# Digest: 2026-03-11

## Status
phase: starting
updated: 2026-03-11

---

## Previous Digests (Last 7 Days)

### 2026-03-04
- https://cs.stanford.edu/~knuth/papers/claude-cycles.pdf
- https://cuda-agent.github.io/
- https://currentkey.com/
- https://day1tabs.com
- https://futurism.com/artificial-intelligence/sam-altman-damage-control-mass-cancellation
- https://github.com/ggml-org/llama.cpp/pull/19769
- https://github.com/PKU-YuanGroup/Helios
- https://gizmodo.com/altman-reportedly-tells-staff-openai-wants-another-classified-contract-this-time-with-nato-2000729253
- https://glazeapp.com/
- https://huggingface.co/lodestones/Zeta-Chroma
- https://locallyai.app
- https://notte.cc
- https://screentranslate.filient.ai
- https://techcrunch.com/2026/03/04/anthropic-ceo-dario-amodei-calls-openais-messaging-around-military-deal-straight-up-lies-report-says/
- https://the-decoder.com/gpt-5-4-reportedly-brings-a-million-token-context-window-and-an-extreme-reasoning-mode/
- https://www.cdfinder.de/
- https://www.cnbc.com/2026/03/03/iran-war-uae-drone-strikes-aws-data-centers.html
- https://www.microsoft.com/en-us/research/blog/phi-4-reasoning-vision-and-the-lessons-of-training-a-multimodal-reasoning-model/
- https://www.usekodo.ai

### 2026-03-05
- https://aident.ai
- https://blog.google/innovation-and-ai/products/notebooklm/generate-your-own-cinematic-video-overviews-in-notebooklm/
- https://getconsul.app/
- https://github.com/Lightricks/LTX-2
- https://github.com/louislam/uptime-kuma/releases/tag/2.2.0
- https://github.com/Relaticle/relaticle
- https://golf.dev
- https://huggingface.co/allenai/Olmo-Hybrid-7B
- https://itsyconnect.com
- https://once-ui.com/supa-social
- https://openai.com/index/introducing-gpt-5-4/
- https://techcrunch.com/2026/03/05/its-official-the-pentagon-has-labeled-anthropic-a-supply-chain-risk/
- https://vois.so
- https://www.apple.com/macbook-neo/
- https://www.scmp.com/tech/big-tech/article/3339765/alibaba-reaffirms-open-source-ai-commitment-tech-giant-hails-qwen-achievements
- https://www.techloy.com/openai-hits-25-billion-in-annualized-revenue-while-anthropic-surges-to-19-billion/
- https://www.together.ai/blog/flashattention-4

### 2026-03-06
- https://compresr.ai
- https://getsupers.com
- https://github.com/aarush67/VolumeGlass-Code
- https://github.com/borgbase/vykar
- https://github.com/ggml-org/llama.cpp/pull/18655
- https://github.com/imbue-ai/vet
- https://github.com/kikootwo/ReadMeABook
- https://github.com/open-webui/open-terminal
- https://github.com/skatardude10/ComfyUI-Optical-Realism
- https://github.com/Sportarr/Sportarr
- https://homebranch.app/
- https://storageradar.chama.pro/
- https://techcrunch.com/2026/03/06/microsoft-anthropic-claude-remains-available-to-customers-except-the-defense-department/
- https://www.anthropic.com/news/mozilla-firefox-security
- https://www.anthropic.com/research/labor-market-impacts
- https://www.gemlet.app/
- https://www.nature.com/articles/d41586-026-00681-y
- https://www.sarvam.ai/blogs/sarvam-30b-105b
- https://www.strimix.online/

### 2026-03-07
- https://apps.apple.com/app/id6745527185
- https://artificialanalysis.ai/models/gpt-5-4
- https://github.com/ggml-org/llama.cpp/pull/19504
- https://github.com/itskovacs/trip
- https://github.com/Lightricks/LTX-Desktop
- https://github.com/Oxen-Studio/Resonance
- https://github.com/RhysSullivan/fastergh
- https://github.com/safebucket/safebucket
- https://huggingface.co/dx8152/Flux2-Klein-9B-Consistency
- https://huggingface.co/Qwen/Qwen3-Coder-Next
- https://lowtechguys.com/crank/
- https://notchpad.app/
- https://techcrunch.com/2026/03/07/openai-robotics-lead-caitlin-kalinowski-quits-in-response-to-pentagon-deal/
- https://testsprite.com
- https://www.anthropic.com/engineering/eval-awareness-browsecomp
- https://www.axios.com/2026/03/07/ai-agents-rome-model-cryptocurrency
- https://www.elgato.com/ww/en/s/wave-link-app
- https://www.thinkingline.com/

### 2026-03-08
- https://claude.com/platform/marketplace
- https://dev.to/soytuber/i-built-a-free-patent-search-engine-with-35m-us-patents-no-login-powered-by-sqlite-fts5-48e4
- https://github.com/00quebec/Synthid-Bypass
- https://github.com/alam00000/bentopdf
- https://github.com/homelab-00/TranscriptionSuite
- https://github.com/illegalstudio/lazyagent
- https://github.com/imraf/LTX-Desktop/releases
- https://github.com/karpathy/autoresearch
- https://github.com/ralph/Spotifly
- https://github.com/showlab/Kiwi-Edit
- https://hbr.org/2026/03/when-using-ai-leads-to-brain-fry
- https://macoswm.com/
- https://papervault.xyz/
- https://responsiblestatecraft.org/ai-war-iran/
- https://theinnermostloop.substack.com/p/the-first-multi-behavior-brain-upload
- https://unenhanced.app/
- https://velxio.dev/
- https://wccftech.com/intel-confirms-arc-pro-b70-workstation-gpu-via-llm-scaler-vllm-ai-release-notes/
- https://www.getmuffle.com/
- https://www.natic.app/pulldog
- https://www.songsweeper.com/

### 2026-03-09
- https://bfl.ai/research/self-flow
- https://bzgapps.com/unite
- https://developer.nvidia.com/nemo-agent-toolkit
- https://figure.ai/news/helix-02-living-room-tidy
- https://floto.ai
- https://flowripple.com
- https://futurism.com/health-medicine/doom-human-brain-cells
- https://huggingface.co/papers/2603.04291
- https://littlehj.github.io/
- https://openai.com/index/openai-to-acquire-promptfoo/
- https://scrapr.io
- https://tablepro.app
- https://techcrunch.com/2026/03/09/anthropic-sues-defense-department-over-supply-chain-risk-designation/
- https://techcrunch.com/2026/03/09/openai-and-google-employees-rush-to-anthropics-defense-in-dod-lawsuit/
- https://whyfi.network
- https://www.distillabs.ai/blog/we-benchmarked-12-small-language-models-across-8-tasks-to-find-the-best-base-model-for-fine-tuning
- https://www.microsoft.com/en-us/microsoft-365/blog/2026/03/09/copilot-cowork-a-new-way-of-getting-work-done/
- https://www.truenas.com/blog/truenas-plans-for-2026/
- https://www.youtube.com/watch?v=JHEO7cplfk8
- https://x.com/AILeaksAndNews/status/2031004721826201711

### 2026-03-10
- https://agentskill.sh
- https://arstechnica.com/ai/2026/03/after-outages-amazon-to-make-senior-engineers-sign-off-on-ai-assisted-changes/
- https://blog.comfy.org/p/from-workflow-to-app-introducing
- https://blogs.nvidia.com/blog/rtx-ai-garage-flux-ltx-video-comfyui-gdc/
- https://chromewebstore.google.com/detail/brutal-reader
- https://dnhkng.github.io/posts/rys/
- https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/code-review
- https://epochai.substack.com/p/gpt-54-set-a-new-record-on-frontiermath
- https://fish.audio
- https://github.com/karpathy/nanochat
- https://github.com/saihgupr/GoogleDriveSync
- https://holdtap.com/
- https://huggingface.co/unsloth/LTX-2.3-GGUF
- https://macquit.app
- https://macsyzones.com/
- https://refero.design
- https://sonarly.dev
- https://techcrunch.com/2026/03/10/meta-acquired-moltbook-the-ai-agent-social-network-that-went-viral-because-of-fake-posts/
- https://www.captains-deck.com/
- https://www.cnbc.com/2026/03/10/amazon-wins-court-order-to-block-perplexitys-ai-shopping-agent.html
- https://x.com/ylecun/status/2031268686984527936

### Developing Stories
- **Anthropic Pentagon lawsuits** — Two federal lawsuits filed Mar 9. Watch for court rulings.
- **GPT-5.4 release + FrontierMath** — Released Mar 5, new FrontierMath record Mar 10. Watch for verification.
- **Yann LeCun AMI Labs** — Founded Mar 10 with $1.03B seed. Watch for first model releases.
- **Apple M5 Pro/Max** — Ships Mar 11 today. Watch for local LLM benchmarks.
- **ComfyUI App Mode** — Covered Mar 10. Watch for follow-ups.

---

## Source 0: Product Hunt

### Fetch
- [x] Fetched 20 products at 2026-03-12 03:20 UTC

### Initial Filter
| ID | Name | Decision | Reason |
|----|------|----------|--------|
| 1094122 | InsForge | CANDIDATE | Open-source backend for AI agents |
| 1094627 | Cardboard | CANDIDATE | AI video editor, YC-backed |
| 1094642 | Teract AI | SKIP | Social media reputation tool |
| 1095007 | OpenUI | CANDIDATE | Open standard for generative UI |
| 1086473 | Knowlify | SKIP | Animated educational video, not relevant |
| 1094604 | Gemini Embedding 2 | CANDIDATE | Google's first multimodal embedding model |
| 1094657 | Firecrawl CLI | CANDIDATE | Web data toolkit for AI agents |
| 1090258 | IonRouter | SKIP | Inference routing, not novel enough |
| 1091735 | Citable | SKIP | Marketing/SEO agency tool |
| 1094943 | ChatGPT Interactive Learning | SKIP | Feature update, not standalone product |
| 1093980 | Mindspase | SKIP | Knowledge base wrapper |
| 1094909 | TADA | CANDIDATE | Open-source TTS by Hume AI |
| 1094725 | CodeYam CLI & Memory | CANDIDATE | Memory management for Claude Code |
| 1094532 | MorphMind | SKIP | AI wrapper/chatbot |
| 1094687 | ELVES | CANDIDATE | Multi-agent workspace for Claude Code |
| 1094903 | Nativeline AI | CANDIDATE | Native Swift app builder |
| 1086379 | Typinator 10 | CANDIDATE | macOS text expander, now on iOS |
| 1094015 | Chordio Workbench | SKIP | Enterprise PM prototyping, niche |
| 1094446 | ScreenGeany AI | CANDIDATE | macOS hotkey screen capture + AI |
| 1088825 | HypeScribe | SKIP | Transcription, has MacWhisper |

### Analyzed: Gemini Embedding 2 (ID: 1094604)
- decision: INCLUDE
- website: https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-embedding-2/
- producthunt: https://www.producthunt.com/products/gemini-embedding-2
- votes: 229
- summary: |
    Google's first natively multimodal embedding model. Maps text, images, video,
    audio, and documents into a single 3072-dim embedding space. Native audio
    embeddings without transcription. Supports 100+ languages. Up to 8192 text tokens,
    6 images, 120s video, 80s audio per request. Matryoshka representation learning
    for flexible dimensions (3072→768). Public preview via Gemini API and Vertex AI.

### Analyzed: TADA by Hume AI (ID: 1094909)
- decision: INCLUDE
- website: https://www.hume.ai/blog/opensource-tada
- github: https://github.com/HumeAI/tada
- producthunt: https://www.producthunt.com/products/hume-2
- votes: 121
- summary: |
    Open-source speech-language model with 1:1 text-acoustic token alignment. 5x faster
    than conventional LLM-based TTS (RTF 0.09). Zero hallucinations by construction —
    strict one-to-one mapping means model can't skip content. 700s of audio in 2048-token
    context vs ~70s for conventional. 1B English + 3B multilingual models. Designed for
    on-device deployment.

### Analyzed: CodeYam CLI & Memory (ID: 1094725)
- decision: INCLUDE
- website: https://codeyam.com
- producthunt: https://www.producthunt.com/products/codeyam-cli-memory
- votes: 118
- summary: |
    Memory management tool for Claude Code. Background agent reviews coding session
    transcripts, identifies confusion patterns, and generates targeted Claude Rules
    with path scoping. Prevents repeated mistakes and stale CLAUDE.md files. Free,
    local, no login. Install: npm install -g @codeyam/codeyam-cli@latest. Dashboard
    for reviewing/pruning rules.

### Analyzed: Firecrawl CLI (ID: 1094657)
- decision: INCLUDE
- website: https://www.firecrawl.dev/skills
- producthunt: https://www.producthunt.com/products/extract-by-firecrawl
- votes: 177
- summary: |
    CLI and agent skill for web data access. Scrape, search, crawl, and browse the web
    with results written to filesystem. 96% web coverage including JS-heavy pages.
    Works with Claude Code, Codex, OpenCode. File-based context management for token
    efficiency. 91K GitHub stars. npx install.

### Analyzed: OpenUI by Thesys (ID: 1095007)
- decision: INCLUDE
- website: https://www.openui.com
- github: https://github.com/thesysdev/openui
- producthunt: https://www.producthunt.com/products/thesys
- votes: 287
- summary: |
    Open standard for Generative UI. LLMs respond with interactive UI components
    (cards, tables, forms, charts) instead of plain text. 67% fewer tokens than JSON,
    3x faster rendering, near 0% malformed output. Model-agnostic (GPT, Claude, Gemini).
    Framework-agnostic (AI SDK, LangChain, CrewAI). Open source.

### Analyzed: ELVES (ID: 1094687)
- decision: INCLUDE
- website: https://elves.dev
- producthunt: https://www.producthunt.com/products/no-more-vibe-coding-in-the-blind
- votes: 107
- summary: |
    Multi-agent workspace for Claude Code & Codex. Each task in its own git worktree.
    SQLite-backed memory with relevance decay. Skills and MCP server management via UI.
    Telemetry dashboards (token usage, cache hits, session timelines). All local, no
    cloud. MIT licensed. macOS app (not yet notarized).

### Analyzed: Typinator 10 (ID: 1086379)
- decision: INCLUDE
- website: https://ergonis.com/en/typinator/
- producthunt: https://www.producthunt.com/products/typinator-10
- votes: 103
- summary: |
    Major update to macOS text expander with new iOS companion app. Multi-device sync
    (cloud-agnostic — iCloud, NAS, Dropbox). Apple Intelligence integration for
    creating/translating/optimizing expansions. Redesigned interface. One-time purchase
    ($39.99). Privacy-focused, data stays on device.

### Analyzed: Cardboard (ID: 1094627)
- decision: INCLUDE
- website: https://www.usecardboard.com
- producthunt: https://www.producthunt.com/products/cardboard-3
- votes: 409
- summary: |
    YC W26-backed agentic video editor. Describe edits in natural language, AI
    proposes cuts on timeline. Browser-based, multi-track with keyframe animations,
    shot detection, beat sync, voiceover gen, voice cloning, background removal,
    multilingual captions. Exports to Premiere/DaVinci/FCP XML.

### Product Hunt Complete
- candidates_analyzed: 11
- included: 8
- phase: source-0-complete

---

## Source 1: AI-LLMs

### Fetch
- [x] r/openai: 25 posts
- [x] r/singularity: 20 posts
- [x] r/LocalLLaMA: 25 posts
- [x] r/artificial: 8 posts

### Analyzed: Anthropic Recursive Self-Improvement (TIME article)
- decision: INCLUDE
- subreddit: singularity
- score: 922
- urls:
    primary: https://time.com/article/2026/03/11/anthropic-claude-disruptive-company-pentagon/
    reddit: https://reddit.com/r/singularity/comments/1rqymbn/
- summary: |
    Behemoth TIME profile of Anthropic. Key revelation: 70-90% of code for developing
    future models is now written by Claude. "Recursive self-improvement, in the broadest
    sense, is not a future phenomenon. It is a present phenomenon." Anthropic revenue
    nearly doubled to $20B annualized pace. Enterprise share hit 20% (from 4% a year ago)
    while OpenAI fell from 50% to 27%. Fully automated AI research could be ~1 year away.
- card_type: featured

### Analyzed: M5 Max Benchmarks — First Local LLM Numbers
- decision: INCLUDE
- subreddit: LocalLLaMA
- score: 1784
- urls:
    primary: https://reddit.com/r/LocalLLaMA/comments/1rqnpvj/
    reddit: https://reddit.com/r/LocalLLaMA/comments/1rqnpvj/
- summary: |
    Update: First real M5 Max 128GB benchmarks for local LLMs. Qwen3.5-122B-A10B-4bit:
    881 t/s prompt, 65.9 t/s generation at 4K context (71.9GB peak). Qwen3-Coder-Next-8bit
    also tested. Results via pure mlx_lm stream_generate. Massive excitement in community —
    M5 Max ships today.
- card_type: link

### Analyzed: Nvidia $26B Open-Weight AI Models
- decision: INCLUDE
- subreddit: LocalLLaMA
- score: 495
- urls:
    primary: https://www.wired.com/story/nvidia-investing-26-billion-open-source-models/
    reddit: https://reddit.com/r/LocalLLaMA/comments/1rr4by8/
- summary: |
    Nvidia disclosed $26B investment to build open-weight AI models in SEC filings.
    Largest single commitment to open-weight model development in AI history. Strategy:
    "commoditize your product's complement" — free models keep CUDA as default inference
    target. Transforms Nvidia from infrastructure provider into direct competitor.
- card_type: link

### Analyzed: Nvidia Nemotron 3 Super
- decision: INCLUDE
- subreddit: LocalLLaMA
- score: 348
- urls:
    primary: https://developer.nvidia.com/blog/introducing-nemotron-3-super-an-open-hybrid-mamba-transformer-moe-for-agentic-reasoning/
    reddit: https://reddit.com/r/LocalLLaMA/comments/1rqy3cx/
- summary: |
    120B MoE (12B active), hybrid Mamba-Transformer architecture. 5x throughput vs
    previous Nemotron Super. 1M token context via Mamba-2 layers (linear-time complexity).
    Pretrained on 25T tokens in NVFP4 (Blackwell-optimized). Fully open: weights,
    datasets, recipes. Designed for agentic reasoning. GGUFs already available via Unsloth.
- card_type: link

### Analyzed: llama.cpp Reasoning Budget
- decision: INCLUDE
- subreddit: LocalLLaMA
- score: 166
- urls:
    primary: https://github.com/ggml-org/llama.cpp/commit/acb7c790698fa28a0fbfc0468804926815b94de3
    reddit: https://reddit.com/r/LocalLLaMA/comments/1rr6wqb/
- summary: |
    llama.cpp adds real reasoning budget support via sampler mechanism. Counts thinking
    tokens and forces termination at budget. Includes --reasoning-budget-message to insert
    "budget exceeded, wrap up" message for graceful conclusion. Prevents reasoning models
    from spiraling into 2000-token think loops on simple questions. Early tests show
    it works well with Qwen3.5.
- card_type: compact

### Analyzed: Perplexity Personal Computer
- decision: INCLUDE
- subreddit: singularity
- score: 44
- urls:
    primary: https://9to5mac.com/2026/03/11/perplexitys-personal-computer-is-a-cloud-based-ai-agent-running-on-mac-mini/
    reddit: https://reddit.com/r/singularity/comments/1rr1mwr/
- summary: |
    Always-on AI agent running on Mac mini. Local access to files and apps, AI processing
    on Perplexity servers. Controllable from any device. Announced at Ask 2026 developer
    conference. Perplexity Max subscribers only ($200/mo), waitlist. Claims more secure
    than OpenClaw with action confirmation and audit trail.
- card_type: link

### AI-LLMs Complete
- subreddits_fetched: 4
- candidates_analyzed: 6
- included: 6
- phase: source-1-complete

---

## Source 2: GenAI-Media

### Fetch
- [x] r/StableDiffusion: 24 posts (top/day)
- [x] r/midjourney: 21 posts (top/day) — mostly art showcases, no news
- [x] r/comfyui: 24 posts (top/day)

### Initial Filter
| ID | Subreddit | Title | Decision | Reason |
|----|-----------|-------|----------|--------|
| 1rqy92r | StableDiffusion | Anima Preview 2 posted on HuggingFace | CANDIDATE | ComfyUI's in-house model update, developing topic |
| 1rqtja5 | StableDiffusion | LTX Desktop update: what we shipped | CANDIDATE | Official team update, follow-up to 3/7 coverage |
| 1rr9iwd | StableDiffusion | Last week in Image & Video Generation | SKIP | Roundup post, not primary news |
| 1rrepjh | StableDiffusion | 40s gen time for 10s vid on 5090 | SKIP | Niche custom runtime, low score |
| 1rq3o5u | comfyui | ComfyUI launches App Mode and ComfyHub | SKIP | Already covered 3/10, no significant new info |
| 1rqwlps | comfyui | Image-to-Material Transformation wan2.2 | SKIP | Art technique showcase |
| 1rqyn65 | comfyui | FireRed Image Edit 1.1 | CANDIDATE | New editing model from Xiaohongshu, ComfyUI workflow |
| 1rqxpgb | comfyui | ComfyUI for Image Manipulation tutorial | SKIP | Tutorial, not news |

### Analyzed: Anima Preview 2 (ID: 1rqy92r)
- decision: INCLUDE
- subreddit: StableDiffusion
- score: 178
- urls:
    primary: https://huggingface.co/circlestone-labs/Anima
    civitai: https://civitai.com/models/2458426/anima-official
    reddit: https://reddit.com/r/StableDiffusion/comments/1rqy92r/
- summary: |
    Update: Anima Preview 2 released — ComfyUI/Comfy Org's in-house 2B text-to-image model.
    Key improvements: better natural language comprehension (no more confused tokens),
    more robust to finetuning, longer medium-resolution training for character knowledge,
    regularization dataset preserves non-anime knowledge. Community reports big improvement
    in creativity, steerability, and LoRA retraining. Same resolution limits as Preview 1
    (~1MP). Available on HuggingFace and CivitAI.
- card_type: link

### Analyzed: LTX Desktop Update (ID: 1rqtja5)
- decision: INCLUDE
- subreddit: StableDiffusion
- score: 208
- urls:
    primary: https://ltx.io/ltx-desktop
    github: https://github.com/Lightricks/LTX-Desktop
    reddit: https://reddit.com/r/StableDiffusion/comments/1rqtja5/
- summary: |
    Update: Official status from LTX Desktop team. This week: Linux support and IC-LoRA
    integration. Next week: code cleanup, Claude Code skills for contributor alignment.
    Community's #1 request: lower VRAM (currently needs 32GB). A WanGP-based fork already
    runs at 6GB VRAM. Open source, community PRs being merged. Building on LTX-2.3
    open-weight model.
- card_type: link

### Analyzed: FireRed Image Edit 1.1 (ID: 1rqyn65)
- decision: INCLUDE
- subreddit: comfyui
- score: 35
- urls:
    primary: https://github.com/FireRedTeam/FireRed-Image-Edit
    huggingface: https://huggingface.co/FireRedTeam/FireRed-Image-Edit-1.1
    reddit: https://reddit.com/r/comfyui/comments/1rqyn65/
- summary: |
    Xiaohongshu's open-source image editing model. Based on Qwen Image architecture.
    SOTA identity consistency, 10+ element fusion with Agent-powered auto-cropping,
    comprehensive portrait makeup. Results comparable to closed-source models. 4.5s
    inference at 30GB VRAM. Free ComfyUI workflow available. Quantized model on HuggingFace
    for local use.
- card_type: link

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

---

## Source 3: Apps-Software

### Fetch
- [x] r/macapps: 9 posts (top/day)
- [x] r/selfhosted: 25 posts (top/day)
- [x] r/opensource: 7 posts (top/day)
- [x] r/SideProject: 25 posts (top/day)

### Initial Filter
| ID | Subreddit | Title | Decision | Reason |
|----|-----------|-------|----------|--------|
| 1rr3pzy | macapps | ClipDoc - macOS 26 clipboard manager | CANDIDATE | macOS app, one-time purchase, power user |
| 1rqvv5m | macapps | Waitee - Calendar companion | SKIP | Too simple, just countdown timer |
| 1rr8hj2 | macapps | Apple On-Device OpenAI API | CANDIDATE | Power user tool, Apple Intelligence as API |
| 1rqxc87 | macapps | DriveVault - offline drive cataloging | CANDIDATE | macOS app for creatives, new alternative to CDFinder |
| 1rqynff | macapps | Tidyshot - screenshot organizer | SKIP | Low score, user has CleanShot X + Shottr |
| 1rreti1 | macapps | devPad - slide-out dev panel | CANDIDATE | macOS dev tool, lifetime |
| 1rr6wlj | macapps | Polyglot for Xcode | SKIP | Very niche localization tool |
| 1rqr8yq | selfhosted | Galaxy S10 → Linux server | SKIP | Interesting but Android-specific, user doesn't use |
| 1rr9rcx | opensource | OBS 32.1.0 WebRTC Simulcast | CANDIDATE | Major open-source update, self-hosting benefit |
| Others | selfhosted | Help/discussion posts | SKIP | Not product announcements |
| Others | SideProject | Various side projects | SKIP | Not macOS/self-hosted relevant |

### Analyzed: ClipDoc (ID: 1rr3pzy)
- decision: INCLUDE
- subreddit: macapps
- score: 86
- urls:
    primary: https://apps.apple.com/nl/app/clipdoc/id6759217885?mt=12
    reddit: https://reddit.com/r/macapps/comments/1rr3pzy/
- summary: |
    Clipboard manager built exclusively for macOS 26 (Tahoe). Uses latest APIs for native
    feel. OCR for images, file copy/move from Finder, preview/save/share, drag-as-files.
    Freemium: all features with 50-item limit (free) or unlimited at $2.99 one-time.
    Clean, pixel-perfect UI.
- card_type: link

### Analyzed: Apple On-Device OpenAI API (ID: 1rr8hj2)
- decision: INCLUDE
- subreddit: macapps
- score: 14
- urls:
    primary: https://github.com/gety-ai/apple-on-device-openai
    reddit: https://reddit.com/r/macapps/comments/1rr8hj2/
- summary: |
    SwiftUI app that turns Apple Intelligence into an OpenAI-compatible API server.
    Point any OpenAI client at localhost:11535 — no API key needed, everything on-device.
    Runs as GUI app (not CLI) because Apple rate-limits CLI tools but not foreground apps.
    Streaming responses supported. Free, open source.
- card_type: link

### Analyzed: DriveVault (ID: 1rqxc87)
- decision: INCLUDE
- subreddit: macapps
- score: 15
- urls:
    primary: https://www.drivevault.io/
    appstore: https://apps.apple.com/us/app/drivevault-offline-catalog/id6751731655?mt=12
    reddit: https://reddit.com/r/macapps/comments/1rqxc87/
- summary: |
    Native macOS app for offline hard drive cataloging. Scan once, search forever —
    captures file names, folder structures, metadata, and thumbnail previews. Compare
    drives for backup verification. Tag, rate, and annotate without touching originals.
    Free for first drive, tiered pricing for more. Modern alternative to CDFinder/NeoFinder.
- card_type: compact

### Analyzed: OBS 32.1.0 — WebRTC Simulcast (ID: 1rr9rcx)
- decision: INCLUDE
- subreddit: opensource
- score: 19
- urls:
    primary: https://github.com/obsproject/obs-studio/releases/tag/32.1.0
    reddit: https://reddit.com/r/opensource/comments/1rr9rcx/
- summary: |
    OBS Studio 32.1.0 adds WebRTC Simulcast — encode from source and stream multiple
    quality tiers without server-side transcoding. Cheaper self-hosted streaming, better
    video quality, E2E encryption support. Pairs with broadcast-box for self-hosted
    streaming setup.
- card_type: compact

### Analyzed: devPad (ID: 1rreti1)
- decision: INCLUDE
- subreddit: macapps
- score: 2
- urls:
    primary: https://devpad.app
    reddit: https://reddit.com/r/macapps/comments/1rreti1/
- summary: |
    Slide-out developer panel for macOS. Split browser, code editor, local/cloud AI chat,
    and 14 built-in developer tools (API client, JSON formatter, etc.) in one panel.
    Lifetime license. Reduces context-switching between browser, terminal, and API clients.
- card_type: compact

### Apps-Software Complete
- subreddits_fetched: 4
- candidates_analyzed: 5
- included: 5
- phase: source-3-complete

---

## Final Selection

Total items: 22

### Product Hunt (8 items)

#### PH-1: Cardboard — AI Video Editor
- source: Product Hunt
- card_type: ph
- urls:
    primary: https://www.usecardboard.com
    producthunt: https://www.producthunt.com/products/cardboard-3
- title: Cardboard
- tagline: Agentic video editor — describe edits, AI executes
- description: YC W26-backed agentic video editor. Describe edits in natural language, AI proposes cuts on timeline. Browser-based, multi-track with keyframe animations, shot detection, beat sync, voiceover gen, voice cloning, background removal, multilingual captions. Exports to Premiere/DaVinci/FCP XML.
- votes: 409
- domain: usecardboard.com

#### PH-2: OpenUI by Thesys
- source: Product Hunt
- card_type: ph
- urls:
    primary: https://www.openui.com
    producthunt: https://www.producthunt.com/products/thesys
- title: OpenUI
- tagline: Open standard for Generative UI
- description: LLMs respond with interactive UI components instead of plain text. 67% fewer tokens than JSON, 3x faster rendering, near 0% malformed output. Model-agnostic, framework-agnostic. Open source.
- votes: 287
- domain: openui.com

#### PH-3: Gemini Embedding 2
- source: Product Hunt
- card_type: ph
- urls:
    primary: https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-embedding-2/
    producthunt: https://www.producthunt.com/products/gemini-embedding-2
- title: Gemini Embedding 2
- tagline: Google's first natively multimodal embedding model
- description: Maps text, images, video, audio, and documents into a single 3072-dim embedding space. Native audio embeddings without transcription. 100+ languages. Matryoshka representation learning for flexible dimensions. Public preview via Gemini API.
- votes: 229
- domain: blog.google

#### PH-4: Firecrawl CLI
- source: Product Hunt
- card_type: ph
- urls:
    primary: https://www.firecrawl.dev/skills
    producthunt: https://www.producthunt.com/products/extract-by-firecrawl
- title: Firecrawl CLI
- tagline: Web data toolkit for AI agents
- description: CLI and agent skill for web data access. Scrape, search, crawl, and browse the web with results written to filesystem. 96% web coverage including JS-heavy pages. Works with Claude Code, Codex, OpenCode. 91K GitHub stars.
- votes: 177
- domain: firecrawl.dev

#### PH-5: TADA by Hume AI
- source: Product Hunt
- card_type: ph
- urls:
    primary: https://www.hume.ai/blog/opensource-tada
    producthunt: https://www.producthunt.com/products/hume-2
- title: TADA
- tagline: Open-source TTS with zero hallucinations
- description: 1:1 text-acoustic token alignment. 5x faster than conventional LLM-based TTS. Zero hallucinations by construction. 700s of audio in 2048-token context. 1B English + 3B multilingual models. Designed for on-device deployment.
- votes: 121
- domain: hume.ai

#### PH-6: CodeYam CLI & Memory
- source: Product Hunt
- card_type: ph
- urls:
    primary: https://codeyam.com
    producthunt: https://www.producthunt.com/products/codeyam-cli-memory
- title: CodeYam CLI & Memory
- tagline: Memory management for Claude Code
- description: Background agent reviews coding session transcripts, identifies confusion patterns, and generates targeted Claude Rules with path scoping. Prevents repeated mistakes and stale CLAUDE.md files. Free, local, no login.
- votes: 118
- domain: codeyam.com

#### PH-7: ELVES
- source: Product Hunt
- card_type: ph
- urls:
    primary: https://elves.dev
    producthunt: https://www.producthunt.com/products/no-more-vibe-coding-in-the-blind
- title: ELVES
- tagline: Multi-agent workspace for Claude Code & Codex
- description: Each task in its own git worktree. SQLite-backed memory with relevance decay. Skills and MCP server management via UI. Telemetry dashboards. All local, no cloud. MIT licensed. macOS app.
- votes: 107
- domain: elves.dev

#### PH-8: Typinator 10
- source: Product Hunt
- card_type: ph
- urls:
    primary: https://ergonis.com/en/typinator/
    producthunt: https://www.producthunt.com/products/typinator-10
- title: Typinator 10
- tagline: macOS text expander, now with iOS companion
- description: Major update with new iOS companion app. Multi-device sync (cloud-agnostic). Apple Intelligence integration for creating/translating/optimizing expansions. One-time purchase ($39.99). Privacy-focused.
- votes: 103
- domain: ergonis.com

---

### AI-LLMs (6 items)

#### AI-1: Anthropic Recursive Self-Improvement (TIME Profile)
- source: AI-LLMs
- card_type: featured
- urls:
    primary: https://time.com/article/2026/03/11/anthropic-claude-disruptive-company-pentagon/
- title: 70-90% of Anthropic's Code Now Written by Claude
- description: Behemoth TIME profile reveals recursive self-improvement is "a present phenomenon." Anthropic revenue nearly doubled to $20B annualized. Enterprise share hit 20% (from 4% a year ago) while OpenAI fell from 50% to 27%. Fully automated AI research could be ~1 year away.
- meta: time.com · r/singularity

#### AI-2: M5 Max Benchmarks — First Local LLM Numbers
- source: AI-LLMs
- card_type: link
- urls:
    primary: https://reddit.com/r/LocalLLaMA/comments/1rqnpvj/
- title: Apple M5 Max Ships Today — First LLM Benchmarks
- description: Qwen3.5-122B-A10B 4-bit: 881 t/s prompt processing, 65.9 t/s generation at 4K context on M5 Max 128GB. Massive upgrade for local inference. Community benchmarking in progress.
- meta: r/LocalLLaMA

#### AI-3: Nvidia's $26B Open-Weight AI Commitment
- source: AI-LLMs
- card_type: link
- urls:
    primary: https://www.wired.com/story/nvidia-investing-26-billion-open-source-models/
- title: Nvidia Disclosed $26B Investment in Open-Weight AI Models
- description: Largest single commitment to open-weight model development in AI history. Strategy: commoditize your product's complement — free models keep CUDA as default inference target. Transforms Nvidia into direct model competitor.
- meta: wired.com · r/LocalLLaMA

#### AI-4: Nvidia Nemotron 3 Super
- source: AI-LLMs
- card_type: link
- urls:
    primary: https://developer.nvidia.com/blog/introducing-nemotron-3-super-an-open-hybrid-mamba-transformer-moe-for-agentic-reasoning/
- title: Nemotron 3 Super — 120B MoE Hybrid Mamba-Transformer
- description: 12B active params, 5x throughput vs previous. 1M token context via Mamba-2 linear-time layers. Pretrained on 25T tokens in NVFP4 (Blackwell-optimized). Fully open weights, datasets, and recipes. GGUFs already available.
- meta: developer.nvidia.com · r/LocalLLaMA

#### AI-5: Perplexity Personal Computer
- source: AI-LLMs
- card_type: link
- urls:
    primary: https://9to5mac.com/2026/03/11/perplexitys-personal-computer-is-a-cloud-based-ai-agent-running-on-mac-mini/
- title: Perplexity's "Personal Computer" — Always-On Mac Agent
- description: AI agent running on Mac mini. Local access to files and apps, AI processing on Perplexity servers. Controllable from any device. Perplexity Max subscribers only ($200/mo), waitlist.
- meta: 9to5mac.com · r/singularity

#### AI-6: llama.cpp Reasoning Budget
- source: AI-LLMs
- card_type: compact
- urls:
    primary: https://github.com/ggml-org/llama.cpp/commit/acb7c790698fa28a0fbfc0468804926815b94de3
- title: llama.cpp Adds Reasoning Budget Support
- description: Counts thinking tokens and forces termination at budget. Prevents reasoning models from spiraling into 2000-token think loops on simple questions. Works with --reasoning-budget-message for graceful wrap-up.
- meta: github.com · r/LocalLLaMA

---

### GenAI-Media (3 items)

#### GM-1: Anima Preview 2
- source: GenAI-Media
- card_type: link
- urls:
    primary: https://huggingface.co/circlestone-labs/Anima
- title: Anima Preview 2 — ComfyUI's In-House Model Gets Major Upgrade
- description: 2B text-to-image model from Comfy Org. Preview 2 brings better natural language comprehension, improved finetuning robustness, longer training for character knowledge. Community reports significant improvement in creativity and steerability.
- meta: huggingface.co · r/StableDiffusion

#### GM-2: LTX Desktop Update
- source: GenAI-Media
- card_type: link
- urls:
    primary: https://ltx.io/ltx-desktop
- title: LTX Desktop — Linux Support Coming, Community Fork Hits 6GB VRAM
- description: Update: Official team shipping Linux support and IC-LoRA integration this week. Community's WanGP fork reduces VRAM from 32GB to 6GB. Adding Claude Code skills for contributor alignment. Open source on LTX-2.3.
- meta: ltx.io · r/StableDiffusion

#### GM-3: FireRed Image Edit 1.1
- source: GenAI-Media
- card_type: link
- urls:
    primary: https://github.com/FireRedTeam/FireRed-Image-Edit
- title: FireRed Image Edit 1.1 — Open-Source SOTA Image Editing
- description: Xiaohongshu's editing model based on Qwen Image. SOTA identity consistency, 10+ element fusion, comprehensive portrait makeup. Results rival closed-source models. Free ComfyUI workflow and quantized model on HuggingFace.
- meta: github.com · r/comfyui

---

### Apps-Software (5 items)

#### AS-1: ClipDoc
- source: Apps-Software
- card_type: link
- urls:
    primary: https://apps.apple.com/nl/app/clipdoc/id6759217885?mt=12
- title: ClipDoc — macOS 26 Clipboard Manager
- description: Built exclusively for macOS Tahoe. OCR for images, file copy/move from Finder, preview/save/share, drag-as-files. Freemium: all features with 50-item limit (free) or unlimited at $2.99 one-time.
- meta: apps.apple.com · r/macapps

#### AS-2: Apple On-Device OpenAI API
- source: Apps-Software
- card_type: link
- urls:
    primary: https://github.com/gety-ai/apple-on-device-openai
- title: Apple Intelligence as an OpenAI-Compatible API Server
- description: SwiftUI app turns Apple Intelligence into a local OpenAI-compatible API. Point any client at localhost:11535 — no API key, fully on-device. Streaming supported. GUI app to avoid Apple's CLI rate limits. Free, open source.
- meta: github.com · r/macapps

#### AS-3: DriveVault
- source: Apps-Software
- card_type: compact
- urls:
    primary: https://www.drivevault.io/
- title: DriveVault — Offline Hard Drive Cataloging for macOS
- description: Scan external drives once, search forever. Visual previews, metadata capture, drive comparison for backup verification. Modern alternative to CDFinder/NeoFinder. Free first drive, tiered pricing.
- meta: drivevault.io · r/macapps

#### AS-4: OBS 32.1.0 — WebRTC Simulcast
- source: Apps-Software
- card_type: compact
- urls:
    primary: https://github.com/obsproject/obs-studio/releases/tag/32.1.0
- title: OBS Studio 32.1.0 Adds WebRTC Simulcast
- description: Encode from source, stream multiple quality tiers without server-side transcoding. Cheaper self-hosted streaming, better quality, E2E encryption support.
- meta: github.com · r/opensource

#### AS-5: devPad
- source: Apps-Software
- card_type: compact
- urls:
    primary: https://devpad.app
- title: devPad — Slide-Out Dev Panel for macOS
- description: Split browser, code editor, AI chat, and 14 built-in developer tools in one slide-out panel. Reduces context-switching. Lifetime license.
- meta: devpad.app · r/macapps

---

phase: complete
html_generated: 2026-03-12 04:30 UTC
items_count: 22
links_validated: true (28 OK, 1 false-positive 405 on elves.dev verified via PH, 1 expected 403 on producthunt.com)
permissions_set: true
telegram_sent: true
completion_signaled: true
