# Digest: 2026-01-22

## Status
phase: starting
updated: 2026-01-22T00:00:00Z

---

## Previous Digests (Last 7 Days)

### 2026-01-21
- https://apps.apple.com/us/app/novaaccess-tailnet-tools/id6749938291
- https://apps.apple.com/us/app/stingray-streaming/id6756280505
- https://bfl.ai/blog/flux2-klein-towards-interactive-visual-intelligence
- https://github.com/ai-infos/guidances-setup-8-mi50-glm47-minimax-m21/tree/main
- https://github.com/Dark-Alex-17/managarr
- https://github.com/ggml-org/llama.cpp/pull/18980
- https://github.com/nnnkkk7/lazyactions
- https://github.com/wojciech-kulik/FlashSpace
- https://github.com/yedp123/ComfyUI-Cinematic-Prompt
- https://gofastmcp.com
- https://huggingface.co/FlashLabs/Chroma-4B
- https://huggingface.co/microsoft/VibeVoice-ASR
- https://iordv.github.io/Droppy/
- https://mastra.ai
- https://modo.is
- https://relatedb.com
- https://rustcast.umangsurana.com
- https://tammam.io/blog/llama-cpp-setup-with-claude-codex-cli/
- https://techcrunch.com/2026/01/20/humans-a-human-centric-ai-startup-founded-by-anthropic-xai-google-alums-raised-480m-seed-round/
- https://templated.io
- https://www.anthropic.com/news/claude-new-constitution
- https://www.camb.ai/blog-post/camb-ai-unveils-mars8-the-first-family-of-tts-models

### 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

### 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-to-specify-that-its-focused-on-ai-generated-content-that-is-consumed-by-players-not-efficiency-tools-used-behind-the-scenes/
- https://www.techradar.com/ai-platforms-assistants/chatgpt/after-todays-big-memory-upgrade-chatgpt-can-now-remember-conversations-from-a-year-ago-and-link-you-directly-to-them

### 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/2026/01/12/1130003/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/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.regionshare.com
- https://www-cdn.anthropic.com/096d94c1a91c6480806d8f24b2344c7e2a4bc666.pdf

### 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://testflight.apple.com/join/pyXfNhUJ
- 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

### Developing Stories (from last 7 days)
- **GPT-5.2 solving Erdős Problem #728** — Covered 01/18 (Terence Tao confirmation). Watch for peer review updates.
- **Claude new constitution** — Covered 01/21 (Anthropic announcement). Watch for analysis/community response.
- **DeepSeek FlashMLA** — Covered 01/20 (architecture release). Watch for implementations/benchmarks.

---

## Source 0: Product Hunt

### Fetch
- [x] Fetched 20 products at 2026-01-22

### Raw Data
| Rank | Name | Tagline | Votes | Website |
|------|------|---------|-------|---------|
| 1 | ChartGen AI | Turn data into professional charts with insights in seconds | 382 | chartgen.ai |
| 2 | Web search API by Crustdata | Accurate and the fastest web search API for AI Agents | 311 | crustdata.com |
| 3 | LocateStore | Create a map of all your stores using Google Sheets | 265 | locatestore.com |
| 4 | Demonstrate by Notte | Browser workflows to deployed automation in minutes | 254 | notte.cc |
| 5 | Callum | AI calendar assistant for teams | 235 | callum.app |
| 6 | Netlify Capsules | Launch web projects as AR capsules others can find in orbit | 185 | capsules.netlify.com |
| 7 | Zenflow by Zencoder | Specification-driven AI development | 175 | zencoder.ai |
| 8 | Clippy, but on Steroids | "Hey Siri" with MCP calls and local LLM | 174 | clippyonsteroids.com |
| 9 | StoryChief AI Canvas | A canvas to create + publish full marketing campaigns w/ AI | 137 | storychief.io |
| 10 | Coda by Conductor Quantum | Solving problems using quantum computing & natural language | 137 | conductorquantum.com |
| 11 | RenameClick | Rename and auto-sort files with offline AI | 123 | renameclick.com |
| 12 | Doclific | Documentation that lives with your code | 119 | doclific.com |
| 13 | AbleMouse Beyond Switch Edition | Full PC control for the paralyzed via one micro-movement | 108 | ablemouse.com |
| 14 | New Norm | Visualise your emotions for clarity | 74 | newnorm.app |
| 15 | Tivazo | The all-in-one platform for productivity and time tracking | 74 | tivazo.com |
| 16 | XR AI Spotlight | The easiest way to stay up to date in 3D, XR, and AI | 33 | xraispotlight.com |
| 17 | Pagesmith.ai | AI websites that actually show up on Google | 28 | pagesmith.ai |
| 18 | Ideavize AI | AI to generate and build real tech ideas | 22 | ideavize.ai |
| 19 | QAI | Plan, run, and maintain web tests from real user flows | 19 | qai.dev |
| 20 | Git AutoReview | AI Code Review Helper for GitHub & Bitbucket | 18 | gitautoreview.com |

### Initial Filter
| Rank | Name | Decision | Reason |
|------|------|----------|--------|
| 1 | ChartGen AI | SKIP | Marketing analytics tool, not relevant to interests |
| 2 | Web search API by Crustdata | CANDIDATE | Web search API for AI agents - relevant for AI automation |
| 3 | LocateStore | SKIP | Store locator tool - business-focused, not power user |
| 4 | Demonstrate by Notte | CANDIDATE | Browser automation with code export - matches automation interest |
| 5 | Callum | SKIP | Calendar AI assistant - generic, uses Raycast already |
| 6 | Netlify Capsules | SKIP | Marketing/promotional AR experience from Netlify |
| 7 | Zenflow by Zencoder | CANDIDATE | Multi-agent AI coding orchestration - matches AI dev tools |
| 8 | Clippy, but on Steroids | CANDIDATE | Local LLM assistant with MCP + context awareness - highly relevant |
| 9 | StoryChief AI Canvas | SKIP | Marketing content platform - social media/marketing focused |
| 10 | Coda by Conductor Quantum | CANDIDATE | Natural language interface for quantum computing - interesting tech |
| 11 | RenameClick | CANDIDATE | Offline AI file renamer with Ollama support - macOS utility |
| 12 | Doclific | CANDIDATE | Docs-as-code with diagrams in repo - developer tool |
| 13 | AbleMouse Beyond Switch Edition | SKIP | Accessibility tool for paralysis - noble but niche |
| 14 | New Norm | SKIP | Emotion visualization app - wellness category |
| 15 | Tivazo | SKIP | Time tracking for teams - generic project management |
| 16 | XR AI Spotlight | SKIP | Newsletter about XR/AI - not a tool |
| 17 | Pagesmith.ai | SKIP | AI website builder - many exist already |
| 18 | Ideavize AI | SKIP | Idea generator - not useful for power user |
| 19 | QAI | SKIP | Web testing tool - too specialized |
| 20 | Git AutoReview | CANDIDATE | AI code review for GitHub/Bitbucket - developer workflow |

### Candidates for Deep Analysis
1. Crustdata Web Search API (AI agents)
2. Demonstrate by Notte (browser automation)
3. Zenflow by Zencoder (AI coding orchestration)
4. Clippy on Steroids (local LLM + MCP)
5. Coda by Conductor Quantum (quantum computing)
6. RenameClick (file renaming utility)
7. Doclific (docs-as-code)
8. Git AutoReview (AI code review)

### Analyzed: Crustdata Web Search API
- decision: INCLUDE
- website: https://crustdata.com/apis/websearch
- producthunt: https://www.producthunt.com/products/crustdata-3
- votes: 311
- summary: |
    SERP API built for AI agents needing live web context. Real-time Google search
    results in structured JSON for agent workflows. YC-backed. Designed for GTM,
    recruiting, and investment agents. Supports geolocation/language params.

### Analyzed: Demonstrate by Notte
- decision: INCLUDE
- website: https://notte.cc
- producthunt: https://www.producthunt.com/posts/demonstrate-by-notte
- github: https://github.com/nottelabs/notte
- votes: 254
- summary: |
    YC-backed open-source browser automation platform. Record browser workflows,
    deploy as serverless automation. Includes headless browsers, CAPTCHA handling,
    proxy support, AI-powered web agents. Live debugging in Studio. 100% open source.

### Analyzed: Zenflow by Zencoder
- decision: INCLUDE
- website: https://zencoder.ai
- votes: 175
- summary: |
    AI coding orchestration engine that coordinates multiple agents with specification-driven
    development. Visual workflow designer with verification loops. SOC 2/ISO 27001 certified.
    Supports multiple LLM providers. Enterprise-focused but useful architecture concept.

### Analyzed: Clippy on Steroids
- decision: DISCARD
- website: https://clippyonsteroids.com (unreachable)
- votes: 174
- reason: |
    Website unreachable. Related project (Felix Rieseberg's Clippy) is a local LLM
    interface but doesn't have MCP integration. The PH listing claims MCP support
    but can't verify. Skip due to unverifiable claims.

### Analyzed: Coda by Conductor Quantum
- decision: INCLUDE
- website: https://conductorquantum.com
- votes: 137
- summary: |
    Natural language interface for quantum computing. Describe what you want in plain
    English, Coda generates quantum programs, executes them, returns results. Handles
    qubit selection, calibration, noise management. YC + NVIDIA backed. Novel interface
    to emerging compute paradigm.

### Analyzed: RenameClick
- decision: INCLUDE
- website: https://rename.click
- votes: 123
- summary: |
    Offline AI file renamer for Mac/Windows. Includes 4GB local model for content-based
    renaming. Supports images, PDFs, docs. EXIF metadata extraction. Optional Ollama/LM Studio
    integration. One-time purchase after 30/month free tier. Privacy-focused local processing.

### Analyzed: Doclific
- decision: INCLUDE
- website: https://doclific.com
- github: https://github.com/doclific/doclific
- votes: 119
- summary: |
    Open-source docs-as-code tool. Documentation lives in repo with dynamic code snippets
    that auto-update line numbers. AI-powered doc generation (Gemini). ERD diagrams,
    whiteboarding. CI integration coming. Notion-like editor. Runs locally.

### Analyzed: Git AutoReview
- decision: INCLUDE
- website: https://gitautoreview.com
- votes: 18
- summary: |
    AI code review for GitHub/GitLab/Bitbucket. Runs Claude, Gemini, and GPT in parallel
    with smart merging. Human-in-the-loop: approve/reject each comment before publishing.
    Analyzes related files, not just diffs. BYOK support. Free tier: 10 reviews/day.
    Paid from $4.99/mo.

### Product Hunt Complete
- candidates_analyzed: 8
- included: 7
- discarded: 1 (Clippy - unreachable website)
- phase: source-0-complete

---

## Source 1: AI-LLMs

### Fetch: r/openai
- [x] Fetched 25 posts at 2026-01-22

Key posts:
| ID | Title | Score | External URL |
|----|-------|-------|--------------|
| 1qjytb2 | Anthropic's Claude Constitution is surreal | 179 | https://www.anthropic.com/constitution |
| 1qjrpbq | OpenAI CEO meets Middle East investors over potential $50B fundraising | 79 | https://www.cnbc.com/2026/01/21/openai-seek-investments-from-middle-east-for-multibillion-dollar-round.html |
| 1qjr2o3 | Three TML cofounders rejoined OpenAI last week | 20 | https://www.theinformation.com/articles/openai-names-former-tml-staffer-zoph-oversee-enterprise-push |
| 1qjy84v | JP Morgan boss says AI rollout may need to slow | 20 | https://www.theguardian.com/technology/2026/jan/21/rollout-ai-slowed-save-society-jp-morgan-jamie-dimon-jensen-huang |
| 1qjymxr | SticAI - Mac tool to rewrite text anywhere | 3 | https://sticai.com |

### Fetch: r/singularity
- [x] Fetched 25 posts at 2026-01-22

Key posts:
| ID | Title | Score | External URL |
|----|-------|-------|--------------|
| 1qjx26b | Gemini doesn't believe its own search tool | 766 | image post |
| 1qk5t2h | Tesla launches unsupervised Robotaxi rides in Austin | 331 | https://x.com/i/status/2014392609028923782 |
| 1qk6pbi | OpenAI Codex usage grew 20x in 5 months | 179 | image post |
| 1qjusta | PersonaPlex: Voice and role control for speech models by Nvidia | 146 | https://research.nvidia.com/labs/adlr/projects/personaplex/ |
| 1qk1qfq | AI is curing cancer (Moderna Intismeran vaccine) | 132 | text post |
| 1qjxtqe | 3 major TTS models released | 130 | gallery |
| 1qjujnn | Alibaba Qwen-3 TTS is Open-sourced | 94 | https://github.com/QwenLM/Qwen3-TTS |
| 1qjrb2r | Apple Developing AirTag-Sized AI Pin | 38 | https://www.macrumors.com/2026/01/21/apple-ai-pin/ |
| 1qk3584 | AI models making playlists are getting sadder | 42 | https://oddbit.ai/llm-jukebox/ |
| 1qk8trt | What LeCun's Energy-Based Models Actually Are | 40 | text post |

### Fetch: r/LocalLLaMA
- [x] Fetched 25 posts at 2026-01-22

Key posts:
| ID | Title | Score | External URL |
|----|-------|-------|--------------|
| 1qjtyw8 | Qwen dev on Twitter (teaser?) | 608 | image post |
| 1qjul5t | Qwen have open-sourced full family of Qwen3-TTS | 537 | https://github.com/QwenLM/Qwen3-TTS |
| 1qjjrmq | Fei Fei Li dropped a non-JEPA world model | 168 | https://marble.worldlabs.ai/ |
| 1qjrsur | GLM 4.7 flash FA fix for CUDA merged into llama.cpp | 145 | https://github.com/ggml-org/llama.cpp/pull/18953 |
| 1qk68n8 | vLLM raising $150M confirms Latency Era | 65 | text post |
| 1qjt08m | Sleeping on Engram (DeepSeek) | 65 | text post |
| 1qk18y6 | Unsloth announces support for finetuning embedding models | 40 | https://unsloth.ai/docs/new/embedding-finetuning |
| 1qjujqk | GLM-OCR is coming - PR in HF Transformers | 19 | https://github.com/huggingface/transformers/pull/43391 |
| 1qk1u6h | AnythingLLM adds on-device AI meeting note taker | 11 | text post |

### Fetch: r/artificial
- [x] Fetched 11 posts at 2026-01-22

Key posts:
| ID | Title | Score | External URL |
|----|-------|-------|--------------|
| 1qk9x1y | White House posts digitally altered image | 301 | https://www.theguardian.com/us-news/2026/jan/22/white-house-ice-protest-arrest-altered-image |
| 1qjk1us | Job Applicants Sue AI Recruitment Tool Company | 153 | https://www.nytimes.com/2026/01/21/business/ai-hiring-tools-lawsuit-eightfold-fcra.html |
| 1qk9pqe | Isometric NYC map made with Qwen-Image-Edit | 9 | https://cannoneyed.com/isometric-nyc/ |
| 1qjrtvb | 90% of Salesforce's Engineers Use Cursor Every Day | 6 | https://analyticsindiamag.com/ai-news-updates/90-of-salesforces-engineers-use-cursor-every-day/ |

### Initial Filter: AI-LLMs
| ID | Subreddit | Title | Decision | Reason |
|----|-----------|-------|----------|--------|
| 1qjytb2 | openai | Anthropic's Claude Constitution | SKIP | Already covered 01/21 |
| 1qjrpbq | openai | OpenAI CEO Middle East $50B fundraising | SKIP | Business news, low relevance |
| 1qjy84v | openai | JP Morgan AI rollout warning | SKIP | Opinion, no substance |
| 1qk5t2h | singularity | Tesla unsupervised Robotaxi Austin | CANDIDATE | Computer use, autonomous vehicles |
| 1qk6pbi | singularity | OpenAI Codex usage grew 20x | CANDIDATE | Significant API stats |
| 1qjusta | singularity | PersonaPlex by Nvidia | CANDIDATE | New TTS model with voice control |
| 1qk1qfq | singularity | Moderna AI cancer vaccine | CANDIDATE | AI in biotech breakthrough |
| 1qjxtqe | singularity | 3 major TTS models released | SKIP | Covered by individual posts |
| 1qjujnn | singularity | Qwen-3 TTS Open-sourced | CANDIDATE | Major open-source TTS release |
| 1qjrb2r | singularity | Apple AirTag-sized AI Pin | CANDIDATE | Hardware, Apple AI device |
| 1qk3584 | singularity | AI models making sadder playlists | SKIP | Fun but not actionable |
| 1qk8trt | singularity | LeCun's Energy-Based Models explained | CANDIDATE | Technical explainer |
| 1qjtyw8 | LocalLLaMA | Qwen dev Twitter teaser | SKIP | No substance, speculation |
| 1qjul5t | LocalLLaMA | Qwen3-TTS full family | CANDIDATE | Major open-source release |
| 1qjjrmq | LocalLLaMA | Fei Fei Li world model (Marble) | CANDIDATE | Novel world model approach |
| 1qjrsur | LocalLLaMA | GLM 4.7 flash FA fix merged | SKIP | Already covered PR for GLM |
| 1qk68n8 | LocalLLaMA | vLLM raising $150M | CANDIDATE | Significant infrastructure funding |
| 1qjt08m | LocalLLaMA | Sleeping on Engram (DeepSeek) | SKIP | Already covered 01/17 |
| 1qk18y6 | LocalLLaMA | Unsloth embedding model finetuning | CANDIDATE | New capability |
| 1qjujqk | LocalLLaMA | GLM-OCR coming | CANDIDATE | New model announcement |
| 1qk1u6h | LocalLLaMA | AnythingLLM meeting note taker | CANDIDATE | Local-first feature |
| 1qk9x1y | artificial | White House altered image | SKIP | Political, not tech-focused |
| 1qjk1us | artificial | AI hiring tools lawsuit | CANDIDATE | AI societal impact |
| 1qk9pqe | artificial | Isometric NYC with Qwen-Image-Edit | SKIP | Art showcase |
| 1qjrtvb | artificial | 90% Salesforce devs use Cursor | CANDIDATE | Industry adoption stat |

### Analyzed: Tesla unsupervised Robotaxi (ID: 1qk5t2h)
- decision: INCLUDE
- subreddit: singularity
- score: 330
- urls:
    primary: https://x.com/i/status/2014392609028923782
    reddit: https://reddit.com/r/singularity/comments/1qk5t2h
- summary: |
    Tesla launches fully unsupervised robotaxi rides in Austin using FSD.
    No safety monitor inside the car. Vehicles running FSD autonomously.
    Confirmed by Tesla AI leadership. First major unsupervised deployment.
- card_type: link

### Analyzed: PersonaPlex by Nvidia (ID: 1qjusta)
- decision: INCLUDE
- subreddit: singularity
- score: 145
- urls:
    primary: https://research.nvidia.com/labs/adlr/projects/personaplex/
    reddit: https://reddit.com/r/singularity/comments/1qjusta
- summary: |
    Real-time speech-to-speech conversational model with full duplex support.
    7B parameter model with dual-stream architecture. Voice and role control
    via prompts without fine-tuning. Supports interruptions and barge-ins.
- card_type: link

### Analyzed: Qwen3-TTS (ID: 1qjujnn + 1qjul5t)
- decision: INCLUDE
- subreddit: singularity, LocalLLaMA
- score: 94+537
- urls:
    primary: https://github.com/QwenLM/Qwen3-TTS
    huggingface: https://huggingface.co/collections/Qwen/qwen3-tts
    paper: https://github.com/QwenLM/Qwen3-TTS/blob/main/assets/Qwen3_TTS.pdf
    reddit: https://reddit.com/r/LocalLLaMA/comments/1qjul5t
- summary: |
    Alibaba open-sources full Qwen3-TTS family: VoiceDesign, CustomVoice, Base.
    5 models (0.6B & 1.8B parameters). Supports 10 languages. Voice cloning
    and custom voice generation. Apache 2.0 license.
- card_type: featured

### Analyzed: Apple AI Pin (ID: 1qjrb2r)
- decision: INCLUDE
- subreddit: singularity
- score: 38
- urls:
    primary: https://www.macrumors.com/2026/01/21/apple-ai-pin/
    reddit: https://reddit.com/r/singularity/comments/1qjrb2r
- summary: |
    Apple developing small wearable AI pin (AirTag-sized) with dual cameras.
    Designed to run upcoming Siri chatbot planned for iOS 27. Hardware
    companion for on-device AI assistant.
- card_type: link

### Analyzed: vLLM/Inferact $150M (ID: 1qk68n8)
- decision: INCLUDE
- subreddit: LocalLLaMA
- score: 65
- urls:
    primary: https://techcrunch.com/2026/01/22/inference-startup-inferact-lands-150m-to-commercialize-vllm/
    reddit: https://reddit.com/r/LocalLLaMA/comments/1qk68n8
- summary: |
    vLLM creators launch Inferact with $150M seed at $800M valuation.
    Led by a16z and Lightspeed. Signals shift from training to inference.
    Plans serverless vLLM deployment and new hardware support.
- card_type: link

### Analyzed: Unsloth embedding finetuning (ID: 1qk18y6)
- decision: INCLUDE
- subreddit: LocalLLaMA
- score: 40
- urls:
    primary: https://unsloth.ai/docs/new/embedding-finetuning
    reddit: https://reddit.com/r/LocalLLaMA/comments/1qk18y6
- summary: |
    Unsloth adds 1.8-3.3x faster embedding model finetuning with 20% less VRAM.
    Only ~3GB VRAM for 4bit QLoRA. Supports EmbeddingGemma, Qwen3 Embedding.
    Useful for RAG and semantic similarity tasks.
- card_type: compact

### Analyzed: GLM-OCR coming (ID: 1qjujqk)
- decision: INCLUDE
- subreddit: LocalLLaMA
- score: 19
- urls:
    primary: https://github.com/huggingface/transformers/pull/43391
    reddit: https://reddit.com/r/LocalLLaMA/comments/1qjujqk
- summary: |
    New GLM-OCR model PR merged into Hugging Face Transformers.
    OCR-focused model from Zhipu AI joining the GLM family.
- card_type: compact

### Analyzed: AI hiring tools lawsuit (ID: 1qjk1us)
- decision: INCLUDE
- subreddit: artificial
- score: 153
- urls:
    primary: https://www.nytimes.com/2026/01/21/business/ai-hiring-tools-lawsuit-eightfold-fcra.html
    reddit: https://reddit.com/r/artificial/comments/1qjk1us
- summary: |
    Job applicants sue Eightfold AI recruitment tool. Lawsuit claims AI
    screening ratings are like credit scores and should be subject to FCRA.
    Significant legal precedent for AI hiring tools.
- card_type: link

### Analyzed: OpenAI Codex 20x growth (ID: 1qk6pbi)
- decision: DISCARD
- reason: Business metrics, not actionable for user

### Analyzed: Moderna Intismeran (ID: 1qk1qfq)
- decision: DISCARD
- reason: Overhyped title - not AI-driven cure, standard bioinformatics

### Analyzed: World Labs Marble (ID: 1qjjrmq)
- decision: DISCARD
- reason: Not open source, criticized by community, not local-runnable

### AI-LLMs Complete
- subreddits_fetched: 4
- candidates_analyzed: 13
- included: 8
- discarded: 3
- phase: source-1-complete

---

## Source 2: GenAI-Media

### Fetch: r/StableDiffusion
- [x] Fetched 24 posts at 2026-01-22

Key posts:
| ID | Title | Score | External URL |
|----|-------|-------|--------------|
| 1qk0qyc | Quick 1080p test on new laptop | 272 | video post |
| 1qjuebr | Qwen3-TTS | 233 | duplicate of AI-LLMs |
| 1qjtpf1 | PersonaPlex | 86 | duplicate of AI-LLMs |
| 1qkb160 | ComfyUI 0.10.0 beta node | 77 | image post |
| 1qk2odv | Ace Step 1.5 music model coming soon | 52 | video post |
| 1qk88om | PromptBridge-0.6b-Alpha | 28 | https://huggingface.co/reto-wyss/PromptBridge |

### Fetch: r/midjourney
- [x] Fetched 18 posts at 2026-01-22

(Mostly art showcase posts, no technical news)

### Fetch: r/comfyui
- [x] Fetched 24 posts at 2026-01-22

Key posts:
| ID | Title | Score | External URL |
|----|-------|-------|--------------|
| 1qjmzm5 | Flux 2 Klein built-in face swapping | 245 | workflow + video |
| 1qjzdr8 | Microsoft Trellis 2 tested for VFX work | 59 | text post |
| 1qjmpfy | LTXV-2 Rally cockpit | 44 | workflow |
| 1qjqohh | Wan 2.1 + SCAIL motion transfer | 41 | workflow |
| 1qkb7i1 | VibeComfy - CLI tools for Claude Code | 17 | https://github.com/peteromallet/VibeComfy |

### Initial Filter: GenAI-Media
| ID | Subreddit | Title | Decision | Reason |
|----|-----------|-------|----------|--------|
| 1qk0qyc | StableDiffusion | 1080p laptop test | SKIP | Hardware showcase, not workflow |
| 1qkb160 | StableDiffusion | ComfyUI 0.10.0 beta node | CANDIDATE | New ComfyUI feature |
| 1qk2odv | StableDiffusion | Ace Step 1.5 music model | CANDIDATE | Open source music model |
| 1qk88om | StableDiffusion | PromptBridge-0.6b-Alpha | CANDIDATE | Keywords to prompt model |
| 1qjmzm5 | comfyui | Flux 2 Klein face swapping | CANDIDATE | Practical workflow |
| 1qjzdr8 | comfyui | Microsoft Trellis 2 for VFX | CANDIDATE | 3D generation evaluation |
| 1qkb7i1 | comfyui | VibeComfy for Claude Code | CANDIDATE | Claude Code integration |

### Analyzed: Flux 2 Klein face swapping (ID: 1qjmzm5)
- decision: INCLUDE
- subreddit: comfyui
- score: 245
- urls:
    primary: https://github.com/sonnybox/yt-files/blob/main/COMFY/workflows/Flux%202%20Klein%20Distilled%20Face%20Swap.json
    video: https://youtu.be/-WG9MLrnJXY
    reddit: https://reddit.com/r/comfyui/comments/1qjmzm5
- summary: |
    Flux 2 Klein has decent built-in face swapping without separate models.
    Workflow shared with tutorial video. A few seeds needed for good results.
- card_type: link

### Analyzed: Ace Step 1.5 music model (ID: 1qk2odv)
- decision: INCLUDE
- subreddit: StableDiffusion
- score: 52
- urls:
    primary: https://github.com/ace-step/ACE-Step
    reddit: https://reddit.com/r/StableDiffusion/comments/1qk2odv
- summary: |
    Ace Step 1.5 open source music generation model releasing end of month.
    Improvements over 1.0 version. Demo shows good dubstep/melodic outputs.
- card_type: compact

### Analyzed: VibeComfy for Claude Code (ID: 1qkb7i1)
- decision: INCLUDE
- subreddit: comfyui
- score: 17
- urls:
    primary: https://github.com/peteromallet/VibeComfy
    reddit: https://reddit.com/r/comfyui/comments/1qkb7i1
- summary: |
    CLI tools for Claude Code to understand and edit ComfyUI workflows.
    Helps parse workflow JSON and provides editing tools without issues.
    Agentify your Comfy usage.
- card_type: link

### Analyzed: Microsoft Trellis 2 (ID: 1qjzdr8)
- decision: DISCARD
- reason: Critical review - not production ready, 15-year VFX artist says meh

### Analyzed: ComfyUI 0.10.0 beta (ID: 1qkb160)
- decision: DISCARD
- reason: Speculation about upcoming feature, no release

### Analyzed: PromptBridge (ID: 1qk88om)
- decision: DISCARD
- reason: Niche single-subject prompt expander, limited use case

### GenAI-Media Complete
- subreddits_fetched: 3
- candidates_analyzed: 7
- included: 3
- discarded: 4
- phase: source-2-complete

---

## Source 3: Apps-Software

### Fetch: r/macapps
- [x] Fetched 20 posts at 2026-01-22

Key posts:
| ID | Title | Score | External URL |
|----|-------|-------|--------------|
| 1qk7lu1 | FlowPDF – Visual Shortcuts for PDFs | 11 | https://www.flowpdf.app/ |
| 1qk5t1t | MiddleDrag - middle-click for Mac trackpads | 9 | https://middledrag.app |
| 1qjw7y0 | OS Engine Menu Bar Player Update | 27 | video post |
| 1qjz9ic | HEIC to JPG converter in browser | 6 | https://heicimg.com |
| 1qjzcqu | UsageBar - Claude Code usage tracker | 1 | https://usagebar.com |

### Fetch: r/selfhosted
- [x] Fetched 25 posts at 2026-01-22

Key posts:
| ID | Title | Score | External URL |
|----|-------|-------|--------------|
| 1qjvlbk | Jellify - FOSS music player for Jellyfin | 167 | https://github.com/Jellify-Music/App |
| 1qk1vom | EU funding consultation for open source | 142 | text post |
| 1qjo5pw | SSO recommendations for self-hosted | 73 | text post |

### Fetch: r/opensource
- [x] Fetched 25 posts at 2026-01-22

Key posts:
| ID | Title | Score | External URL |
|----|-------|-------|--------------|
| 1qk6vz5 | cURL ends bug bounties due to AI slop | 241 | https://thenewstack.io/drowning-in-ai-slop-reports-curl-ends-bug-bounties/ |
| 1qjngly | Git commit vim config (30 lines) | 45 | https://github.com/jezsung/gitcommit-vimrc |
| 1qjpdcv | Tunnelmole - open source ngrok alternative | 6 | https://tunnelmole.com/ |

### Fetch: r/SideProject
- [x] Fetched 25 posts at 2026-01-22

Key posts:
| ID | Title | Score | External URL |
|----|-------|-------|--------------|
| 1qjzxb4 | Security researcher extortion story | 288 | text post |
| 1qjtpz8 | OpenChaos - community controlled codebase | 145 | video post |
| 1qjui2k | System visualizer for DevOps | 29 | video post |
| 1qk09hs | Consul - rename to convert Mac app | 6 | https://getconsul.app |

### Initial Filter: Apps-Software
| ID | Subreddit | Title | Decision | Reason |
|----|-----------|-------|----------|--------|
| 1qk7lu1 | macapps | FlowPDF – Visual Shortcuts for PDFs | CANDIDATE | Automation tool, visual workflow |
| 1qk5t1t | macapps | MiddleDrag for Mac trackpads | CANDIDATE | macOS utility, open source |
| 1qjw7y0 | macapps | OS Engine Menu Bar Player | SKIP | Wallpaper engine, niche |
| 1qjz9ic | macapps | HEIC to JPG converter | SKIP | Simple web tool |
| 1qjzcqu | macapps | UsageBar - Claude Code tracker | SKIP | Low votes, basic utility |
| 1qjvlbk | selfhosted | Jellify music player for Jellyfin | CANDIDATE | FOSS, uses Jellyfin |
| 1qk1vom | selfhosted | EU open source funding consultation | CANDIDATE | Important for FOSS community |
| 1qjo5pw | selfhosted | SSO recommendations | SKIP | Help post, no tool |
| 1qk6vz5 | opensource | cURL ends bug bounties (AI slop) | CANDIDATE | AI societal impact |
| 1qjngly | opensource | Git commit vim config | CANDIDATE | CLI tool, dev workflow |
| 1qjpdcv | opensource | Tunnelmole ngrok alternative | CANDIDATE | Self-hosted, tunneling |
| 1qjui2k | SideProject | System visualizer for DevOps | CANDIDATE | Dev tool |
| 1qk09hs | SideProject | Consul - rename to convert | SKIP | Already covered 01/20 |

### Analyzed: FlowPDF (ID: 1qk7lu1)
- decision: INCLUDE
- subreddit: macapps
- score: 11
- urls:
    primary: https://www.flowpdf.app/
    reddit: https://reddit.com/r/macapps/comments/1qk7lu1
- summary: |
    Visual PDF pipeline processor. Chain commands to batch merge, watermark,
    OCR, compress, route files based on logic (size, page count). Runs locally
    as PWA/WASM. Logic nodes like "if >5MB → compress". Privacy-focused.
- card_type: link

### Analyzed: MiddleDrag (ID: 1qk5t1t)
- decision: INCLUDE
- subreddit: macapps
- score: 9
- urls:
    primary: https://middledrag.app
    github: https://github.com/NullPointerDepressiveDisorder/MiddleDrag
    reddit: https://reddit.com/r/macapps/comments/1qk5t1t
- summary: |
    Open source middle-click and middle-drag for Mac trackpads. Three-finger
    tap for middle-click, three-finger drag for panning. MIT licensed, notarized.
    Works with Blender, Fusion 360. Install via Homebrew.
- card_type: link

### Analyzed: Jellify (ID: 1qjvlbk)
- decision: INCLUDE
- subreddit: selfhosted
- score: 167
- urls:
    primary: https://github.com/Jellify-Music/App
    reddit: https://reddit.com/r/selfhosted/comments/1qjvlbk
- summary: |
    FOSS music player for Jellyfin. Recently released 1.0 in December.
    Active development with Discord community. iOS and Android support.
    Good alternative to Finamp for Jellyfin music streaming.
- card_type: link

### Analyzed: EU Open Source Funding (ID: 1qk1vom)
- decision: INCLUDE
- subreddit: selfhosted
- score: 142
- urls:
    primary: https://ec.europa.eu/info/law/better-regulation/have-your-say/initiatives/16213-European-Open-Digital-Ecosystems_en
    reddit: https://reddit.com/r/selfhosted/comments/1qk1vom
- summary: |
    EU consultation on future Open Source strategy. Deadline Feb 3rd.
    NGI funding has supported Mastodon, Nextcloud, Matrix, CryptPad, etc.
    Opportunity to advocate for continued FOSS funding.
- card_type: compact

### Analyzed: cURL ends bug bounties (ID: 1qk6vz5)
- decision: INCLUDE
- subreddit: opensource
- score: 241
- urls:
    primary: https://thenewstack.io/drowning-in-ai-slop-reports-curl-ends-bug-bounties/
    reddit: https://reddit.com/r/opensource/comments/1qk6vz5
- summary: |
    Daniel Stenberg (cURL creator) ends bug bounty program due to flood
    of AI-generated garbage reports. "AI slop" reports waste maintainer time.
    Significant example of AI misuse impacting open source.
- card_type: link

### Analyzed: Tunnelmole (ID: 1qjpdcv)
- decision: INCLUDE
- subreddit: opensource
- score: 6
- urls:
    primary: https://tunnelmole.com/
    github_client: https://github.com/robbie-cahill/tunnelmole-client
    github_server: https://github.com/robbie-cahill/tunnelmole-service
    reddit: https://reddit.com/r/opensource/comments/1qjpdcv
- summary: |
    Open source ngrok alternative. Both client and server are open source,
    so fully self-hostable. Node.js based. Good for exposing local services.
- card_type: compact

### Analyzed: Git commit vim config (ID: 1qjngly)
- decision: DISCARD
- reason: Very niche, user uses GUI git tools, low practical value

### Analyzed: System visualizer (ID: 1qjui2k)
- decision: DISCARD
- reason: Enterprise SaaS focus, not self-hostable, cloud-based

### Apps-Software Complete
- subreddits_fetched: 4
- candidates_analyzed: 8
- included: 6
- discarded: 2
- phase: source-3-complete

---

## Final Selection

Total items: 24

### Product Hunt (7 items)
1. Crustdata - Web Search API for AI Agents
2. Notte - Browser Workflows to Automation
3. Zenflow - Multi-Agent AI Coding Orchestration
4. Coda Quantum - Natural Language for Quantum Computing
5. RenameClick - Offline AI File Renamer
6. Doclific - Docs-as-Code with Auto-Updating Snippets
7. Git AutoReview - AI Code Review for GitHub

### AI-LLMs (8 items)
1. Qwen3-TTS Family (featured)
2. Tesla Unsupervised Robotaxi Austin
3. NVIDIA PersonaPlex
4. Apple AI Pin
5. vLLM/Inferact $150M
6. Eightfold AI Hiring Lawsuit
7. Unsloth embedding finetuning (compact)
8. GLM-OCR HuggingFace (compact)

### GenAI-Media (3 items)
1. VibeComfy - Claude Code + ComfyUI
2. Flux 2 Klein Face Swapping Workflow
3. Ace Step 1.5 music model (compact)

### Apps-Software (6 items)
1. cURL ends bug bounties (AI slop)
2. Jellify - FOSS Jellyfin music player
3. FlowPDF - Visual PDF Pipeline
4. MiddleDrag - Middle-click for Mac
5. Tunnelmole - ngrok alternative (compact)
6. EU Open Source Funding Consultation (compact)

phase: complete
html_generated: 2026-01-22
items_count: 24
links_validated: true
permissions_set: true
telegram_sent: true
completion_signaled: true

---
