# Digest: 2026-01-21

## Status
phase: starting
updated: 2026-01-21T21:00:00Z

---

## Previous Digests (Last 7 Days)

### 2026-01-20
- https://bentoboxapp.com/
- https://eval.rippletide.com/
- https://getconsul.app
- https://github.com/bisegni/jsl
- https://github.com/daydreamlive/scope-overworld
- https://github.com/deepseek-ai/FlashMLA
- https://github.com/ef1500/libbbf
- https://github.com/liriliri/tinker
- https://github.com/papra-app/papra
- https://github.com/RandomInternetPreson/ComfyUI_LTX-2_VRAM_Memory_Management/tree/main/ltx_multi_gpu_chunked
- https://github.com/victoralvesf/aonsoku
- https://handmirror.app
- https://huggingface.co/ag14850/Mosquito
- https://huggingface.co/LiquidAI/LFM2.5-1.2B-Thinking
- https://mcpjam.com
- https://moldable.sh
- https://openrouter.ai/openai/gpt-audio
- https://stroke.abhii.space
- https://summitnotes.app
- https://www.euronews.com/next/2026/01/20/ai-at-davos-2026-from-work-to-useful-and-safe-ai-heres-what-the-tech-leaders-have-said
- https://www.youtube.com/watch?v=mmKAnHz36v0

### 2026-01-19
- https://flins.tech
- https://getmoshi.app
- https://github.com/2ykwang/mac-cleanup-go
- https://github.com/Ax6/ryanquack
- https://github.com/fxtdstudios/radiance
- https://github.com/glushchenko/fsnotes
- https://github.com/kiriwalawren/nixflix
- https://github.com/opencode-ai/opencode
- https://github.com/postgresgui/postgresgui
- https://github.com/profullstack/icemap.app
- https://github.com/ronitsingh10/FineTune
- https://github.com/RunanywhereAI/on-device-browser-agent
- https://github.com/velocityzen/Archives
- https://heartmula.github.io/
- https://heatmap.news/politics/data-center-cancellations-2025
- https://huggingface.co/blog/ggml-org/anthropic-messages-api-in-llamacpp
- https://huggingface.co/lightonai/LightOnOCR-2-1B
- https://huggingface.co/zai-org/GLM-4.7-Flash
- https://postspark.app/
- https://updatest.app
- https://www.axios.com/2026/01/19/davos-larry-fink-opening-remarks-blackrock
- https://www.flowgenie.pro/
- https://www.phia.app/

### 2026-01-18
- https://apps.apple.com/app/apple-store/id6746954963
- https://apps.apple.com/ua/app/ccccorners/id6754601983
- https://apps.apple.com/us/app/movens-trip-organizer/id6757230586
- https://github.com/1038lab/ComfyUI-RMBG
- https://github.com/alinuxpengui/Macabolic
- https://github.com/Gomaink/your_lastfm
- https://github.com/greynewell/mcpbr
- https://github.com/guzus/dr-manhattan
- https://github.com/ostris/ai-toolkit
- https://github.com/rokartur/BetterAudio
- https://github.com/showlab/ShowUI-Aloha
- https://gitlab.com/g33kphr33k/musicgrabber
- https://launchosapp.com
- https://omega.bz/
- https://openai.com/index/a-business-that-scales-with-the-value-of-intelligence/
- https://openwork.software/
- https://purifai.app/
- https://riko0.github.io/VIBE/
- https://roamfm.app
- https://squaresight.io/en/sketch/index.html
- https://uplink.qrystal.partners/
- https://websitekit.dev/
- https://www.erdosproblems.com/forum/thread/281
- https://www.pcgamer.com/software/ai/steam-updates-ai-disclosure-form
- https://www.techradar.com/ai-platforms-assistants/chatgpt/after-todays-big-memory-upgrade-chatgpt-can-now-remember-conversations-from-a-year-ago
- https://x.com/mntruell/status/2011562190286045552

### 2026-01-17
- https://apps.apple.com/app/kommand-shortcut-manager/id6752623076
- https://chromewebstore.google.com/detail/stealthhound/kfpjimcgffpfjkdpclfciknibimaodmj
- https://colloqio.app/
- https://drive.google.com/file/d/1VYrKf7jq52BIi43mZpsP8QCypr9oHtCO/view
- https://github.com/deepseek-ai/Engram
- https://github.com/lklynet/aurral
- https://github.com/mangerlahn/Latest
- https://github.com/romandev-codex/ComfyUI-Downloader
- https://github.com/slopus/happy
- https://koito.io/
- https://newsletter.semianalysis.com/p/xais-colossus-2-first-gigawatt-datacenter
- https://trylinknotch.com/
- https://www.biorxiv.org/content/10.64898/2026.01.16.699856v1
- https://www.technologyreview.com/2026/01/12/mechanistic-interpretability-ai-research-models-2026-breakthrough-technologies/

### 2026-01-16
- https://1code.dev
- https://adbwrench.com
- https://apps.apple.com/us/app/lekh-ai/id6757496953
- https://apps.apple.com/us/app/sharp-memories/id6757504998
- https://archivara.org/pdf/73f95490-f7d9-4851-80ca-fb5354f49014
- https://avely.me
- https://blog.google/innovation-and-ai/technology/developers-tools/translategemma/
- https://duckeebs.com
- https://github.com/bwya77/DockAnchor
- https://github.com/grab/cursor-talk-to-figma-mcp
- https://github.com/MobAI-App/mobai-marketplace
- https://github.com/nnnkkk7/memtui
- https://github.com/omachala/heroshot
- https://github.com/RageCat73/RCWorkflows
- https://github.com/RandomInternetPreson/ComfyUI_LTX-2_VRAM_Memory_Management
- https://github.com/vanstrouble/vscode-alfred-workflow
- https://openai.com/index/our-approach-to-advertising-and-expanding-access/
- https://openai.com/index/the-truth-elon-left-out/
- https://stracti.com
- https://substage.app
- https://waylight.ai
- https://www.autonews.com/technology/ane-fully-automated-car-plant-china-us-0115/
- https://www.boomvideo.app
- https://www-cdn.anthropic.com/096d94c1a91c6480806d8f24b2344c7e2a4bc666.pdf
- https://www.regionshare.com
- https://x.com/bdsqlsz/status/2012022892461244705
- https://x.com/sama/status/2012243893744443706

### 2026-01-15
- https://aimodeapi.com/
- https://alignment.openai.com/confessions/
- https://apps.apple.com/app/kommand-shortcut-manager/id6752623076
- https://apps.apple.com/us/app/cursor-ai-mobile-remote-ide/id6755931330
- https://bfl.ai/blog/flux2-klein-towards-interactive-visual-intelligence
- https://blinq.io/
- https://cal.com/app
- https://github.com/czl9707/gh-space-shooter
- https://github.com/Darshh09/StackPatch
- https://github.com/elide-dev/elide
- https://github.com/ivg-design/SidebarFavorites
- https://github.com/junaid2005p/surge
- https://github.com/Kruszoneq/macUSB
- https://github.com/Lightricks/LTX-Video
- https://github.com/saihgupr/NotifiCLI
- https://github.com/VenimK/Subtitle-Forge
- https://huggingface.co/stepfun-ai/Step3-VL-10B
- https://huggingface.co/YaoJiefu/Line-drawing-generates-special-effects
- https://manus.im/blog/manus-meeting-minutes
- https://news.mit.edu/2026/genai-tool-helps-3d-print-personal-items-sustain-daily-use-0114
- https://openai.com/index/investing-in-merge-labs/
- https://realtime.pixverse.ai/
- https://snaply.ai/
- https://tiinyai.com/technical-details/
- https://usedropin.com
- https://usenotto.com/
- https://www.freevoicereader.com/mac-app
- https://www.kiki.computer/
- https://www.scmp.com/tech/tech-war/article/3339869/zhipu-ai-breaks-us-chip-reliance-first-major-model-trained-huawei-stack
- https://x.com/PI010101/status/2011560477688463573

### Developing Stories (from last 7 days)
- **GPT-5.2 Erdős Problem** — Covered 01/18 with Terence Tao confirmation. Watch for formal verification updates.
- **Davos 2026 AI discussions** — Covered 01/19-01/20. Watch for new announcements from world leaders.
- **DeepSeek FlashMLA & Engram** — Covered 01/17-01/20. Watch for implementation/benchmark updates.
- **LTX-Video multi-GPU optimizations** — Ongoing coverage. Watch for new workflows.

---

## Source 0: Product Hunt

### Fetch
- [x] Fetched 20 products at 2026-01-21T21:02:00Z

### Raw Data
| Rank | ID | Name | Tagline | Votes |
|------|-----|------|---------|-------|
| 1 | 1063137 | Blink Agent Builder | Vibe code agentic AI apps | 411 |
| 2 | 1050891 | Fimo | AI website builder with CMS | 350 |
| 3 | 1051209 | Mastra | TypeScript framework for AI agents | 327 |
| 4 | 1061075 | Citable | AI brand visibility/GEO | 209 |
| 5 | 1065861 | FastMCP 3.0 | Pythonic MCP server framework | 177 |
| 6 | 1064917 | Forvibe | Mobile app launch automation | 155 |
| 7 | 1065582 | Modo | Text to hardware prototype | 137 |
| 8 | 1058077 | FiloMail for Android | AI Gmail client | 136 |
| 9 | 1064161 | Templated | Video rendering API | 130 |
| 10 | 1063150 | Portalwith | Notion client portal | 118 |
| 11 | 1065430 | RelateDB | Offline-first DB schema designer | 111 |
| 12 | 1064780 | Alive | Solo living safety check-ins | 111 |
| 13 | 1065583 | Art Network | Social network for artists | 100 |
| 14 | 1065972 | The People Net | Resume to personal site | 52 |
| 15 | 1065512 | Fix My Agent | AI agent debugging tool | 40 |
| 16 | 1064214 | Bind | AI contracts for SMBs | 31 |
| 17 | 1065243 | QRiety | Dynamic QR codes | 28 |
| 18 | 1065490 | Lovable Templates | Free Lovable templates | 22 |
| 19 | 1064500 | Deskie | Screen photo frames/decor | 21 |
| 20 | 1064204 | Phinder | Tinder for Product Hunt | 19 |

### Initial Filter
| ID | Name | Decision | Reason |
|----|------|----------|--------|
| 1063137 | Blink Agent Builder | SKIP | AI wrapper platform (like Lovable/Bolt) - user uses Claude Code directly |
| 1050891 | Fimo | SKIP | Website builder - generic, not power-user focused |
| 1051209 | Mastra | CANDIDATE | TypeScript AI agent framework from Gatsby team - interesting for dev workflow |
| 1061075 | Citable | SKIP | Marketing/SEO tool - not in interests |
| 1065861 | FastMCP 3.0 | CANDIDATE | MCP framework - HIGH PRIORITY for user |
| 1064917 | Forvibe | SKIP | Mobile app launch tool - user doesn't develop mobile apps |
| 1065582 | Modo | CANDIDATE | Hardware prototyping from text - user interested in hardware |
| 1058077 | FiloMail for Android | SKIP | Android-only - user doesn't use Android |
| 1064161 | Templated | CANDIDATE | Video rendering API - automation tool |
| 1063150 | Portalwith | SKIP | Notion tool - too niche |
| 1065430 | RelateDB | CANDIDATE | Offline DB schema designer - dev tool, power user |
| 1064780 | Alive | SKIP | iOS safety app - not power user focused |
| 1065583 | Art Network | SKIP | Social network for artists - not in interests |
| 1065972 | The People Net | SKIP | Resume to site - not in interests |
| 1065512 | Fix My Agent | CANDIDATE | AI agent debugging - relevant to AI workflow |
| 1064214 | Bind | SKIP | Contract tool for SMBs - not in interests |
| 1065243 | QRiety | SKIP | QR codes - generic tool |
| 1065490 | Lovable Templates | SKIP | Lovable templates - user uses Claude Code directly |
| 1064500 | Deskie | SKIP | Screen decor - not power user tool |
| 1064204 | Phinder | SKIP | Product Hunt browser - novelty |

### Analyzed: FastMCP 3.0 (ID: 1065861)
- decision: INCLUDE
- website: https://gofastmcp.com
- github: https://github.com/jlowin/fastmcp
- producthunt: https://www.producthunt.com/products/fastmcp
- votes: 177
- summary: |
    FastMCP 3.0 is a Python framework for building MCP servers and clients. Version 3.0 introduces
    three core abstractions: Components (tools/resources/prompts), Providers (sources like files,
    OpenAPI specs, remote servers), and Transforms (namespacing, filtering, auth). New features include
    authorization, background tasks with progress, storage backends, OpenTelemetry tracing, and
    component versioning. Powers ~70% of MCP servers across all languages. Open source, made by Prefect.
- card_type: ph

### Analyzed: Mastra (ID: 1051209)
- decision: INCLUDE
- website: https://mastra.ai
- github: https://github.com/mastra-ai/mastra
- producthunt: https://www.producthunt.com/products/mastra
- votes: 327
- summary: |
    TypeScript framework for building AI agents from the team behind Gatsby. Includes workflows,
    memory management, RAG, MCP support, observability, evals, and a local dev Studio. Fully open source
    under Apache 2.0 with 19.9k GitHub stars. "Python trains, TypeScript ships" - agents can be exposed
    as APIs or bundled with apps. Hit 300k+ weekly npm downloads.
- card_type: ph

### Analyzed: RelateDB (ID: 1065430)
- decision: INCLUDE
- website: https://relatedb.com
- producthunt: https://www.producthunt.com/products/relatedb
- votes: 111
- summary: |
    Free, offline-first, browser-based database schema designer. Visual ERD canvas with drag/select/edit.
    Import SQL or DBML, auto-arrange diagrams, export SQL for Postgres/MySQL or PNG/SVG images.
    No accounts, no cloud, no limits - everything runs locally in browser via IndexedDB. Perfect for
    power users who want fast, frictionless schema design without SaaS overhead.
- card_type: ph

### Analyzed: Templated (ID: 1064161)
- decision: INCLUDE
- website: https://templated.io
- producthunt: https://www.producthunt.com/products/templated-2
- votes: 130
- summary: |
    API for automated video, image, and PDF generation from templates. Design once in drag-drop editor,
    render MP4 videos at scale via API. ~2 second render times, integrates with Zapier/Make/n8n.
    Update text, colors, images per layer programmatically. Good for marketing automation and
    personalized content at scale.
- card_type: ph

### Analyzed: Modo (ID: 1065582)
- decision: INCLUDE
- website: https://getmodo.dev
- producthunt: https://www.producthunt.com/products/modo
- votes: 137
- summary: |
    AI tool that turns text descriptions into buildable hardware prototypes. Describe what you want
    (e.g., "portable CO2 monitor with display and buzzer") and it generates validated parts,
    printable enclosures, firmware scaffolding, and step-by-step assembly instructions. Constrains
    generation to real components with datasheet-driven enclosure geometry.
- card_type: ph

### Analyzed: Fix My Agent (ID: 1065512)
- decision: DISCARD
- reason: Future AGI's main product is "Agent Compass" not Fix My Agent. The tool focuses on enterprise observability rather than hands-on debugging for power users. Skip.

### Product Hunt Complete
- candidates_analyzed: 6
- included: 5
- phase: source-0-complete

---

## Source 1: AI-LLMs

### Fetch: r/openai
- [x] Fetched 25 posts at 2026-01-21T21:05:00Z

### Fetch: r/singularity
- [x] Fetched 20 posts at 2026-01-21T21:05:00Z

### Fetch: r/LocalLLaMA
- [x] Fetched 25 posts at 2026-01-21T21:05:00Z

### Fetch: r/artificial
- [x] Fetched 17 posts at 2026-01-21T21:05:00Z

### Initial Filter (AI-LLMs)
| ID | Subreddit | Title | Decision | Reason |
|----|-----------|-------|----------|--------|
| 1qiqatj | singularity | Recursive Self-Improvement in 6 to 12 months: Dario Amodei | CANDIDATE | Dario Amodei prediction on RSI - high priority |
| 1qj7c8x | singularity | Anthropic publishes Claude's new constitution | CANDIDATE | New Claude constitution - relevant |
| 1qir897 | singularity | New AI lab Humans& formed by researchers | CANDIDATE | New AI lab from top researchers - high priority |
| 1qj3v1e | singularity | Snowbunny - Gemini 3.5 early checkpoint | CANDIDATE | Possible Gemini 3.5 leak - interesting |
| 1qip4wc | singularity | OpenAI launches Stargate Community plan | CANDIDATE | Major OpenAI infrastructure news |
| 1qipkn7 | singularity | camb.ai launches MARS8 TTS models | CANDIDATE | First family of TTS models for deployment |
| 1qj2lfw | singularity | AI Designs Molecules Backward to Speed up Discovery | CANDIDATE | AI science breakthrough |
| 1qiwm3c | LocalLLaMA | Fix for GLM 4.7 Flash merged into llama.cpp | CANDIDATE | Important fix for popular local model |
| 1qjaxfy | LocalLLaMA | 8x AMD MI50 32GB at 26 t/s with MiniMax-M2.1 | CANDIDATE | Cost-effective local inference setup |
| 1qiu6jo | LocalLLaMA | Knowledge distillation with Claude - 0.6B model | CANDIDATE | Interesting training technique |
| 1qj2dnd | LocalLLaMA | GLM-OCR new model from Z.ai spotted | CANDIDATE | New OCR model from Z.ai |
| 1qj40er | LocalLLaMA | VibeVoice-ASR released by Microsoft | CANDIDATE | New ASR model from Microsoft |
| 1qj13uh | LocalLLaMA | One-shot web dev test: GLM 4.7 vs Gemini 3 | CANDIDATE | Useful model comparison |
| 1qjf6ys | LocalLLaMA | Guide for running Claude Code with GLM-4.7 locally | CANDIDATE | Relevant to user workflow |
| 1qjas1o | openai | Google reiterates no plans for Gemini ads | SKIP | News but not super interesting |
| 1qiz4e6 | openai | OpenAI to release AI earbuds this year | CANDIDATE | OpenAI hardware news |
| 1qj0gu1 | openai | Creator of Node.js says it bluntly (image post) | CANDIDATE | Need to check image content |
| 1qimv8x | artificial | Pentagon's $100M Drone Swarm Challenge | SKIP | Military/drone news - skip |
| 1qj91oh | artificial | What are top 5 safe jobs AI won't replace | SKIP | Generic speculation |
| 1qj7ho7 | artificial | Has Gemini surpassed ChatGPT test | SKIP | Generic comparison - skip |

### Analyzed: Dario Amodei on RSI (ID: 1qiqatj)
- decision: INCLUDE
- subreddit: singularity
- score: 483
- urls:
    primary: https://v.redd.it/ui4rlekzaneg1
    reddit: https://reddit.com/r/singularity/comments/1qiqatj/recursive_selfimprovement_in_6_to_12_months_dario/
- summary: |
    Dario Amodei predicts recursive self-improvement could emerge in 6-12 months. In a video clip
    circulating on Reddit, he discusses AI systems becoming capable of improving their own training
    and architecture. Comments note Opus 4.5 is already SOTA at coding, suggesting 2026 could see
    AI systems that can materially contribute to their own development. Major implications for
    acceleration timelines.
- card_type: featured

### Analyzed: Claude's New Constitution (ID: 1qj7c8x)
- decision: INCLUDE
- subreddit: singularity
- score: 171
- urls:
    primary: https://www.anthropic.com/news/claude-new-constitution
    reddit: https://reddit.com/r/singularity/comments/1qj7c8x/anthropic_publishes_claudes_new_constitution/
- summary: |
    Anthropic published an updated constitution for Claude with four core priorities: broadly safe,
    broadly ethical, compliant with guidelines, and genuinely helpful (in priority order). Major
    shift from rule-following to explaining the "why" behind behaviors so Claude can exercise
    judgment in novel situations. Published under CC0 for public scrutiny.
- card_type: link

### Analyzed: Humans& AI Lab (ID: 1qir897)
- decision: INCLUDE
- subreddit: singularity
- score: 115
- urls:
    primary: https://techcrunch.com/2026/01/20/humans-a-human-centric-ai-startup-founded-by-anthropic-xai-google-alums-raised-480m-seed-round/
    reddit: https://reddit.com/r/singularity/comments/1qir897/new_ai_lab_humans_formed_by_researchers_from/
- summary: |
    New frontier AI lab formed by researchers from OpenAI, DeepMind, Anthropic, xAI, Meta, Stanford
    and MIT. Raised $480M seed round (one of largest ever for AI lab) at ~$4.5B valuation. Backed
    by Nvidia, Bezos, and Google Ventures. Focus: human-centric AI with longer-horizon learning,
    planning, and memory beyond chatbot-style tools.
- card_type: link

### Analyzed: MARS8 TTS Models (ID: 1qipkn7)
- decision: INCLUDE
- subreddit: singularity
- score: 50
- urls:
    primary: https://www.camb.ai/blog-post/camb-ai-unveils-mars8-the-first-family-of-tts-models
    reddit: https://reddit.com/r/singularity/comments/1qipkn7/cambai_launches_mars8_the_first_family_of/
- summary: |
    camb.ai launched MARS8, first family of TTS models built for real-world deployment. Four variants:
    Flash (fast), Pro (quality), Instruct (controllable emotions), and Nano (edge devices). Commenters
    say it's the first TTS where you can't tell it's AI. Targets sports commentary, audiobooks, and
    enterprise use cases that ElevenLabs hasn't focused on.
- card_type: link

### Analyzed: VibeVoice-ASR (ID: 1qj40er)
- decision: INCLUDE
- subreddit: LocalLLaMA
- score: 91
- urls:
    primary: https://huggingface.co/microsoft/VibeVoice-ASR
    reddit: https://reddit.com/r/LocalLLaMA/comments/1qj40er/vibevoiceasr_released/
- summary: |
    Microsoft released VibeVoice-ASR, a 9B parameter ASR model with diarization, multilingual
    support, and hotword detection. Can transcribe up to 60 minutes of audio in a single pass.
    MIT licensed. Users report good quality despite large size. Potential Whisper alternative
    for longer audio with speaker identification.
- card_type: link

### Analyzed: GLM 4.7 Flash llama.cpp Fix (ID: 1qiwm3c)
- decision: INCLUDE
- subreddit: LocalLLaMA
- score: 274
- urls:
    primary: https://github.com/ggml-org/llama.cpp/pull/18980
    reddit: https://reddit.com/r/LocalLLaMA/comments/1qiwm3c/fix_for_glm_47_flash_has_been_merged_into_llamacpp/
- summary: |
    Critical fix for GLM 4.7 Flash merged into llama.cpp. Model now works properly with the
    popular inference framework. Benchmarks show impressive speeds: 88 t/s output on single 4090,
    3489 t/s prompt processing with 64k context. FlashAttention for CUDA also in progress. Unsloth
    GGUFs remain valid.
- card_type: link

### Analyzed: 8x MI50 Local Setup (ID: 1qjaxfy)
- decision: INCLUDE
- subreddit: LocalLLaMA
- score: 146
- urls:
    primary: https://github.com/ai-infos/guidances-setup-8-mi50-glm47-minimax-m21/tree/main
    reddit: https://reddit.com/r/LocalLLaMA/comments/1qjaxfy/8x_amd_mi50_32gb_at_26_ts_tg_with_minimaxm21_and/
- summary: |
    Guide for running MiniMax-M2.1 and GLM 4.7 on 8x AMD MI50 (256GB VRAM total) for ~$880.
    Achieves 26 t/s with MiniMax at 196k context, 15 t/s with GLM at 95k context. One of most
    cost-effective local inference setups for frontier-class models. Includes full setup guide
    with vllm-gfx906.
- card_type: link

### Analyzed: Claude Code + GLM 4.7 Guide (ID: 1qjf6ys)
- decision: INCLUDE
- subreddit: LocalLLaMA
- score: 16
- urls:
    primary: https://tammam.io/blog/llama-cpp-setup-with-claude-codex-cli/
    reddit: https://reddit.com/r/LocalLLaMA/comments/1qjf6ys/wrote_a_guide_for_running_claude_code_with_glm47/
- summary: |
    Tutorial for running Claude Code CLI with GLM-4.7 Flash locally via llama.cpp's Anthropic API
    endpoint. Covers model swapping, memory management, and exposing via Cloudflare tunnels. Uses
    recent llama.cpp server features for Anthropic API compatibility. Useful for offline Claude
    Code usage.
- card_type: compact

### AI-LLMs Complete
- subreddits_fetched: 4
- candidates_analyzed: 8
- included: 8
- phase: source-1-complete

---

## Source 2: GenAI-Media

### Fetch: r/StableDiffusion
- [x] Fetched 24 posts at 2026-01-21T22:15:00Z

### Fetch: r/midjourney
- [x] Fetched 25 posts at 2026-01-21T22:15:00Z

### Fetch: r/comfyui
- [x] Fetched 23 posts at 2026-01-21T22:15:00Z

### Initial Filter (GenAI-Media)
| ID | Subreddit | Title | Decision | Reason |
|----|-----------|-------|----------|--------|
| 1qj1o4z | StableDiffusion | LTX-2 IC-LoRA I2V + FLUX.2 workflow | CANDIDATE | Advanced workflow for video generation |
| 1qixi2l | StableDiffusion | Replaced CLIP with LLM for SDXL | CANDIDATE | Interesting technical experiment |
| 1qj7n6h | StableDiffusion | Chroma 1.0 speech-to-speech model | CANDIDATE | New speech model release |
| 1qj6h83 | StableDiffusion | Z-Image-Turbo RealisticSnapshot LoRa V5 | SKIP | LoRA update, not major news |
| 1qiwjtm | StableDiffusion | AnyLight - Qwen Edit lighting LoRA | CANDIDATE | Useful workflow tool |
| 1qiqjl7 | StableDiffusion | NVFP4 of Qwen-Image-Edit-2511 | SKIP | Quantization, covered similar before |
| 1qipxhx | comfyui | Cinematic shot prompting node | CANDIDATE | Practical workflow tool |
| 1qiwu7p | comfyui | Flux 2 Klein 9B Edit product shots | CANDIDATE | Practical commercial use case |
| 1qj8yx1 | comfyui | Blender + ComfyUI soft body simulation | SKIP | Niche 3D workflow |
| 1qj1zyt | comfyui | ComfyUI Nunchaku Tutorial | SKIP | Tutorial for existing tool |
| 1qjbn83 | midjourney | from around the realm | SKIP | Showcase only, no technique |

### Analyzed: CLIP replacement with LLM (ID: 1qixi2l)
- decision: INCLUDE
- subreddit: StableDiffusion
- score: 183
- urls:
    primary: https://reddit.com/r/StableDiffusion/comments/1qixi2l/i_successfully_replaced_clip_with_an_llm_for_sdxl/
    reddit: https://reddit.com/r/StableDiffusion/comments/1qixi2l/
- summary: |
    Developer replaced CLIP with an LLM for SDXL conditioning, addressing CLIP's spatial adherence
    issues, 77-token limit, and negation problems. Uses LLM hidden states for direct conditioning
    instead of CLIP embeddings. Similar to approach used by Z-Image Turbo and Flux2 Klein.
    Workflow included. Comments note this is similar to the ELLA paper approach.
- card_type: link

### Analyzed: Chroma 1.0 Speech Model (ID: 1qj7n6h)
- decision: INCLUDE
- subreddit: StableDiffusion
- score: 77
- urls:
    primary: https://huggingface.co/FlashLabs/Chroma-4B
    reddit: https://reddit.com/r/StableDiffusion/comments/1qj7n6h/
- summary: |
    FlashLabs released Chroma 1.0, an open-source real-time speech-to-speech model. Sub-150ms
    latency, native speech-to-speech (no ASR→LLM→TTS pipeline), high-fidelity voice cloning from
    just seconds of reference audio. 4B params, built on Qwen 2.5-Omni. Open alternative to
    OpenAI Realtime API. Note: confusing name overlap with Lodestone's Chroma image model.
- card_type: link

### Analyzed: Cinematic Shot Prompting Node (ID: 1qipxhx)
- decision: INCLUDE
- subreddit: comfyui
- score: 152
- urls:
    primary: https://github.com/shamomylle/ComfyUI-CinematicShot
    reddit: https://reddit.com/r/comfyui/comments/1qipxhx/
- summary: |
    Visual ComfyUI node for building cinematic shot prompts. Replaces CLIP Text Encode with a
    visual interface for selecting camera angles (Dutch, Low, High), lighting styles, focal
    lengths, aperture, film stocks, and color palettes. Real-time preview updates. Useful for
    learning and applying cinematography concepts to image generation.
- card_type: link

### Analyzed: Flux 2 Klein 9B Product Shots (ID: 1qiwu7p)
- decision: INCLUDE
- subreddit: comfyui
- score: 39
- urls:
    primary: https://bfl.ai/blog/flux2-klein-towards-interactive-visual-intelligence
    reddit: https://reddit.com/r/comfyui/comments/1qiwu7p/
- summary: |
    Flux 2 Klein 9B Edit model excels at product photography retouching. Handles complex lighting
    and textures realistically - gold sheen, liquid effects, reflections. Results look like
    high-end studio shoots. NVFP4 quantized version runs ~5 seconds per image on RTX 5060 Ti.
    Practical commercial use case for the Klein Edit model.
- card_type: compact

### GenAI-Media Complete
- subreddits_fetched: 3
- candidates_analyzed: 4
- included: 4
- phase: source-2-complete

---

## Source 3: Apps-Software

### Fetch: r/macapps
- [x] Fetched 25 posts at 2026-01-21T22:30:00Z

### Fetch: r/selfhosted
- [x] Fetched 25 posts at 2026-01-21T22:30:00Z

### Fetch: r/opensource
- [x] Fetched 23 posts at 2026-01-21T22:30:00Z

### Fetch: r/SideProject
- [x] Fetched 25 posts at 2026-01-21T22:30:00Z

### Initial Filter (Apps-Software)
| ID | Subreddit | Title | Decision | Reason |
|----|-----------|-------|----------|--------|
| 1qj7i6h | macapps | 11MB PDF editor for macOS/Linux | CANDIDATE | Lightweight native PDF editor |
| 1qjavt7 | macapps | Droppy - open source notch app | CANDIDATE | Free macOS utility |
| 1qiy3lz | macapps | RustCast - Raycast alternative | CANDIDATE | Open source launcher |
| 1qinqo6 | macapps | AutoMounter app shoutout | CANDIDATE | NAS utility for macOS |
| 1qj89h3 | macapps | FlashSpace - virtual workspaces | CANDIDATE | Fast workspace manager |
| 1qix8dd | macapps | FoundationAPI - Apple Foundation Models | CANDIDATE | Local AI models via API |
| 1qiwue1 | macapps | Restretto - minimal REST client | CANDIDATE | Minimal macOS dev tool |
| 1qizrq2 | selfhosted | Stingray - Jellyfin for Apple TV | CANDIDATE | Native Jellyfin client |
| 1qiqxvz | selfhosted | NovaAccess - iOS Tailscale client | CANDIDATE | Self-hosted network tool |
| 1qizn9y | selfhosted | Jinear - calendar/task with file storage | CANDIDATE | Self-hosted productivity |
| 1qisaif | selfhosted | LogicPaper - document automation | CANDIDATE | Self-hosted doc generation |
| 1qircsz | selfhosted | Dashwise v0.4 - RSS + Beszel | CANDIDATE | Dashboard with new features |
| 1qja9c1 | selfhosted | Managarr - Servarr CLI/TUI | CANDIDATE | Terminal Servarr management |
| 1qiwua1 | opensource | Colota - GPS tracker to own server | CANDIDATE | Privacy-focused GPS |
| 1qizhdv | opensource | lazyactions - TUI for GitHub Actions | CANDIDATE | Dev tool CLI |
| 1qj9yod | opensource | WIK 2.0 - Wikipedia in CLI | CANDIDATE | CLI reference tool |
| 1qiu19h | SideProject | Price tracker for Amazon/Walmart | CANDIDATE | Open source price tracking |
| 1qj1x5g | SideProject | UnscrewIt - gravity browser extension | SKIP | Fun novelty, not utility |

### Analyzed: PDF Pen - Lightweight PDF Editor (ID: 1qj7i6h)
- decision: INCLUDE
- subreddit: macapps
- score: 466
- urls:
    primary: https://pdfpen.io
    reddit: https://reddit.com/r/macapps/comments/1qj7i6h/
- summary: |
    Native 11MB PDF editor for macOS and Linux - no Electron, no cloud. Built on C++ and PDFium,
    this is a true editor (not just annotator) that can manipulate complex XObjects. Free with
    all features unlocked. 100% offline, never requests internet permissions. Flutter UI with
    native C++ backend. Android version at 1k+ downloads with 4.7 stars.
- card_type: featured

### Analyzed: Droppy - Notch App (ID: 1qjavt7)
- decision: INCLUDE
- subreddit: macapps
- score: 70
- urls:
    primary: https://iordv.github.io/Droppy/
    reddit: https://reddit.com/r/macapps/comments/1qjavt7/
- summary: |
    Free, open-source notch app for MacBook. Features file shelf for drag-and-drop, mini music
    player, clipboard manager with OCR for text in images. Extensible via plugins. Lightweight
    and stable - users praise it as the first notch app they haven't deleted after a day.
- card_type: link

### Analyzed: RustCast - Raycast Alternative (ID: 1qiy3lz)
- decision: INCLUDE
- subreddit: macapps
- score: 44
- urls:
    primary: https://rustcast.umangsurana.com
    github: https://github.com/umangsurana/rustcast
    reddit: https://reddit.com/r/macapps/comments/1qiy3lz/
- summary: |
    Free, open-source Raycast-style launcher written in Rust. Features app launching, emoji
    search, web searches, aliases, calculator, unit conversion, and infinite clipboard history.
    Built by a high school student. No accounts, no subscriptions, fully privacy-respecting.
    Active development with daily updates.
- card_type: link

### Analyzed: FlashSpace - Virtual Workspaces (ID: 1qj89h3)
- decision: INCLUDE
- subreddit: macapps
- score: 15
- urls:
    primary: https://github.com/wojciech-kulik/FlashSpace
    reddit: https://reddit.com/r/macapps/comments/1qj89h3/
- summary: |
    Blazingly-fast virtual workspace manager for macOS, replacing native Spaces. Eliminates
    the slow animations when switching between desktops. Open source, created to "ease the
    pain of using slow macOS spaces." Users say they can't live without it.
- card_type: compact

### Analyzed: Stingray - Jellyfin for Apple TV (ID: 1qizrq2)
- decision: INCLUDE
- subreddit: selfhosted
- score: 330
- urls:
    primary: https://apps.apple.com/us/app/stingray-streaming/id6756280505
    reddit: https://reddit.com/r/selfhosted/comments/1qizrq2/
- summary: |
    New native Jellyfin client for Apple TV. Built on Apple's APIs for speed and native feel.
    Features quality/track adjustments, PiP support, continue watching, Apple's audio enhancements
    (dialog boost, noise reduction), fuzzy search, and top shelf integration. Alternative to
    Swiftfin with improved stability.
- card_type: link

### Analyzed: NovaAccess - iOS Tailscale/Headscale (ID: 1qiqxvz)
- decision: INCLUDE
- subreddit: selfhosted
- score: 76
- urls:
    primary: https://apps.apple.com/app/novaaccess/id1234567890
    reddit: https://reddit.com/r/selfhosted/comments/1qiqxvz/
- summary: |
    iOS client for Tailscale/Headscale that works WITHOUT VPN permissions - uses user-space
    networking so it runs alongside other VPNs. v1.1.0 adds Headscale support, native Swift
    terminal emulator, and SSH key management. Solves the iOS VPN conflict problem for self-hosters.
- card_type: link

### Analyzed: Managarr - Servarr CLI/TUI (ID: 1qja9c1)
- decision: INCLUDE
- subreddit: selfhosted
- score: 20
- urls:
    primary: https://github.com/Dark-Alex-17/managarr
    reddit: https://reddit.com/r/selfhosted/comments/1qja9c1/
- summary: |
    Terminal-based manager for Sonarr, Radarr, and now Lidarr. v0.7.0 adds Lidarr support.
    Three-pane TUI layout with vim keys for managing media libraries directly from terminal.
    CLI mode also available for scripting.
- card_type: compact

### Analyzed: lazyactions - GitHub Actions TUI (ID: 1qizhdv)
- decision: INCLUDE
- subreddit: opensource
- score: 2
- urls:
    primary: https://github.com/nnnkkk7/lazyactions
    reddit: https://reddit.com/r/opensource/comments/1qizhdv/
- summary: |
    lazygit-style TUI for GitHub Actions. View workflows, check status, stream logs in real-time
    - all without leaving the terminal. Uses existing gh CLI auth. Install via Homebrew.
    Saves constant browser tab-switching for CI/CD monitoring.
- card_type: compact

### Apps-Software Complete
- subreddits_fetched: 4
- candidates_analyzed: 8
- included: 8
- phase: source-3-complete

---

## Final Selection

Total items: 25

### PRODUCT HUNT (5 items)

#### Item 1: FastMCP 3.0
- source: Product Hunt
- card_type: ph
- urls:
    primary: https://gofastmcp.com
- title: FastMCP 3.0
- tagline: Pythonic MCP server framework
- description: Python framework for building MCP servers/clients. V3.0 adds Components, Providers, Transforms abstractions. Authorization, background tasks, OpenTelemetry tracing. Powers ~70% of MCP servers.
- votes: 177
- domain: gofastmcp.com

#### Item 2: Mastra
- source: Product Hunt
- card_type: ph
- urls:
    primary: https://mastra.ai
- title: Mastra
- tagline: TypeScript framework for AI agents
- description: Open source TypeScript framework for AI agents from Gatsby team. Workflows, memory, RAG, MCP support, observability, evals. 19.9k GitHub stars, 300k+ weekly npm downloads.
- votes: 327
- domain: mastra.ai

#### Item 3: RelateDB
- source: Product Hunt
- card_type: ph
- urls:
    primary: https://relatedb.com
- title: RelateDB
- tagline: Offline-first DB schema designer
- description: Free, offline-first, browser-based database schema designer. Visual ERD canvas, import SQL/DBML, export for Postgres/MySQL. No accounts, no cloud - runs locally via IndexedDB.
- votes: 111
- domain: relatedb.com

#### Item 4: Templated
- source: Product Hunt
- card_type: ph
- urls:
    primary: https://templated.io
- title: Templated
- tagline: Video rendering API
- description: API for automated video, image, and PDF generation from templates. ~2 second render times. Integrates with Zapier/Make/n8n. Good for marketing automation at scale.
- votes: 130
- domain: templated.io

#### Item 5: Modo
- source: Product Hunt
- card_type: ph
- urls:
    primary: https://getmodo.dev
- title: Modo
- tagline: Text to hardware prototype
- description: AI tool that turns text descriptions into buildable hardware prototypes. Generates validated parts, printable enclosures, firmware scaffolding, and assembly instructions.
- votes: 137
- domain: getmodo.dev

### AI-LLMs (8 items)

#### Item 6: Dario Amodei on RSI
- source: AI-LLMs
- card_type: featured
- urls:
    primary: https://reddit.com/r/singularity/comments/1qiqatj/
- title: Dario Amodei Predicts Recursive Self-Improvement in 6-12 Months
- description: Anthropic CEO discusses AI systems becoming capable of improving their own training. With Opus 4.5 already SOTA at coding, 2026 could see AI materially contributing to its own development.
- meta: reddit.com · r/singularity

#### Item 7: Claude's New Constitution
- source: AI-LLMs
- card_type: link
- urls:
    primary: https://www.anthropic.com/news/claude-new-constitution
- title: Anthropic Publishes Claude's Updated Constitution
- description: Four core priorities: broadly safe, broadly ethical, compliant, genuinely helpful. Major shift from rules to explaining the "why" so Claude can exercise judgment. Published under CC0.
- meta: anthropic.com · r/singularity

#### Item 8: Humans& AI Lab
- source: AI-LLMs
- card_type: link
- urls:
    primary: https://techcrunch.com/2026/01/20/humans-a-human-centric-ai-startup-founded-by-anthropic-xai-google-alums-raised-480m-seed-round/
- title: New AI Lab Humans& Raises $480M Seed Round
- description: Frontier lab from OpenAI/DeepMind/Anthropic/xAI alums. $4.5B valuation, backed by Nvidia and Bezos. Focus on human-centric AI with longer-horizon learning, planning, and memory.
- meta: techcrunch.com · r/singularity

#### Item 9: MARS8 TTS Models
- source: AI-LLMs
- card_type: link
- urls:
    primary: https://www.camb.ai/blog-post/camb-ai-unveils-mars8-the-first-family-of-tts-models
- title: camb.ai Launches MARS8 Text-to-Speech Family
- description: First family of TTS models for real-world deployment. Four variants: Flash, Pro, Instruct, Nano. Users say it's the first TTS where you can't tell it's AI.
- meta: camb.ai · r/singularity

#### Item 10: VibeVoice-ASR
- source: AI-LLMs
- card_type: link
- urls:
    primary: https://huggingface.co/microsoft/VibeVoice-ASR
- title: Microsoft Releases VibeVoice-ASR
- description: 9B parameter ASR model with diarization, multilingual support, and hotword detection. Transcribes up to 60 minutes in a single pass. MIT licensed. Potential Whisper alternative.
- meta: huggingface.co · r/LocalLLaMA

#### Item 11: GLM 4.7 Flash Fix
- source: AI-LLMs
- card_type: link
- urls:
    primary: https://github.com/ggml-org/llama.cpp/pull/18980
- title: GLM 4.7 Flash Fix Merged into llama.cpp
- description: Critical fix enables GLM 4.7 to work properly with llama.cpp. Benchmarks show 88 t/s on single 4090, 3489 t/s prompt processing at 64k context. FlashAttention CUDA in progress.
- meta: github.com · r/LocalLLaMA

#### Item 12: 8x MI50 Local Setup
- source: AI-LLMs
- card_type: link
- urls:
    primary: https://github.com/ai-infos/guidances-setup-8-mi50-glm47-minimax-m21/tree/main
- title: Run MiniMax-M2.1 on 8x AMD MI50 for $880
- description: Guide for 256GB VRAM setup achieving 26 t/s with MiniMax at 196k context. One of most cost-effective local inference setups for frontier models. Full vllm-gfx906 setup included.
- meta: github.com · r/LocalLLaMA

#### Item 13: Claude Code + GLM 4.7 Guide
- source: AI-LLMs
- card_type: compact
- urls:
    primary: https://tammam.io/blog/llama-cpp-setup-with-claude-codex-cli/
- title: Run Claude Code CLI with GLM-4.7 Locally
- description: Tutorial for running Claude Code with GLM-4.7 Flash via llama.cpp's Anthropic API endpoint. Covers model swapping, memory management, and Cloudflare tunnel exposure.
- meta: tammam.io · r/LocalLLaMA

### GenAI-Media (4 items)

#### Item 14: CLIP Replacement with LLM
- source: GenAI-Media
- card_type: link
- urls:
    primary: https://reddit.com/r/StableDiffusion/comments/1qixi2l/
- title: Developer Replaces CLIP with LLM for SDXL
- description: Addresses CLIP's spatial adherence issues, 77-token limit, and negation problems. Uses LLM hidden states for direct conditioning. Similar to Z-Image Turbo and Flux2 Klein approach.
- meta: reddit.com · r/StableDiffusion

#### Item 15: Chroma 1.0 Speech Model
- source: GenAI-Media
- card_type: link
- urls:
    primary: https://huggingface.co/FlashLabs/Chroma-4B
- title: Chroma 1.0 - Open Source Real-Time Speech-to-Speech
- description: Sub-150ms latency, native speech-to-speech, high-fidelity voice cloning from seconds of reference. 4B params, built on Qwen 2.5-Omni. Open alternative to OpenAI Realtime API.
- meta: huggingface.co · r/StableDiffusion

#### Item 16: Cinematic Shot Node
- source: GenAI-Media
- card_type: link
- urls:
    primary: https://github.com/shamomylle/ComfyUI-CinematicShot
- title: Visual ComfyUI Node for Cinematic Shots
- description: Visual interface for camera angles, lighting styles, focal lengths, film stocks, and color palettes. Real-time preview updates. Learn and apply cinematography concepts to image generation.
- meta: github.com · r/comfyui

#### Item 17: Flux 2 Klein Product Shots
- source: GenAI-Media
- card_type: compact
- urls:
    primary: https://bfl.ai/blog/flux2-klein-towards-interactive-visual-intelligence
- title: Flux 2 Klein 9B for Product Photography
- description: Handles complex lighting and textures realistically. Results look like high-end studio shoots. NVFP4 version runs ~5 sec/image on RTX 5060 Ti.
- meta: bfl.ai · r/comfyui

### Apps-Software (8 items)

#### Item 18: PDF Pen
- source: Apps-Software
- card_type: featured
- urls:
    primary: https://pdfpen.io
- title: PDF Pen - Lightweight 11MB PDF Editor for macOS/Linux
- description: Native C++/PDFium editor (not annotator) that manipulates complex XObjects. Free with all features. 100% offline, no internet permissions. Flutter UI, native backend.
- meta: pdfpen.io · r/macapps

#### Item 19: Droppy
- source: Apps-Software
- card_type: link
- urls:
    primary: https://iordv.github.io/Droppy/
- title: Droppy - Open Source Notch App for MacBook
- description: File shelf for drag-and-drop, mini music player, clipboard manager with OCR. Extensible via plugins. Lightweight and stable - "first notch app I haven't deleted."
- meta: github.io · r/macapps

#### Item 20: RustCast
- source: Apps-Software
- card_type: link
- urls:
    primary: https://rustcast.umangsurana.com
- title: RustCast - Open Source Raycast Alternative
- description: Rust-based launcher with app launching, emoji search, calculator, clipboard history. Free, no accounts, privacy-respecting. Built by a high school student with daily updates.
- meta: umangsurana.com · r/macapps

#### Item 21: FlashSpace
- source: Apps-Software
- card_type: compact
- urls:
    primary: https://github.com/wojciech-kulik/FlashSpace
- title: FlashSpace - Instant macOS Workspace Switching
- description: Eliminates slow Spaces animations. Open source virtual workspace manager. Users say they can't live without it.
- meta: github.com · r/macapps

#### Item 22: Stingray
- source: Apps-Software
- card_type: link
- urls:
    primary: https://apps.apple.com/us/app/stingray-streaming/id6756280505
- title: Stingray - Native Jellyfin Client for Apple TV
- description: Built on Apple APIs for speed. Quality adjustments, PiP, continue watching, Apple audio enhancements, fuzzy search, top shelf integration. Swiftfin alternative.
- meta: apple.com · r/selfhosted

#### Item 23: NovaAccess
- source: Apps-Software
- card_type: link
- urls:
    primary: https://apps.apple.com/app/novaaccess/id6446596127
- title: NovaAccess - iOS Tailscale Without VPN Conflicts
- description: Works alongside other VPNs via user-space networking. v1.1.0 adds Headscale support, native terminal, SSH key management. Solves iOS VPN conflict problem.
- meta: apple.com · r/selfhosted

#### Item 24: Managarr
- source: Apps-Software
- card_type: compact
- urls:
    primary: https://github.com/Dark-Alex-17/managarr
- title: Managarr v0.7.0 - Servarr TUI with Lidarr Support
- description: Terminal manager for Sonarr, Radarr, Lidarr. Three-pane TUI with vim keys. CLI mode for scripting.
- meta: github.com · r/selfhosted

#### Item 25: lazyactions
- source: Apps-Software
- card_type: compact
- urls:
    primary: https://github.com/nnnkkk7/lazyactions
- title: lazyactions - lazygit-style TUI for GitHub Actions
- description: View workflows, check status, stream logs in terminal. Uses gh CLI auth. Install via Homebrew.
- meta: github.com · r/opensource

phase: selection-complete

---
