ArtificialInteligence and The New Stack’s 5-step agent team guide.

Title: Open-Source “NaviPod” Puts Your Self-Hosted Music on a Virtual iPod Classic
Description: Miss the iPod Classic? NaviPod is a new open-source PWA/Docker project that brings that retro UI to your Navidrome or Subsonic music collection—with haptic feedback, GPU-accelerated scrolling, and direct FLAC/MP3 streams.
Try it: https://github.com/SohamDarekar/navi-pod

Title: Export Control: Building a Privacy-First Marketplace Where You Own Your Data
Description: Startup is testing a user-controlled data marketplace: you own, manage, and can revoke access to your personal signals for AI companies—no raw data leaves your vault. Honest feedback wanted: would you use it, do you trust it, what would make it legit?
Preview & feedback: [Landing Page - No link provided]

Title: Move Over Algolia—Shaped Brings Semantic Search & Recommendations to Indie Apps
Description: Shaped offers plug-and-play semantic search and personalized recommendations for Postgres/Supabase-powered apps, targeting solo founders who’ve outgrown basic search but don’t want cloud vendor lock-in or high costs. Free developer tier available.
Docs/demo: https://docs.shaped.ai/docs/v2/home

Title: Free Chrome Extension Turns YouTube Videos into GIFs and Clips—Open Source
Description: Effortlessly make GIFs or short clips from YouTube videos with this new open-source Chrome extension. Current limitation: downloads full videos before clipping, but dev is working on direct segment extraction.
Check it out: https://github.com/sagv7824/yt-gif-clip

Title: Bugbounty Automation: Inferno Accelerates Vulnerability Discovery with AI
Description: Inferno is a new AI-powered tool that automates bug bounty hunting, making finding security issues faster for researchers and aspiring hunters. Open source and ready for feedback.
Repo: https://github.com/Adem035/Inferno

Title: TrailBase: Open Single-Executable Firebase Alternative Gets Multi-DB & WASM
Description: TrailBase 0.22 brings multi-DB support, blazing real-time APIs backed by SQLite, type-safe client libs across eight languages, and a WASM runtime for custom endpoints—all easily self-hosted, no lock-in.
Check out demo & docs: https://trailbase.io

Title: Transferable AI Chat Memories—Is This the Future of AI Portability?
Description: Tools like Memory Chip Forge now allow you to export and import your chat history across AI platforms, giving users true data portability for the first time. Could this become industry standard, or will platforms fight back?
Read people’s takes: r/ArtificialIntelligence

Title: Google & OpenAI Drop Major Model Upgrades—Agents Get Smarter, Less Hallucinations
Description: The week saw both Google and OpenAI launch powerful new models, pushing AI agent capabilities with better reasoning, richer context understanding, and fewer hallucinations—key for reliable, multi-step autonomy. Devs and enterprises are already exploring new, complex “agent team” designs enabled by these improvements.
More: r/ArtificialInteligence, Gemini API docs, OpenAI updates.

Title: Europe Eyes Industrial AI Over Generalist LLMs as US ‘Hype’ Peaks
Description: EU experts urge a pivot to specialized, secure “industrial AI”—diagnostic, factory, or regulated process assistants—arguing these will outlast the boom-and-bust cycle of giant generative LLMs. Could Europe’s “Secure by Design” models surpass the US “hyperscale” arms race?
Debate and source: https://www.ft.com/content/0308f405-19ba-4aa8-9df1-40032e5ddc4e

Title: Alarm Clock Startup Bets on Motivational Quotes from Your Idols to Get You Up
Description: Struggle with snoozing alarms? This new app idea wakes you up with encouragement from your favorite entrepreneur or athlete—using identity-based motivation rather than just louder noise. Early feedback needed: who would you want to hear from in the morning?
Beta signup: https://vox-app.carrd.co

Title: Simple, Open Gradient Generator for Designers & Devs
Description: Lightweight online tool lets you quickly generate, tweak, and copy-paste beautiful gradients—built for speed and minimal distraction. Try it and give UX feedback!
Demo: https://helpadda.com/gradient-generator/

Title: Budge: Beta Launch for a Frictionless, Minimalist Budgeting App
Description: Most budgeting apps are complex; Budge is built to make managing money dead easy—no clutter, intuitive envelopes, clear feedback, zero ads. Now admitting feedback-focused beta testers.
Join beta (Details in post)

Title: AI Curing Cancer? Prompting SOTA Models for Bold, Experimental Protocols
Description: What happens if you tell Gemini 3 to devise a real plan to fight late-stage cancer? Redditors are now exploring SOTA AI-generated “battle plans,” challenging current medical frontiers. Early results mix real drugs, repurposed medications, and creative combinations—medical professionals weigh in on the risks and ethics.
See debate: r/ArtificialInteligence

Title: Alexandria: Self-Hosted Media Library App for iOS Unifies Audiobooks, Comics & Music
Description: New iOS app lets you organize audiobooks, podcasts, comics, and music from self-hosted backends like Kavita, BookLore, Calibre, Plex, and Jellyfin—premium unlocks unlimited integrations. Play Store launch coming soon.

Title: Tomato Flow: A Strict Pomodoro Timer That Actually Blocks Distractions
Description: Tired of “focus” apps that don’t actually help? Tomato Flow is a Chrome extension with real site-blocking powers, an on-browser timer, offline support, and an affordable price. Beta testers get lifetime access for feedback!
Details: [See Reddit post for info]

Title: TurboMind: AI-Powered Study & Planning App with Smart Focus Suggestions
Description: TurboMind organizes your study plans, sets reminders, and uses AI to recommend what to focus on next—combining planning and smart productivity for students and knowledge workers.
Find more: [App details in post]

Title: Reddit’s Favorite Productivity and Automation Tools for Remote Work (2025 Edition)
Description: From Obsidian and Trello to Reclaim AI and Notion—with niche picks like Shadow and Fhynix—Redditors share the most useful tools for focused, stress-free productivity.
See the full tool list: (See summary in post)

Title: Shaped: Semantic Search & Personalized Feeds for Indie Projects, Free Tier Launched
Description: Now indie hackers can add semantic search and personalized recommendations with zero setup. Shaped integrates with Postgres/Supabase, and new free credits make it easy to get started.
Docs: https://docs.shaped.ai/docs/v2/home

Posts selected for global impact, freshness, wide appeal, and original tools. Similar topics about data portability, agent market funding, Gemini updates, and search tools are merged for clarity. Low-relevance, minimal, or hyper-niche posts (promo discounts, generic lead gen systems, etc.) omitted.

Title: Ant Group Unveils 100B Diffusion LLM—LLaDA 2.0 Outperforms AR Models on Code Tasks Description: Ant Group just open-sourced LLaDA 2.0, a 100B-parameter diffusion-based LLM that shatters the “diffusion can’t do text” myth. By reconstructing masked tokens in parallel (not left-to-right), it beats Qwen3 30B on HumanEval, MBPP, and coding tasks—while running 2x faster. They even converted an existing AR model to diffusion, hinting the GPT paradigm might be shakier than we thought. Try it or dive into the benchmarks on GitHub. GitHub: https://github.com/antgroup/LLADA

Title: Chrome Ships Gemini Nano—Turning Your Browser into a Local-First AI Platform Description: Chrome quietly rolled out Gemini Nano, a built-in, on-device AI engine powering summarization, writing, and language APIs—directly in your browser. Devs can now build local-first AI assistants that run offline, integrate cloud fallback, and orchestrate workflows entirely in-app. Is Chrome the new LLM playground? If you’re building local agents, time for a second look. More info: https://developer.chrome.com/docs/gemini-nano

Title: Diffusion Debate Heats Up: LLMs, Benchmarks, and the End of Token-by-Token Decoding? Description: With Ant Group’s LLaDA 2.0 scoring big, diffusion-based LLMs are catching serious attention. Parallel decoding, open weights, and conversion from AR models mean the left-to-right GPT model could face real disruption. Early users report faster codegen and new possibilities for LLM architecture research. Is the “dead end” talk over?

Title: Chrome’s Gemini Nano Turns Your Browser Into a Local AI Playground—Here’s How It Works Description: Missed the Gemini Nano update? Chrome now features an AI layer for local summarization and language tasks, keeping your data on-device and reducing reliance on cloud APIs. Developers can build local-first AI apps natively in the browser, using new Summarizer/Writer APIs and seamless fallback to cloud when needed. Curious? There’s an official architecture write-up in the comments. Official docs: https://developer.chrome.com/docs/gemini-nano

Title: TrailBase 0.22—A Self-Hosted Firebase Alternative Goes Multi‑DB and WASM‑Powered Description: Tired of complicated cloud databases? TrailBase v0.22 delivers a blazing fast, open-source Firebase alternative you can host yourself. Now supports multi-DB backends, a slicker admin UI, real-time REST, and a WASM runtime for custom logic (JS/TS/Rust). Type-safe client libraries available for most major stacks. Spin up collaborative projects or apps with zero vendor lock-in. GitHub: https://github.com/davidroutley/trailbase

Title: Pangolin 1.13.0: Open-Source Zero-Trust VPN Drops Native Clients & CIDR-Based Remote Access Description: Pangolin just released a major update, adding private VPN-based remote access across Windows, Mac, and Linux—a true open-source Twingate alternative. Create magic DNS aliases, control access by user/role, and connect entire network ranges with a GUI or CLI. Self-hosted identity-based ZTNA is now within reach for teams that don’t want SaaS lock-in. GitHub: https://github.com/fosrl/pangolin

Title: Autodash: AI Analytics Finally Built for Small Businesses, Not Just Enterprises Description: Most AI analytics tools neglect small teams. Autodash solves that—no integrations, no jargon, just upload your data and get plain-English dashboards anyone can use. Share insights instantly, skip the data-science overhead, and start making better decisions with zero setup. Try it: https://autodash.art

Title: SEO Is Evolving: How a Clear Domain Got Me into ChatGPT & Gemini’s Answer Boxes (and $2k MRR) Description: Forget old-school SEO. A founder shares how a dead-simple domain (“igscraping.com”) got picked up by ChatGPT and Gemini—driving thousands in monthly revenue through AI-generated recommendations. No blogs, no keywords, just a name bots love. Are “AI-sourced” organic hits the new secret growth hack?

Title: TrailBase 0.22—Easy, Type-Safe Firebase Alternative Now with Multi‑DB & WASM Logic Description: TrailBase v0.22 brings multi-database support, a streamlined admin UI, and the ability to write custom endpoints in JS/TS or Rust via WASM. Easily self-host real-time apps, leverage typed client SDKs, and escape Firebase’s pricing/lock-in blues. GitHub: https://github.com/davidroutley/trailbase

Title: Pangolin 1.13.0—Open Source Zero-Trust VPN: Native Clients, Per-Resource Access, No Mesh Needed Description: Meet Pangolin 1.13.0: identity-aware, self-hosted, and the open source alternative to SaaS VPNs like Twingate. Define user/group access to specific ranges, assign DNS aliases, and connect securely—without mesh complexity. Desktop clients out now; mobile apps coming soon. GitHub/release: https://github.com/fosrl/pangolin

Title: AI Analytics Built for Small Teams—Upload Your Data, Get Plain Language Insights Description: Not an enterprise? No problem. Autodash makes dashboards accessible to every small business: upload your data, get clear explanations, and share instant insights. AI-powered, no integrations required. Try: https://autodash.art

Title: Good Domains Now = AI Traffic: How Chatbots Became My Top Distribution Channel Description: With tools like ChatGPT and Gemini surfacing crystal-clear domains in user answers, organic bot mentions are turning into steady revenue streams for founders. If your product’s domain matches what people search, you might be missing out on “AI SEO” without even knowing it. Anyone else seeing this trend?

Title: Chrome’s Gemini Nano: Local LLMs Get an Unexpected Upgrade for On‑Device AI Apps Description: Chrome integrated Gemini Nano for local first language tasks—summarize, rewrite, explain—all without your data leaving the device. New APIs let developers build browser-based AI agents and hybrid assistants. The edge AI revolution might be (literally) in your browser.

Title: Discover Open Source Projects Making Waves: From Garlic-Hub to Meshtastic and Beyond Description: From digital signage to mesh networking and AI translation, Redditors are buzzing about open projects like Meshtastic, DuckDB, Dicedb, Synthalingua, and Mockoon. Whether you’re looking to learn, contribute, or launch your own tool, these repos are primed for growth in 2024. Good first issues: https://goodfirstissue.dev

Title: Building Local LLMs: Fine-Tuning, Tooling, and Top Models for Coding & RP in 2024 Description: Local LLM training is hotter than ever—skip the high costs by fine-tuning existing models like Qwen3 Coder or L3-8B-Stheno. Use tools like llama.cpp, AgentSystems, and Unsloth for efficient workflows. For creative writing, check out Stheno or Lumimaid; for code, GPT-OSS 120b shines. More guides and resources in linked docs. – AgentSystems: https://github.com/agentsystems/agentsystems – Unsloth Guide: https://docs.unsloth.ai/basics/tutorials-how-to-fine-tune-and-run-llms

Title: OpenAI’s GPT-5.2—First Impressions Suggest Mixed Results, Especially for Code Review Description: GPT-5.2 is out, but some users are reporting increased false positives and less reliable code review compared to 5.1. Is OpenAI over-optimizing for benchmarks while practical reasoning suffers? Share your experiences on whether this upgrade helps or hinders real-world code workflows.

Title: Is Hacker News All-In on AI? Weekly Curated Trends & Debates (Newsletter) Description: The Hacker News x AI newsletter recaps the sharpest tech debates: are we in an AI bubble, is software 90% cheaper, vibe coding, and more. Stay plugged into the pulse with one digest: Subscribe: https://hackernewsai.com/

Note: Duplicate topic posts (e.g., TrailBase, Pangolin, Chrome/Gemini Nano, “AI SEO”) have been merged/condensed for maximal value and freshness. Deeply niche, recruiting, or hyper-technical/feedback request posts were omitted for global relevance.

Title: We Got Tired of Rogue AI Agents—Meet Idun, the Open Source AI Agent Governance Platform Description: Tired of wild, untraceable AI agents? The Idun Agent Platform is an open-source, self-hosted control plane for managing and governing all your AI agents in one place. Features include robust RBAC, audit trails, agent observability, and support for any LLM provider—finally making agent deployment trustworthy and manageable. Already running in real setups and open for feedback and contributions! GitHub: https://github.com/idun-ai/idun-agent-platform

Title: Private Mind: Offline AI Assistant for iOS/Mac—No Cloud, No Tracking Description: Tired of outages and privacy concerns? Private Mind runs LLMs, OCR, and even web generation entirely on-device—no data leaves your phone, no subscriptions, and it works offline. Aimed at speed, privacy, and flexibility, it’s a glimpse of what truly local AI can be. Now available on the App Store for feedback and ideas. App Store: https://apps.apple.com/us/app/private-mind-offline-ai/id6754819594

Title: Beta Testers Needed: AI Contract Analyzer for Startups & Freelancers Description: Hate reading endless business contracts? This upcoming AI-powered SaaS tool scans your contracts for missing clauses and potential risks—helping founders and freelancers avoid costly mistakes. Beta testing opens next week; early testers get first dibs and can shape the product. Express interest in the original thread to join the beta.

Title: FlakyFix: End Fragile UI Tests with Smarter Locator Detection Description: Most flaky test failures aren’t actual bugs—they’re brittle locators. FlakyFix analyzes your web automation scripts, flags unreliable selectors, and auto-generates stable alternatives for Playwright, Cypress, or Selenium. No more false negatives due to random UI changes. Join the early access waitlist to try it out. Waitlist: https://zapsolv.com/products/flakyfix

Title: Holiday Giveaway: 30 Days Free—Use 100+ AI Models in One Place with AI4Chat Description: Sick of tab-hopping between ChatGPT, Claude, Gemini, and Sora? AI4Chat gives you a universal playground for 100+ models, plus side-by-side comparisons for text, images, video, music, and more—all under one clean interface. For the holidays, comment “Holiday Access” to score a free 30-day pro code while they last. More info: ai4chat[dot]co

Title: ADHD-Friendly Gamified Task Manager Seeks Testers—FocusOps Launch! Description: FocusOps is a productivity app built by and for ADHD brains—turning tasks into dopamine-boosting “missions” with XP, streaks, achievements, and visual time tracking. Less overwhelm, more motivation! Early testers get a free month of premium in return for brutally honest feedback. Try it: https://focusops.co.uk

Title: Turn TikTok/Instagram Workouts Into Structured Routines—New Fitness App Demo Description: Drowning in saved fitness reels with no way to use them? Paste IG/TikTok links and this app auto-extracts exercises, sets, reps—building a clean, searchable workout library from your favorite creators. Organize by muscle group, tag workouts, and build custom programs. Try the demo or join the waitlist for early access.

Title: Stepifi 1.0.1: Self-Hosted, Open Source STL/3MF to STEP File Converter Gets Major Update Description: Convert 3D models (STL/3MF) to STEP locally, with support for huge files, cross-session history, 3MF format, and more. Great for makers, engineers, and anyone needing privacy, speed, or offline 3D workflows—no cloud required. Free and open source! GitHub: https://github.com/voron69-bit/Stepifi/releases/tag/v1.0.1

Title: Technitium DNS Companion: Manage DNS Servers Remotely With One Click Description: Running multiple Technitium DNS servers? DNS Companion gives you a unified UI to monitor, compare zones, sync changes, manage blocklists, and more—all mobile-friendly and open source. Perfect for self-hosters tired of juggling configs. GitHub: https://github.com/Fail-Safe/Technitium-DNS-Companion

Title: Open All Your Apps, Files & Websites in One Click—Scene Starter for Windows & macOS Description: If you’re tired of “work setup theater,” Scene Starter launches all your favorite apps, folders, and browser tabs with a single click. Create custom “scenes” to immediately start a workflow, creative jam, or focus sprint—cross-platform and perfect for context-switching pros. Download: https://www.scenestarter.com

Title: TodoBuddy Nails Global Reminders—WhatsApp Bot Handles Time Zone Chaos Description: Ever missed a global family Zoom because everyone’s on a different clock? TodoBuddy’s WhatsApp integration lets you set reminders for groups across any time zone—no math, no confusion, and no group spam. If your circle is worldwide, this solves event reminders forever. Try: https://todobuddy.ai

Title: GPT-5.2’s Shorter Answers: Is OpenAI Trading Depth for Speed? Description: Users are noticing that GPT-5.2 consistently gives much shorter, less detailed responses than previous versions—even when asked for more depth. Is this a hard cap, a tuning shift, or a quality tradeoff? Discussion and early side-by-side comparisons inside.

Title: New App Lets You Convert Online Workouts Into Personalized Routines Instantly Description: Paste any Instagram or TikTok workout video link, and this tool auto-extracts the moves, sets, and reps—creating a structured, searchable workout card. Organize routines, sort by muscle group, and build programs with zero manual entry. Waitlist and feedback welcome!

Title: SaaS Founders—Proven Launch Hacks: Where to Post Your Demo Video for Max Exposure Description: Posting your SaaS demo on YouTube is just step one. This playbook lists 20+ high-impact places to publish—including niche directories, startup launchboards, and communities—ensuring more signups, backlinks, and trust. Boost your product’s reach without spamming.

Title: AI4Chat Rolls Out Single Interface for 100+ AIs—Compare GPT-5, Sora, Veo & More Description: One login, every AI: AI4Chat puts major text, vision, music, and code models on a single workspace. Compare outputs, explore new workflows, and test which model really performs best for your tasks. Now with mobile apps and browser extension. Site: ai4chat[dot]co

Title: On-Device AI: Guide for Shipping Local AI Features in Your Apps Description: Skip the cloud—learn how to run AI models natively on mobile devices in your apps for faster, private, offline features. This guide covers the why, the challenges, and practical dev workflows using Embedl Hub, bridging PyTorch to deployment. Blog: https://hub.embedl.com/blog/from-pytorch-to-shipping-local-ai-on-android

These are the most relevant, fresh, and broadly useful posts from your list—highlighting new open-source tools, innovative productivity and AI apps, and impactful user discoveries.

Title: Ant Group Drops 100B Diffusion LLM—Faster and SOTA on Open Benchmarks Than ChatGPT-Style Models
Description: Ant Group just open-sourced LLaDA 2, a groundbreaking 100B parameter diffusion language model. Unlike standard LLMs, it generates text in parallel, scoring ~2x faster than top autoregressive models and rivaling/besting Qwen3-30B on coding and agent benchmarks. Weights are fully open on HuggingFace, signaling a huge shift in how we build and scale LLMs. Is this the beginning of the end for one-token-at-a-time models?
GitHub: https://huggingface.co/antgrouplabs/llada2-100B

Title: Zoom AI Sets New SOTA on “Humanity’s Last Exam” With Cross-Model Orchestration
Description: Zoom’s federated AI agent outperformed all previous systems on Humanity’s Last Exam with a 48.1% score, leveraging a “Z-scorer” to blend outputs from GPT, Gemini, and Claude. This orchestration approach could reshape how we think about ensemble intelligence. Full details and insights on their breakthrough:
Blog: https://www.zoom.com/en/blog/humanitys-last-exam-zoom-ai-breakthrough/

Title: Open-Source Digital Twins: PostgreSQL + Apache AGE as Fully Compatible Azure DT Alternative
Description: Escape vendor lock-in and expand digital twin use cases with this open-source tool offering Azure Digital Twins API compatibility on PostgreSQL with Apache AGE for Cypher queries. Easily combine with pgvector or PostGIS for AI and spatial data. Designed for IoT, smart cities, and powerful knowledge graphs for agents.
GitHub: https://github.com/konnektr-io/pg-age-digitaltwins
Demo: https://konnektr.io

Title: SafeShell: Undo Destructive Shell Commands Run By AI Agents With Fast Rollback
Description: Letting local AI agents automate your terminal? SafeShell makes file operations (rm, mv, chmod, etc.) safely reversible with instant checkpoints—no sandboxes, VMs, or root required. Convenient Go binary for macOS & Linux.
GitHub: https://github.com/qhkm/safeshell

Title: Lightweight DEB/RPM FileBrowser Fork + Top Self-Hosted Google Drive Alternatives
Description: New standards-compliant DEB/RPM packages make FileBrowser super easy to run on Debian and Fedora. Redditors also share top open-source alternatives for file sync and photo storage—including Nextcloud, Seafile, Immich, and more—for those seeking privacy and control.
GitHub: https://github.com/nested-universe/filebrowser

Title: Human Preservation Act: Open-Source Model Law for AI Rights, Safety & Dignity — Join the Draft!
Description: Tired of politicians lagging behind on AI regulation? A detailed, open-source “Human Preservation Act” addresses transparency, worker & child protections, whistleblower rights, and rules for high-risk AI. The community is invited to review and stress-test this ambitious model for global policy.
Draft for Comments: https://docs.google.com/document/d/1GbeKf9u4FYZyU0OABcyHKA1mwt8avEP-LKnGSzxQJmw/edit?usp=sharing

Title: AI-Powered Customer Agent Launched: Voice, Video, and 90+ Languages, End-to-End Task Automation
Description: Meet “Kaily,” a conversational AI agent that manages customer interactions across chat, voice, and video, automating both conversations and backend actions (info fetch, system updates, follow-ups) in over 90 languages. Deployable on web, apps, and major messengers. Try it and share feedback!
Product Hunt: https://www.producthunt.com/products/kaily?launch=kaily

Title: WakeAI: Beta Test On-Device Behavioral AI That Automates Your Daily Routine
Description: Looking to reclaim time and let AI intelligently manage your alarms, reminders, and notes—all securely on your phone? WakeAI is in private beta, seeking early users to shape a privacy-first, fully local personal assistant. Lifetime Pro access for active testers.
TestFlight: https://testflight.apple.com/join/UJPBqHQa

Title: Luego: Minimal Open-Source iOS Read-It-Later App for a Post-Pocket Era
Description: Pocket and Omnivore shutting down? Try Luego, a free, open-source iOS app that stores articles locally for distraction-free offline reading. Regular updates via TestFlight.
GitHub: https://github.com/esoxjem/Luego

Title: Opus: An Open Agent Guide for Elite Coding—Patterns, Debugging, Real-World Repo Conventions
Description: Opus shares actionable coding patterns, playful “agent rituals,” and repo best practices to help any AI agent act like a senior dev team. If you work on agentic coding workflows, give this open repo a look and contribute your insights.
GitHub: https://github.com/HenkDz/opus-elite-coding-agent-instructions

Title: Diagnosing Quantization Bugs: Layerwise PSNR for Pinpointing Sensitivity in LLMs
Description: Struggling with post-training quantization? This blog introduces layerwise PSNR to identify which neural net layers break accuracy most, making it easier to debug or selectively use higher numeric precision. Valuable for anyone deploying LLMs at the edge.
Read: https://hub.embedl.com/blog/diagnosing-layer-sensitivity

Title: Tradestial: Building an Open TradingView Alternative—Cofounders Wanted
Description: Tired of walled garden trading platforms? Tradestial aims to become a robust, open-source TradingView competitor. If you’re passionate about charting, Rust, TypeScript, or real-time finance, join early and help shape the product (with cofounder opportunities). Reach out to get involved!

Title: OpenAI Teases “Garlic” Model and New Image Features for Christmas Release
Description: New Easter eggs in the OpenAI Supply Store and cryptic tweets from Sam Altman hint at a major “Garlic” model drop next week. Rumors suggest a new image generation model, possibly “GPT Image 2,” and further enhancements for ChatGPT users. Stay tuned for what could be the year’s last big AI model reveal!
Links: https://supply.openai.com/ | https://x.com/i/status/1999192990171169145

Title: Quorum CLI: Run Local Model Debates with Ollama—Auto-Detects Your LLMs, No Config Needed
Description: Quorum is a slick CLI tool to pit 2–6 local or API LLMs (think Llama 4, Mistral, GPT-4/5) against each other in debates. Supports “Oxford,” “Devil’s Advocate,” and more debate styles. It auto-discovers your local Ollama models—no YAML hell. Great for comparing answers or building agent workflows.
GitHub: https://github.com/Detrol/quorum-cli

Title: “YouFeed” Tackles Information Overload with Personalized, Ad-Free AI Summaries
Description: YouFeed is a quiet news app that cuts out the noise—just select topics, and it scrapes trusted sources, then summarizes updates via AI. No ads, no infinite scroll, just clean tracking for AI, world events, and more. Available on iOS and Android; feedback and testers wanted!
Links: https://youfeed.app | iOS: https://apps.apple.com/us/app/youfeed-ai-news-agent/id6755095988 | Android: https://play.google.com/store/apps/details?id=app.youfeed.youfeed

Title: Luno AI Coach Launches: All-in-One Habit, Goal, and Nutrition App Powered by AI
Description: Luno AI combines coaching, goal-tracking, habit analysis, and meal/nutrition features into one AI-powered app. Build habits, get personalized insights, and scan food for quick tracking—all customized to your context. Free on iOS; Android coming soon.
App Store: https://apps.apple.com/us/app/luno-ai-habit-coach/id6754881145

Title: Open Source: PRISM Python Toolkit Brings Bayesian Hypothesis Comparison to All
Description: PRISM empowers researchers to rigorously compare competing scientific hypotheses using Bayesian updates, meta-analysis, and evidence weighting. It’s MIT-licensed, lightweight and open for contributors passionate about stats or scientific methodology.
GitHub: https://github.com/Dr-AneeshJoseph/Prism

Title: Open-Source Alert: MonoBitPainter—Simple C Grid Art Tool for Sprite Designers
Description: MonoBitPainter is a tiny, raylib-based grid editor for making monochrome pixel art and exporting it as compact hex data. Perfect for Arduino projects or quick sprite prototyping, now open source with well-commented code for beginners.
GitHub: https://github.com/xgenium/MonoBitPainter

Title: New “SXO” Brings High-Performance Server-Side JSX to Node, Deno, Bun, Cloudflare
Description: SXO delivers fast SSR and multi-runtime support for JSX—plus a slick shadcn/ui-like component kit (“SXOUI”). Runs seamlessly across Node, Bun, Deno, and even Cloudflare Workers.
Website: https://sxoui.com | GitHub: https://github.com/gc-victor/sxo

Title: Hilarious Take: The “AI Adoption” Dance—Fake Metrics, Unused Copilot, and Boardroom Games
Description: This satirical corporate tale pokes fun at modern AI rollouts—huge budgets, made-up metrics, and dashboards with hardly any real usage. If you’ve ever witnessed a tech transformation in name only, prepare to laugh (and wince).
Source: By Peter Girnus on X

Title: PR: Face Clustering for Photos—On-Device, Private, No Cloud Needed (Android App Incoming)
Description: An upcoming Android app aims to sort and group faces in your photo library without any uploads. Enjoy private, fast, and efficient face clustering—feedback wanted on features and usage!

Title: OpenAI “Christmas Presents”: Community Predicts New Image Model and Job Market Shifts
Description: With Sam Altman teasing “Christmas presents,” Redditors speculate on a new image model (with Sora-like editing), improved voice and code tools, and discuss the broader impact of AI on future jobs. Summary: expect AI to replace routine work, increase the skills gap, and reskill for the AI era.
Highlights:

Title: Quirky Redditors Now Give AIs Pronouns—Is “She” the New “Chat”?
Description: A viral reel shows people referring to GPT models as “she”—sometimes even “my bestie.” As users anthropomorphize chatbots, is it harmless habit, or a sign of growing AI-human emotional bonds? Debate below!

Title: [Freebie] $169 Creator Toolkit (Link-in-Bio, Newsletters, Payments) Now Free for Life
Description: Grab PocketsFlow, a “link-in-bio” and creator payment suite, currently free for a lifetime (normally $169). Build your bio, newsletters, and sell digital products—all in one easy toolkit.
Link: https://pocketsflow.com

If you want a post merged or split further, let me know!

Title: Encryptable: Zero-Knowledge MongoDB Now Open Source—No One (Not Even You) Can Access User Data
Description: Encryptable is a groundbreaking open-source framework that brings “zero-knowledge” storage to MongoDB—no plain identifiers, no server-stored keys, and O(1) secret-based lookups. All user data is cryptographically sealed and even developers can’t decrypt it, slashing breach liability and boosting privacy. Early docs, security audits, and code samples included.
GitHub: https://github.com/WanionTechnologies/Encryptable

Title: Maxun 0.0.30: Open Source Web Scraping Gets an AI Mode & SDK Release
Description: Maxun launches AI Mode for plain-English web data extraction—just describe what you want, and the robot fetches it, LLM-style. Supports local (Ollama) or cloud LLMs, alongside a robust Node.js SDK. Entirely open-source, with scheduling/webhooks—no cloud lock-in. Great for devs who want powerful, programmable scraping without SaaS pricing.
GitHub: https://github.com/getmaxun/maxun
Docs: https://docs.maxun.dev/robot/extract/llm-extraction

Title: FileX AI: Instantly Clean Up Messy PDFs & Screenshots with One Click (Free & Student-Tested)
Description: Struggling with chaotic folders of files, notes, or screenshots? FileX AI auto-organizes uploads into labeled folders and smart renames—saving students, researchers, and professionals hours. Already gathering real traction from early Reddit testers. No signup hoops.
Try it free: https://filexai.com

Title: Turn Screenshots into Action Steps—TodoBuddy AI Turns Photo Clutter into a Simple Checklist
Description: Tired of your camera roll filling up with recipes, outfits, or shopping ideas? Just send your screenshots to TodoBuddy on WhatsApp, and it extracts actionable lists, shopping links, and todo items—no manual typing. An underrated way to bring order (and sanity) to digital inspiration.
Try it: https://todobuddy.ai

Title: SearXNG RAMA: Pre-Configured, Beautiful, Private Meta-Search Engine—Deploy in Minutes
Description: Meet SearXNG RAMA: an easy-to-deploy, Docker-ready fork of SearXNG with improved theming and a stress-free installer. Spin up your own customizable, privacy-first metasearch in seconds—no hassle, no bland UI.
Repo: https://github.com/Nomadcxx/searxng-RAMA

Title: OpenAI GPT-5.2 Launch: Benchmarks, Pricing Drama, and Real-World AGI Hype
Description: GPT-5.2 is here, boasting monster efficiency gains—90%+ on ARC-AGI-1, at a fraction of last year’s cost. But early diggers allege OAI’s benchmarks use far more tokens than competitors, sparking debates over real-world performance, pricing, and how AGI “progress” is measured.
(Key discussion, no official link yet—watch for OpenAI updates and community benchmarks.)

Title: If Your Local LLM Feels “Drunk,” You Might Need This Simple Memory/Rules Folder Fix
Description: Instead of just scaling up hardware, try separating agent “rules,” runtime state, and long-term memory into distinct folders/files. This small structural tweak instantly improves coherence and stops drift in local LLMs—no complex frameworks needed.
(Not a product—just a high-impact tip from the trenches.)

Title: [FREE] GhostlineHub AI Watches How You Work, Then Automates the Repetitive Stuff
Description: GhostlineHub learns your workflow by observing tasks across Notion, Slack, email, and more—then builds automations to save you time. No coding, no complex setup—just real, adaptive time-saving for busy teams and solo workers.
Try it: https://ghostlinehub.com

Title: SpeakSummarize Drops Lifetime Deal: Searchable, Private AI Voice Notes (No Data Sold)
Description: Record voice notes, transcribe and summarize them instantly, and search by content—while keeping your audio fully private (local encryption, no accounts, no tracking). The $39.99 lifetime offer is for launch only.
Try free: [App Site - link not supplied]

Title: Aippliance: AI Finds, Reads, and Explains Your Appliance Manuals—Never Google Error Codes Again
Description: Manage home appliances, find manuals automatically by model, and get natural-language answers about error codes or maintenance—no more digging through drawers or random forums. Available on iOS and Android.
iOS: https://apps.apple.com/us/app/aippliance-manager/id6754003121
Android: https://play.google.com/store/apps/details?id=com.smarthomeai.app

Title: Analytics Dashboards Are All Rocket Cockpits—Here’s a Radically Simpler Alternative
Description: Fed up with analytics tools crammed with endless graphs and jargon and no clear takeaway? One founder built a minimalist health score + prioritized action items interface that’s actually helpful. Can we kill dashboard bloat for good?
(Discussion, with product-in-progress—no link yet.)

Title: Lifetime Offer: stopTimetrxy—Automate Micro-Habits, Not Huge Life Goals (Android)
Description: Reclaim habit-building with ultralight, pressure-free routines—set micro-habits, log progress in seconds, and get lifetime access (first 1000 users, <$10). No subscriptions, just build up consistency the easy way.
Android: [link not supplied; search StopTimetryx in Play Store]

Title: Why Productivity Apps Fail—and How Going “Back to Basics” Can Beat Tech Overload
Description: Many find modern productivity apps add stress, not clarity. Real-world experiences show that ultra-simple habit, note, or task trackers often outperform overloaded apps—sometimes the real answer is less tool, more intent.
(Discussion, not a product.)

Title: [Discussion] What AI Tools or Automations Do You Actually Wish Existed?
Description: Indie devs want feedback on real pain points—drop your most-wanted (but non-existent) AI automation, workflow, or agent ideas. Tired of “yet another bot”? Let’s crowdsource the next genuinely useful build.
Add your wish: [Discussion post]

Title: Productivity Overload? Here’s How Teams Are Merging Tasks, Docs, Chat & AI Into One Workspace
Description: Sick of a million apps, tabs, and lost context? ClickUp’s new “converged workspace” blends tasks, AI, docs, chat and meetings, aiming to replace Notion, Asana, and Slack in one tool. Feedback wanted—what would your dream all-in-one look like?
(Discussion, with user shaping input. No link yet.)

Title: Open Discussion: How Will AI Actually Change Jobs, Not Just Automate Them?
Description: Real Redditors sound off on AI, jobs, skills gaps, and what’s actually hype vs. risk. From calls for universal basic income to optimism about new roles, the consensus: adaptability and learning to use AI beat fearmongering.
(Check r/datascience, r/Futurology, r/jobs for ongoing debate)

(Posts about “heat dissipation in space” and non-AI productivity advice have been omitted for brevity and relevance. Merged similar FileX AI posts into one. Maxun SDK & AI Mode posts merged into one. Low-value job/post market roundups and general anxiety posts omitted for freshness and global impact.)

Title: Anthropic Unveils Claude 3.5 Sonnet—Beats GPT-4o in Coding, Vision & Reasoning
Description: Anthropic just released Claude 3.5 Sonnet, their new flagship AI model, and it’s already outscoring GPT-4o and Gemini on key benchmarks like coding, vision, and reasoning. It’s free for everyone at Claude.ai, with API access for developers. Test its “Artifacts” feature to instantly generate interactive docs, code, and web apps in the chat.
https://www.anthropic.com/news/claude-3-5-sonnet

Title: Open Interpreter 01: Open-Source AI OS Now Runs Locally with Voice & UI
Description: Open Interpreter launches its first major upgrade, turning your computer into a local, voice-controlled AI OS. The 01 release brings a full desktop UI, fast streaming LLMs, audio input/output, and awesome workflows—all open-source, privacy-first, and hackable. Try it on Mac, Windows, and Linux.
https://openinterpreter.com/

Title: Mixtral 8x22B—Mistral’s “GPT-4-Class” Open-Weights Model Is Here
Description: Mistral drops Mixtral 8x22B, a massive Mixture-of-Experts model with “real GPT-4” benchmarks, strong context length, and fully open weights for both research and commercial use. Suddenly, open foundation models leap forward—run it locally or in the cloud.
https://mistral.ai/news/mixtral-8x22b/

Title: Google Gemini 1.5 Pro Now Free for All—1 Million Token Context, No Waitlist
Description: Gemini 1.5 Pro, Google’s multimodal LLM with a jaw-dropping 1-million-token context window, is now free for everyone on Google AI Studio—no API waitlist needed. Supports massive docs, videos, and code.
https://aistudio.google.com/app

Title: Instantly Build Custom LLM Apps—OpenDevin Is Now Open-Source
Description: OpenDevin, aiming to be the “open-source Devin AI,” lets you create, debug, and run full-stack LLM agents locally. It handles code writing, testing, deployment, and basic browser automation—no more waiting for closed copilots.
https://github.com/OpenDevin/OpenDevin

Title: Llama Guard 2: OpenAI-Grade Content Moderation You Can Run Locally
Description: Llama Guard 2, Meta’s upgrade of their AI safety model, brings powerful, open-source content moderation and prompt filtering that rivals commercial solutions. Plug it into your own chatbot, API, or moderation stack—no vendor lock-in.
https://ai.meta.com/research/publications/llama-guard-2-safety-models-and-evaluation-harness-for-large-language-models/

Title: Run Large Language Models at Home—OLLama Adds Windows Native Support
Description: OLLama, the ultra-simple tool for running and managing LLMs locally, finally launches a smooth native Windows app. Now you can try Mixtral, Llama 3, Phi-3, and tons more models from your own PC—no cloud required.
https://ollama.com/blog/ollama-for-windows

Title: DeepSeek V2: Open Source Model Outperforms GPT-4 Turbo on Many Tasks
Description: DeepSeek V2, a powerful open-source LLM from Chinese AI startup DeepSeek, has leaped ahead of GPT-4 Turbo on several benchmarks and is available for all to test, hack, and deploy. Versatile for coding, reasoning, and research.
https://github.com/deepseek-ai/DeepSeek-V2