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# ![@ElbaSatGuy Avatar](https://lunarcrush.com/gi/w:26/cr:twitter::1476972802666381320.png) @ElbaSatGuy Mike

Mike posts on X about earthquake, python, realtime, constellation the most. They currently have [-----] followers and [---] posts still getting attention that total [---] engagements in the last [--] hours.

### Engagements: [---] [#](/creator/twitter::1476972802666381320/interactions)
![Engagements Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::1476972802666381320/c:line/m:interactions.svg)

- [--] Week [------] +166%
- [--] Month [-------] -96%
- [--] Months [----------] +80,807%
- [--] Year [----------] +314,021%

### Mentions: [--] [#](/creator/twitter::1476972802666381320/posts_active)
![Mentions Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::1476972802666381320/c:line/m:posts_active.svg)

- [--] Week [--] +75%
- [--] Month [--] +163%
- [--] Months [--] +51%
- [--] Year [--] +94%

### Followers: [-----] [#](/creator/twitter::1476972802666381320/followers)
![Followers Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::1476972802666381320/c:line/m:followers.svg)

- [--] Week [-----] +0.46%
- [--] Month [-----] +1.50%
- [--] Months [-----] +17%
- [--] Year [-----] +184%

### CreatorRank: [---------] [#](/creator/twitter::1476972802666381320/influencer_rank)
![CreatorRank Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::1476972802666381320/c:line/m:influencer_rank.svg)

### Social Influence

**Social category influence**
[countries](/list/countries)  6% [luxury brands](/list/luxury-brands)  1% [technology brands](/list/technology-brands)  1% [stocks](/list/stocks)  1% [finance](/list/finance)  1%

**Social topic influence**
[earthquake](/topic/earthquake) 4%, [python](/topic/python) 3%, [realtime](/topic/realtime) 3%, [constellation](/topic/constellation) 3%, [japan](/topic/japan) 3%, [based](/topic/based) 2%, [llm](/topic/llm) 2%, [gpu](/topic/gpu) 2%, [inference](/topic/inference) 2%, [cloud](/topic/cloud) 1%

**Top accounts mentioned or mentioned by**
[@thebaldgeek](/creator/undefined) [@cemaxecuter](/creator/undefined) [@commanderkrill](/creator/undefined) [@kitsbites](/creator/undefined) [@aboveweston](/creator/undefined) [@wispayr](/creator/undefined) [@streamlit](/creator/undefined) [@ollama](/creator/undefined) [@rocketron101](/creator/undefined) [@ingenuity95](/creator/undefined) [@mariyasha888](/creator/undefined) [@devnulling](/creator/undefined) [@aboveportishead](/creator/undefined) [@muccc](/creator/undefined) [@adsbcr](/creator/undefined) [@nodered](/creator/undefined) [@simonw](/creator/undefined) [@realberthayes](/creator/undefined) [@airframesio](/creator/undefined) [@avgeekmason](/creator/undefined)

**Top assets mentioned**
[Pixels (PIXEL)](/topic/pixels)
### Top Social Posts
Top posts by engagements in the last [--] hours

"hey @Kitsbites I put together a combination word cloud + AIS vessel map word cloud is helpful for high-activity vessels / locations will add hover for vessel details and maybe a filter for 'noise' words. short demo video #AIS #maritime #wordcloud #maps"  
[X Link](https://x.com/ElbaSatGuy/status/2022306117976494351)  2026-02-13T13:45Z [----] followers, [---] engagements


"@cemaxecuter @thebaldgeek iridium-sniffer built w/o Vulkan I'll run my Iridium test IQ file thru it tonite"  
[X Link](https://x.com/ElbaSatGuy/status/2023201517013217718)  2026-02-16T01:03Z [----] followers, [---] engagements


"@cemaxecuter @thebaldgeek Ok I got a 66% success rate based on a cf32 IQ file containing about 35k records"  
[X Link](https://x.com/ElbaSatGuy/status/2023257691141840956)  2026-02-16T04:46Z [----] followers, [--] engagements


"my Iridium ACARS feed as a desktop wordcloud app - @thebaldgeek floated the idea last week - maybe an active wallpaper adding my VDL2 feed to the mix next"  
[X Link](https://x.com/anyuser/status/2020676746031542432)  2026-02-09T01:50Z [----] followers, [---] engagements


"had me at "infinite terrain" Finished the main part of the infinite terrain I had in mind ๐Ÿž Added: - Tree streaming - Transparent character view through objects - Wind flow lines - Seamless border scaling Project: https://t.co/66VCOC7w0E Repo: https://t.co/JCnZyurefh #r3f #threejs #webgl #shaders https://t.co/ygVeMlkesn Finished the main part of the infinite terrain I had in mind ๐Ÿž Added: - Tree streaming - Transparent character view through objects - Wind flow lines - Seamless border scaling Project: https://t.co/66VCOC7w0E Repo: https://t.co/JCnZyurefh #r3f #threejs #webgl #shaders"  
[X Link](https://x.com/ElbaSatGuy/status/2020808469373157477)  2026-02-09T10:34Z [----] followers, [---] engagements


"AIS wordcloud and vessel tracker now displays trails for vessels underway"  
[X Link](https://x.com/anyuser/status/2022362403766440213)  2026-02-13T17:29Z [----] followers, [---] engagements


"@cemaxecuter has done a great job on his iridium-sniffer so here's the next step in the pipeline. I am moving the Python iridium-parser into C and it's delivering valid parsed data to the reassembler IQ iridium-sniffer iridium-parser http://reassembler.py http://reassembler.py"  
[X Link](https://x.com/anyuser/status/2023387355139203384)  2026-02-16T13:21Z [----] followers, [---] engagements


"@wispayr @cemaxecuter which model and are you training/fine-tuning it"  
[X Link](https://x.com/ElbaSatGuy/status/1838598577200758927)  2024-09-24T15:17Z [---] followers, [--] engagements


"@cemaxecuter trampolines would be a disappointment if they didn't fly. glad you're ok"  
[X Link](https://x.com/ElbaSatGuy/status/1839610164128669820)  2024-09-27T10:16Z [---] followers, [--] engagements


"@AbovePortishead @muccc well not really "hard". you're just adding in the SDR essentials and various iridium dependencies to a plain vanilla Ubuntu. on the Windows side you add a USB shim so WSL can talk to your SDR device"  
[X Link](https://x.com/ElbaSatGuy/status/1842242931232555510)  2024-10-04T16:38Z [---] followers, [--] engagements


"@thebaldgeek @adsbcr @NodeRED Costa Rica would be a good iridium ACARS feed site - fill in Central America on the map"  
[X Link](https://x.com/ElbaSatGuy/status/1842953650194530515)  2024-10-06T15:42Z [---] followers, [---] engagements


"@thebaldgeek what's the beamwidth of your dish ( 3dB for example )"  
[X Link](https://x.com/ElbaSatGuy/status/1852696238979715361)  2024-11-02T12:56Z [---] followers, [--] engagements


"@simonw "Sunday Acid Church Dance" sounded. interesting"  
[X Link](https://x.com/ElbaSatGuy/status/1853202759723442457)  2024-11-03T22:29Z [---] followers, [---] engagements


"mobile Iridium and mobile VDL2 from Belleville Kansas tonite using the #rtlsdr patch antenna and #Airspy R2 #avgeek #ACARS #iridium"  
[X Link](https://x.com/ElbaSatGuy/status/1853211623013442037)  2024-11-03T23:04Z [---] followers, [---] engagements


"@rocketron101 yeah @thebaldgeek mentioned just the other day you were coming online. what type antenna"  
[X Link](https://x.com/ElbaSatGuy/status/1853547070428508656)  2024-11-04T21:17Z [---] followers, [--] engagements


"@rocketron101 you can look at this table which explains the values displayed by the iridium-extractor running in realtime. in particular columns [--] [--] and [--]. https://github.com/muccc/gr-iridiumtab=readme-ov-file#interactive-output https://github.com/muccc/gr-iridiumtab=readme-ov-file#interactive-output"  
[X Link](https://x.com/ElbaSatGuy/status/1858115876127453406)  2024-11-17T11:52Z [---] followers, [--] engagements


"@Ingenuity95 @cemaxecuter relieves desktop graphics dependency so that could be helpful in a server use-case. light weight speed"  
[X Link](https://x.com/ElbaSatGuy/status/1861385712580383012)  2024-11-26T12:25Z [---] followers, [--] engagements


"@Ingenuity95 @cemaxecuter . still need an intermediary to write the framebuffer to stdout - or wherever - and reassemble the fb pixels to an image format ()"  
[X Link](https://x.com/ElbaSatGuy/status/1861387406223544536)  2024-11-26T12:31Z [---] followers, [--] engagements


"@thebaldgeek @realberthayes @AirframesIO I've often wondered that. Same for iridium feeds"  
[X Link](https://x.com/ElbaSatGuy/status/1864151947088916753)  2024-12-04T03:37Z [---] followers, [--] engagements


"using Streamlit to run Python in the browser - I thought it might be fun to see how well it could handle the FFT load. here's some AIS traffic (Port of New Orleans) . 3d waterfall 192k samples/sec from my Airspy HF+"  
[X Link](https://x.com/ElbaSatGuy/status/1864156668335927653)  2024-12-04T03:55Z [---] followers, [---] engagements


"@thebaldgeek what do you think of using this OCR output that identifies tail numbers as a query string against your database I'd like to feed it video from an airport and do things in real-time as planes arrive/depart"  
[X Link](https://x.com/ElbaSatGuy/status/1872115815254024418)  2024-12-26T03:02Z [---] followers, [----] engagements


"@avgeekmason @thebaldgeek for example here is an image of a Gulfstream from you page. first we look for text then we test for tail number. the results can be saved"  
[X Link](https://x.com/ElbaSatGuy/status/1872215206279180775)  2024-12-26T09:37Z [---] followers, [--] engagements


"trying out some object detection on the Pearl Harbor Memorial - overhead imagery"  
[X Link](https://x.com/ElbaSatGuy/status/1872237944230289680)  2024-12-26T11:08Z [---] followers, [--] engagements


"@usacomp2k3 @thebaldgeek how are the images stored"  
[X Link](https://x.com/ElbaSatGuy/status/1872299037338288504)  2024-12-26T15:10Z [---] followers, [--] engagements


"@Kitsbites @thebaldgeek @wispayr @vcdgf555 so you're suggesting the site engine locates the airframe based on current info in the database or the user submits location when submitting the photo want to be sure i'm reading you right"  
[X Link](https://x.com/ElbaSatGuy/status/1872299898210820414)  2024-12-26T15:14Z [---] followers, [--] engagements


"@thebaldgeek @bizjetsofwar and from the new Bulgaria feeder. nice"  
[X Link](https://x.com/ElbaSatGuy/status/1873912265474531563)  2024-12-31T02:01Z [---] followers, [--] engagements


"as @thebaldgeek mentioned Friday nite I've been building a LLM interface to his site. Ben kindly provided a 48-hour snapshot of data and now the query feature is working; here is a sample of a ICAO lookup. stay tuned #ACARS #avgeek #LLM #AI #VDL #iridium"  
[X Link](https://x.com/ElbaSatGuy/status/1879329727657427227)  2025-01-15T00:48Z [---] followers, [----] engagements


"@MojaveSpotter i love that sound"  
[X Link](https://x.com/ElbaSatGuy/status/1879341818183287161)  2025-01-15T01:36Z [---] followers, [--] engagements


"@Kitsbites here is a cropped/processed clip from your DJI video. the clay is visible but undetected. might be a fun challenge to train a model for this purpose"  
[X Link](https://x.com/ElbaSatGuy/status/1898016661057229063)  2025-03-07T14:23Z [---] followers, [--] engagements


"I just installed the new #gemma3 LLM model using #Ollama . gemma3:4b is the smallest that provides vision so I gave it a pic and asked it to "describe" #LLMs #AI"  
[X Link](https://x.com/ElbaSatGuy/status/1901012569600774154)  2025-03-15T20:48Z [---] followers, [---] engagements


"#CUDA-based FFT visualizer is running pretty well now. Streaming IQ from my #Airspy R2 #SDR centered on 100MHz FM broadcast [--] MHz sample rate. #FFT size = 256K. Also shown is #GPU performance according to nvtop"  
[X Link](https://x.com/ElbaSatGuy/status/1915513804517237035)  2025-04-24T21:10Z [---] followers, [--] engagements


"Performing video scene analysis using @streamlit @ollama for the #LLM API and @ultralytics YOLO object detection all local. Next step is to sharpen the LLM prompt based on the detection results"  
[X Link](https://x.com/ElbaSatGuy/status/1929543726218518987)  2025-06-02T14:20Z [---] followers, [----] engagements


"@Kitsbites @cemaxecuter I had limited conversation with @MariyaSha888 recently about CUDA and building ML stack on Windows/WSL so I could likely make it useful to Win users as well. Beginner-level stuff a good start Input appreciated"  
[X Link](https://x.com/ElbaSatGuy/status/1933501080916140268)  2025-06-13T12:25Z [---] followers, [--] engagements


"@chris_dalke and if you're truly successful you get to spend 5% of your workday doing what you thought you'd spend 100% of your workday doing"  
[X Link](https://x.com/ElbaSatGuy/status/1940591474670031204)  2025-07-03T02:00Z [---] followers, [--] engagements


"@giammaiot2 @thebaldgeek good task for the AI"  
[X Link](https://x.com/ElbaSatGuy/status/1940774296638706016)  2025-07-03T14:07Z [---] followers, [--] engagements


"Most benchmarks test what models know. I asked: How does a model think about its own memory That's where it gets interesting"  
[X Link](https://x.com/ElbaSatGuy/status/1942428653444317422)  2025-07-08T03:40Z [---] followers, [--] engagements


"Then we calculate the BS Delta the gap between what a model thinks it can do and what the average model actually does. Big gap = ๐Ÿšฉ"  
[X Link](https://x.com/ElbaSatGuy/status/1942429032965882250)  2025-07-08T03:42Z [---] followers, [--] engagements


"@alex_prompter screen shot of a typical chat session to show you the GUI. this was a session with Qwen2.5:7b. note its references to past discussions. memory in action. I can share a screenshot of the analysis tool GUI separately. @streamlit @ollama #AI #LLM"  
[X Link](https://x.com/ElbaSatGuy/status/1942549471058862542)  2025-07-08T11:40Z [---] followers, [--] engagements


"few examples of a #Streamlit GUI on #Ollama. the app populates the model selector with every model installed locally via #Ollama. I have several variants of this running - basic LLM chat RAG/LLM chat persistent memory 'stateful' models vision model GUI video_vision model_LLM. and the memory version works well with vision models - it recalls images it's seen before. #Ollama is a solid foundation. Happy to help others set up for their own use"  
[X Link](https://x.com/ElbaSatGuy/status/1943116554591175052)  2025-07-10T01:14Z [---] followers, [----] engagements


"My approach is a ChromaDB-powered memory system that stores and recalls previous chat exchanges using semantic embeddings. The setup uses the Ollama API to generate embeddings of conversations stores them in ChromaDB with metadata (topics timestamps importance scores) then retrieves relevant past conversations for context injection into new chats. This gives all installed models persistent memory across sessions instead of starting fresh each time. I'm having weeks-long series of chats with no degradation in model recall"  
[X Link](https://x.com/ElbaSatGuy/status/1945880901839114768)  2025-07-17T16:18Z [---] followers, [--] engagements


"๐Ÿง  What if AIs could think together Here's a glimpse into my Collective AI experiment where large language models & vision models collaborate to form shared understanding. ๐Ÿ‘‡ A thread:"  
[X Link](https://x.com/ElbaSatGuy/status/1946068435936346551)  2025-07-18T04:44Z [---] followers, [---] engagements


"7/14 What emerges: โœ… Cross-modal consensus โœ… Semantic negotiation โœ… Reflective agent behaviors โœ… Visualization of conceptual drift"  
[X Link](https://x.com/ElbaSatGuy/status/1946068446707425721)  2025-07-18T04:44Z [---] followers, [--] engagements


"8/14 This isnt just a curiosity. It lays the foundation for: AI teams with shared goals Modular cognitive systems Reflective AI architectures Transparent collective reasoning"  
[X Link](https://x.com/ElbaSatGuy/status/1946068448020169050)  2025-07-18T04:44Z [---] followers, [--] engagements


"built using @streamlit @ollama #ChromaDB #Python"  
[X Link](https://x.com/ElbaSatGuy/status/1946076186875985981)  2025-07-18T05:14Z [---] followers, [---] engagements


"#RadarScope app running on Windows [--] - it's cross-platform by default. depending on your ADS-B and/or ACARS source apps you may need a Python 'helper' utility to map data to the RadarScope input. the details of your setup will define how it ingests your data - it's flexible"  
[X Link](https://x.com/ElbaSatGuy/status/1946541441590726875)  2025-07-19T12:03Z [---] followers, [----] engagements


"@cemaxecuter funny you mention the API option. I'm looking at ways to avoid a local Ollama or llama.cpp install by transacting to the Gemini API via the command line - I know CLI option is also available from the other cloud providers"  
[X Link](https://x.com/ElbaSatGuy/status/1947293770178859075)  2025-07-21T13:53Z [---] followers, [---] engagements


"@devnulling absolutely. you'll need Ollama installed and a few python libraries. it's cross-platform"  
[X Link](https://x.com/ElbaSatGuy/status/1948502392779252162)  2025-07-24T21:55Z [---] followers, [--] engagements


"@devnulling bonus: new version includes a 3D visualization tool which aids in understanding the model's behavior. it's my attempt to develop a framework to describe what happens in the LLM 'black box' when it has stateful memory"  
[X Link](https://x.com/ElbaSatGuy/status/1948540735818453312)  2025-07-25T00:28Z [---] followers, [--] engagements


"Giving a text-only #LLM "eyes" using a vision model. Inference results are sent via WebSocket to the LLM in real time. Input can be from camera file or stream. Next: bi-directional control so the LLM can direct the vision source. #AI #LLM #ComputerVision #MachineLearning"  
[X Link](https://x.com/ElbaSatGuy/status/1951642695903912038)  2025-08-02T13:54Z [---] followers, [---] engagements


"@ngxson I took some liberties with your html webcam demo and it's now a LLM front-end"  
[X Link](https://x.com/ElbaSatGuy/status/1951644634435743989)  2025-08-02T14:01Z [---] followers, [---] engagements


"this is the non-stateful version of the Claude [---] LLM. no persistent memory. I'll add the code this weekend to stream the vision prompt to the stateful version and the LLM will have memory to recall details. this opens a few doors"  
[X Link](https://x.com/ElbaSatGuy/status/1951645554510897417)  2025-08-02T14:05Z [---] followers, [---] engagements


"NEW: Voice comms Semantic Search ๐ŸŽ™๐Ÿ›ซ Just built a working prototype that: Transcribes ATC voice comms using whisper.cpp Parses + embeds the transcript - this will be combined with ADS-B and VDL2 data for increased context. Runs local semantic search via Ollama Ask natural language questions like Is this an American flight Fully offline fast and accurate. Screenshot #avgeek #AI #whispercpp #RAG #LLM"  
[X Link](https://x.com/ElbaSatGuy/status/1952927069035229589)  2025-08-06T02:57Z [---] followers, [----] engagements


"Follow-up ๐Ÿงต Heres how it works: Upload .wav from your audio source whisper.cpp transcribes voice to text Text is parsed + embedded via Ollama Local semantic search indexes the comms Ask natural queries get results More coming soon. #AI #LLM #avgeek"  
[X Link](https://x.com/ElbaSatGuy/status/1952928026502566194)  2025-08-06T03:01Z [---] followers, [---] engagements


"@hiravaero Streamlit"  
[X Link](https://x.com/ElbaSatGuy/status/1952934012973912512)  2025-08-06T03:25Z [---] followers, [--] engagements


"Pre-release Airspace Visualizer is now on GitHub ADS-B + VDL2 + AI assistant. - LInux (Windows w/minor tweaks) - Real-time aircraft display - Semantic RAG + chat - Geospatial overlays - Built for local data feeds ๐Ÿ”— Early rough and ready for you to tinker. โœˆ https://github.com/mebrown47/airspace-visualizer https://github.com/mebrown47/airspace-visualizer https://github.com/mebrown47/airspace-visualizer https://github.com/mebrown47/airspace-visualizer"  
[X Link](https://x.com/ElbaSatGuy/status/1954713549277999428)  2025-08-11T01:16Z [----] followers, 22.1K engagements


"Several users asked if the AI back end is required - no it is not. The app works without the back end or its dependencies installed. If you wish to use the AI Assistant feature you'll need to install Ollama and two models: a text-embedding model and a chat model. the embedding model ingests your received data and creates a "vector store" for search and retrieval. the chat model - use any model you like - will be your interactive chat partner. You'll need to download and run the ai_server.py script to activate the feature and then you can transact with the AI model via the bottom frame in the"  
[X Link](https://x.com/ElbaSatGuy/status/1954896199368015964)  2025-08-11T13:22Z [----] followers, [---] engagements


"A basic stateful LLM chat app gives your AI model "memory" - allows it to recall content from previous conversations - which improves usability. git clone #LLM #AI #ollama #streamlit #chatbot https://github.com/mebrown47/stateful-ai-chat https://github.com/mebrown47/stateful-ai-chat"  
[X Link](https://x.com/ElbaSatGuy/status/1955951130560635374)  2025-08-14T11:14Z [----] followers, [---] engagements


"How does AI remember our chats Think of ChromaDB as the AI's brain notebook: ๐Ÿ“ Every conversation gets written down ๐Ÿ” When you ask something new it flips through past pages ๐Ÿ’ก Finds relevant memories: "Oh we talked about this before" ๐ŸŽฏ Uses that context to give better more personal responses No cloud needed - it's all stored locally. Your conversations stay private while the AI gets smarter about YOUR specific needs and interests. #AI #LocalAI #Privacy #ChromaDB"  
[X Link](https://x.com/ElbaSatGuy/status/1955964933058789873)  2025-08-14T12:09Z [---] followers, [---] engagements


"I have my stateful AI models describing their memory space as a map - which can be fascinating as their memory store grows and they reassess. Might be fun to use the map description as a prompt for Seele and "see" their memory map. Seele is invite-only now or free via invite codes RT + your wildest game idea (anywhere even under your favorite meme) and tag @SEELE_AI1125 SEELE will turn it into a full 3D game and youll get a free invite code. Gen your dreams with SEELE today: https://t.co/JwAto2cwAm Seele is invite-only now or free via invite codes RT + your wildest game idea (anywhere even"  
[X Link](https://x.com/ElbaSatGuy/status/1956000655543243197)  2025-08-14T14:31Z [---] followers, [---] engagements


"This is kinda cool. Added capability for the Airspace Visualizer to display various satellite constellations. Starlink Iridium GNSS/GPS anything for which you can acquire the TLE data. Here's a Starlink snapshot"  
[X Link](https://x.com/ElbaSatGuy/status/1957426940815810633)  2025-08-18T12:58Z [----] followers, 20.1K engagements


"Airspace Visualizer update I added some code to the AI_server module to make satellite data available. Sample query:"  
[X Link](https://x.com/ElbaSatGuy/status/1957436095823515869)  2025-08-18T13:35Z [----] followers, [---] engagements


"@Commander_Krill thanks playing with a satellite-only version of the 2D scope display. what do you think"  
[X Link](https://x.com/ElbaSatGuy/status/1957624855903232063)  2025-08-19T02:05Z [----] followers, [---] engagements


"@Commander_Krill the original app was for ADS-B and ACARS/VDL-2. I put this satellite version together earlier today to test plotting sat ground tracks on the original 2D display. there may be sufficient interest to have a satellite version as well as the original aircraft version"  
[X Link](https://x.com/ElbaSatGuy/status/1957626374803378242)  2025-08-19T02:11Z [----] followers, [---] engagements


"@Commander_Krill note that none of the sat features are implemented in the version saved to the GitHub repo"  
[X Link](https://x.com/ElbaSatGuy/status/1957626935804354742)  2025-08-19T02:13Z [----] followers, [--] engagements


"@Commander_Krill the visualizer app is written in html to achieve cross-platform use. the data is fed to the html app via a Python app that ingests the ADS-B and/or VDL2 data and creates a HTTP endpoint for the html app to connect to. Supports Linux/Windows"  
[X Link](https://x.com/ElbaSatGuy/status/1957630641006117167)  2025-08-19T02:28Z [----] followers, [--] engagements


"@Commander_Krill Understood the browser is lightweight and straightforward. I have v2 in the works using Streamlit and ThreeJS"  
[X Link](https://x.com/ElbaSatGuy/status/1957631058519757125)  2025-08-19T02:29Z [----] followers, [--] engagements


"Airspace/Space Visualizer v2 is coming along nicely - robust Streamlit framework - 2D/3D graphics (via ThreeJS) - data analytics dashboard - AI chatbot (Ollama local API) - multimode ADS-B/ACARS/VDL2/satellite - easier setup & config #avgeek #Ollama #Streamlit #satellite #AI"  
[X Link](https://x.com/ElbaSatGuy/status/1957788872026247214)  2025-08-19T12:56Z [----] followers, [----] engagements


"@Commander_Krill i like purpose-built apps and this is a synthesis of my interest areas"  
[X Link](https://x.com/ElbaSatGuy/status/1957871636511879557)  2025-08-19T18:25Z [----] followers, [--] engagements


"the lighter version was spun up today - so no it isn't on GitHub. the weakness in the current repo version is the lack of documentation; I released it early and that was a mistake. the early release was intended for users who are comfortable using the linux command line and multiple terminal sessions - adding packages editing files setting paths etc. the architecture is not complicated but the setup can be a pain. bit of a learning curve for some"  
[X Link](https://x.com/ElbaSatGuy/status/1962679570060001289)  2025-09-02T00:50Z [----] followers, [---] engagements


"@EV_Trapper design intent includes the vintage look - some of us like old stuff"  
[X Link](https://x.com/ElbaSatGuy/status/1962712476342014261)  2025-09-02T03:01Z [----] followers, [--] engagements


"@thebaldgeek @ginger_hax @ChatGPTapp I'll drop this msg into my ACARS RAG/LLM and compare results"  
[X Link](https://x.com/ElbaSatGuy/status/1964008835309277510)  2025-09-05T16:52Z [----] followers, [--] engagements


"@Kitsbites @corenmhr late to the party. what are we trying to do"  
[X Link](https://x.com/ElbaSatGuy/status/1964682578797171193)  2025-09-07T13:30Z [----] followers, [--] engagements


"๐Ÿ›ฉ Translate ACARS messages to plain English using local AI - this is a prototype. ๐Ÿ“ก RF Iridium toolkit Python LLM Text [--] sec of live aircraft data being decoded as it happens (Iridium ACARS shown) Will try additional modes. #avgeek #iridium #acars"  
[X Link](https://x.com/ElbaSatGuy/status/1969735221118714153)  2025-09-21T12:07Z [----] followers, [----] engagements


"@Commander_Krill voice traffic is interesting. last month @wispayr mentioned we could transcribe and then infer on the resulting text. i cobbled together a demo using whisper.cpp and some archived recordings from LiveATC as input. worked well so live radio as LLM input is a possibility"  
[X Link](https://x.com/ElbaSatGuy/status/1969935602511757578)  2025-09-22T01:23Z [----] followers, [--] engagements


"@Brushbeater @cemaxecuter great timing I just now got some python running to utilize GPU (via CUDA) for object detection tracking and trajectory prediction :-)"  
[X Link](https://x.com/ElbaSatGuy/status/1890005997814730988)  2025-02-13T11:51Z [---] followers, [--] engagements


"@cemaxecuter @Kitsbites @MariyaSha888 got some hardware specifics"  
[X Link](https://x.com/ElbaSatGuy/status/1933544421666271483)  2025-06-13T15:18Z [----] followers, [--] engagements


"@Kitsbites now all I have to do is search thru hundreds of Python scripts and find the TLE/orbit stuff"  
[X Link](https://x.com/ElbaSatGuy/status/1990947392078688765)  2025-11-19T00:57Z [----] followers, [--] engagements


"Now to add more sat constellations. What You're Seeing: - SGP4 orbital mechanics for actual trajectories - Polar orbits at [--] inclination - [--] Iridium satellites in [--] orbital planes - Updates every [--] seconds with fresh TLE propagation"  
[X Link](https://x.com/ElbaSatGuy/status/1990958608008315063)  2025-11-19T01:41Z [----] followers, [---] engagements


"@BrianRoemmele so if LLMs systematically downgrade ideas outside the "training-data prestige hierarchy" they become active enforcers of consensus reality rather than truth-seeking tools. high-D attractor at scale"  
[X Link](https://x.com/ElbaSatGuy/status/1991721144173604958)  2025-11-21T04:11Z [----] followers, [----] engagements


"have Iridium Starlink GNSS/GPS. weather sats included. others If it has a NORAD id we can add a fetch for the TLE"  
[X Link](https://x.com/ElbaSatGuy/status/1992366353253380575)  2025-11-22T22:55Z [----] followers, [---] engagements


"@Commander_Krill adding a CUBESAT constellation - will have the comm lines to show local visibility"  
[X Link](https://x.com/ElbaSatGuy/status/1992589894519267661)  2025-11-23T13:43Z [----] followers, [--] engagements


"@Commander_Krill it's pulling the TLE data and calculating the sat positions so now we'll add the constellation to the visualizer"  
[X Link](https://x.com/ElbaSatGuy/status/1992592201009053904)  2025-11-23T13:52Z [----] followers, [--] engagements


"@Commander_Krill it was a good suggestion and motivated me to add the 'new constellation' feature. here's a short clip showing the addition of CubeSat data and then speeding up to show satellite motion"  
[X Link](https://x.com/ElbaSatGuy/status/1992650104109486362)  2025-11-23T17:43Z [----] followers, [--] engagements


"@Commander_Krill I'll update the HUD viewport feature to provide the look-angle to a selected satellite from your user location"  
[X Link](https://x.com/ElbaSatGuy/status/1992650877090554185)  2025-11-23T17:46Z [----] followers, [--] engagements


"@Commander_Krill I just added the code to display vessels from current AIS data and also activated the Iridium layer. I'll add some live aircraft next. the current globe surface is from NASA Blue Marble dataset. it looks pretty but for mapping (and zoom in/out) I can switch it to MapBox"  
[X Link](https://x.com/ElbaSatGuy/status/1992769549075104150)  2025-11-24T01:37Z [----] followers, [---] engagements


"added live ADS-B (global) to the visualizer. click on an aircraft and the tactical viewport pops up with flight details"  
[X Link](https://x.com/ElbaSatGuy/status/1994416762369024055)  2025-11-28T14:43Z [----] followers, [----] engagements


"@avri1082781 yes the math runs locally with periodic TLE refresh"  
[X Link](https://x.com/ElbaSatGuy/status/1994952838838137081)  2025-11-30T02:13Z [----] followers, [--] engagements


"@Commander_Krill ha yeah the 'Vessel' id is synthetic data for test"  
[X Link](https://x.com/ElbaSatGuy/status/1995183314957922450)  2025-11-30T17:29Z [----] followers, [--] engagements


"just hanging around Antarctica looking at radiosonde data @AboveWeston"  
[X Link](https://x.com/ElbaSatGuy/status/1998196145131323410)  2025-12-09T01:01Z [----] followers, [---] engagements


"ok this is getting fun. let's add an earthquake event layer as well. here's the global view and then a detailed view of today's Japan quake. details in the HUD when the marker is clicked. added a brief video clip"  
[X Link](https://x.com/ElbaSatGuy/status/1998203923870654484)  2025-12-09T01:31Z [----] followers, [----] engagements


"Added smooth rotation and enhanced effects to the earthquake visualizer. #threejs is my friend. Click event globe rotates. Same M7.6 Japan quake from yesterday. quake count is up to [---] by passing the USGS API a new request - super easy Python code to pull the data"  
[X Link](https://x.com/ElbaSatGuy/status/1998386506130497538)  2025-12-09T13:37Z [----] followers, [----] engagements


"@AboveWeston by "close by" do you mean near the user lat/lon or a specific target location"  
[X Link](https://x.com/ElbaSatGuy/status/1998408543330849108)  2025-12-09T15:05Z [----] followers, [--] engagements


"@keendisregard work-in-progress version of radiosonde tracker. radiosondes with predicted landings can be clicked - when clicked it opens a Mapbox frame and shows the chaser the trajectory and predicted landing location"  
[X Link](https://x.com/ElbaSatGuy/status/1999619546395841013)  2025-12-12T23:17Z [----] followers, [--] engagements


"Update to my @threejs Earthquake Visualizer - added dark surface texture and improved the HUD viewport content. Voice control soon - "show magnitude [--] to 6" or "hide Pacific Rim" or "show small earthquakes". will drop a short video #threejs #visualizer #USGS #earthquake"  
[X Link](https://x.com/anyuser/status/2003618921778413607)  2025-12-24T00:09Z [----] followers, [---] engagements


"RT @CJHandmer: Currently making a streamable version of this available online. Uploading at [--] GB/hour from two different connections. So"  
[X Link](https://x.com/ElbaSatGuy/status/2012195964807680011)  2026-01-16T16:11Z [----] followers, [--] engagements


"Building a new Visualizer - we'll use info borrowed from the #Airspy server network page and then overlay RF propagation - such as WSPR or SpaceWeather - and add a LLM to make a chat-style interface capable of inference using that data. #airspy #SDR #RF"  
[X Link](https://x.com/ElbaSatGuy/status/2015441485936648648)  2026-01-25T15:07Z [----] followers, [----] engagements


"Visualizer now shows active Spyserver nodes arcs based on WSPR and incorporates Kp index from SpaceWX - enough for a very basic inference run. Sample inference from minimal dataset and small model. It works - time to add depth and detail"  
[X Link](https://x.com/ElbaSatGuy/status/2015515395394830479)  2026-01-25T20:01Z [----] followers, [---] engagements


"We spent [--] years complaining about #Clippy. Now we've given it root access and thousands of friends via #MoltBook"  
[X Link](https://x.com/anyuser/status/2017566907499532629)  2026-01-31T11:53Z [----] followers, [---] engagements


"BREAKING: Strong preliminary M6.2 earthquake hits Honshu Japan https://t.co/bLXzUxT1Il BREAKING: Strong preliminary M6.2 earthquake hits Honshu Japan https://t.co/bLXzUxT1Il"  
[X Link](https://x.com/anyuser/status/2008357834530988381)  2026-01-06T01:59Z [----] followers, [---] engagements


"Now let's add some WSPR-based paths"  
[X Link](https://x.com/ElbaSatGuy/status/2015461742394884464)  2026-01-25T16:28Z [----] followers, [---] engagements

Limited data mode. Full metrics available with subscription: lunarcrush.com/pricing

@ElbaSatGuy Avatar @ElbaSatGuy Mike

Mike posts on X about earthquake, python, realtime, constellation the most. They currently have [-----] followers and [---] posts still getting attention that total [---] engagements in the last [--] hours.

Engagements: [---] #

Engagements Line Chart

  • [--] Week [------] +166%
  • [--] Month [-------] -96%
  • [--] Months [----------] +80,807%
  • [--] Year [----------] +314,021%

Mentions: [--] #

Mentions Line Chart

  • [--] Week [--] +75%
  • [--] Month [--] +163%
  • [--] Months [--] +51%
  • [--] Year [--] +94%

Followers: [-----] #

Followers Line Chart

  • [--] Week [-----] +0.46%
  • [--] Month [-----] +1.50%
  • [--] Months [-----] +17%
  • [--] Year [-----] +184%

CreatorRank: [---------] #

CreatorRank Line Chart

Social Influence

Social category influence countries 6% luxury brands 1% technology brands 1% stocks 1% finance 1%

Social topic influence earthquake 4%, python 3%, realtime 3%, constellation 3%, japan 3%, based 2%, llm 2%, gpu 2%, inference 2%, cloud 1%

Top accounts mentioned or mentioned by @thebaldgeek @cemaxecuter @commanderkrill @kitsbites @aboveweston @wispayr @streamlit @ollama @rocketron101 @ingenuity95 @mariyasha888 @devnulling @aboveportishead @muccc @adsbcr @nodered @simonw @realberthayes @airframesio @avgeekmason

Top assets mentioned Pixels (PIXEL)

Top Social Posts

Top posts by engagements in the last [--] hours

"hey @Kitsbites I put together a combination word cloud + AIS vessel map word cloud is helpful for high-activity vessels / locations will add hover for vessel details and maybe a filter for 'noise' words. short demo video #AIS #maritime #wordcloud #maps"
X Link 2026-02-13T13:45Z [----] followers, [---] engagements

"@cemaxecuter @thebaldgeek iridium-sniffer built w/o Vulkan I'll run my Iridium test IQ file thru it tonite"
X Link 2026-02-16T01:03Z [----] followers, [---] engagements

"@cemaxecuter @thebaldgeek Ok I got a 66% success rate based on a cf32 IQ file containing about 35k records"
X Link 2026-02-16T04:46Z [----] followers, [--] engagements

"my Iridium ACARS feed as a desktop wordcloud app - @thebaldgeek floated the idea last week - maybe an active wallpaper adding my VDL2 feed to the mix next"
X Link 2026-02-09T01:50Z [----] followers, [---] engagements

"had me at "infinite terrain" Finished the main part of the infinite terrain I had in mind ๐Ÿž Added: - Tree streaming - Transparent character view through objects - Wind flow lines - Seamless border scaling Project: https://t.co/66VCOC7w0E Repo: https://t.co/JCnZyurefh #r3f #threejs #webgl #shaders https://t.co/ygVeMlkesn Finished the main part of the infinite terrain I had in mind ๐Ÿž Added: - Tree streaming - Transparent character view through objects - Wind flow lines - Seamless border scaling Project: https://t.co/66VCOC7w0E Repo: https://t.co/JCnZyurefh #r3f #threejs #webgl #shaders"
X Link 2026-02-09T10:34Z [----] followers, [---] engagements

"AIS wordcloud and vessel tracker now displays trails for vessels underway"
X Link 2026-02-13T17:29Z [----] followers, [---] engagements

"@cemaxecuter has done a great job on his iridium-sniffer so here's the next step in the pipeline. I am moving the Python iridium-parser into C and it's delivering valid parsed data to the reassembler IQ iridium-sniffer iridium-parser http://reassembler.py http://reassembler.py"
X Link 2026-02-16T13:21Z [----] followers, [---] engagements

"@wispayr @cemaxecuter which model and are you training/fine-tuning it"
X Link 2024-09-24T15:17Z [---] followers, [--] engagements

"@cemaxecuter trampolines would be a disappointment if they didn't fly. glad you're ok"
X Link 2024-09-27T10:16Z [---] followers, [--] engagements

"@AbovePortishead @muccc well not really "hard". you're just adding in the SDR essentials and various iridium dependencies to a plain vanilla Ubuntu. on the Windows side you add a USB shim so WSL can talk to your SDR device"
X Link 2024-10-04T16:38Z [---] followers, [--] engagements

"@thebaldgeek @adsbcr @NodeRED Costa Rica would be a good iridium ACARS feed site - fill in Central America on the map"
X Link 2024-10-06T15:42Z [---] followers, [---] engagements

"@thebaldgeek what's the beamwidth of your dish ( 3dB for example )"
X Link 2024-11-02T12:56Z [---] followers, [--] engagements

"@simonw "Sunday Acid Church Dance" sounded. interesting"
X Link 2024-11-03T22:29Z [---] followers, [---] engagements

"mobile Iridium and mobile VDL2 from Belleville Kansas tonite using the #rtlsdr patch antenna and #Airspy R2 #avgeek #ACARS #iridium"
X Link 2024-11-03T23:04Z [---] followers, [---] engagements

"@rocketron101 yeah @thebaldgeek mentioned just the other day you were coming online. what type antenna"
X Link 2024-11-04T21:17Z [---] followers, [--] engagements

"@rocketron101 you can look at this table which explains the values displayed by the iridium-extractor running in realtime. in particular columns [--] [--] and [--]. https://github.com/muccc/gr-iridiumtab=readme-ov-file#interactive-output https://github.com/muccc/gr-iridiumtab=readme-ov-file#interactive-output"
X Link 2024-11-17T11:52Z [---] followers, [--] engagements

"@Ingenuity95 @cemaxecuter relieves desktop graphics dependency so that could be helpful in a server use-case. light weight speed"
X Link 2024-11-26T12:25Z [---] followers, [--] engagements

"@Ingenuity95 @cemaxecuter . still need an intermediary to write the framebuffer to stdout - or wherever - and reassemble the fb pixels to an image format ()"
X Link 2024-11-26T12:31Z [---] followers, [--] engagements

"@thebaldgeek @realberthayes @AirframesIO I've often wondered that. Same for iridium feeds"
X Link 2024-12-04T03:37Z [---] followers, [--] engagements

"using Streamlit to run Python in the browser - I thought it might be fun to see how well it could handle the FFT load. here's some AIS traffic (Port of New Orleans) . 3d waterfall 192k samples/sec from my Airspy HF+"
X Link 2024-12-04T03:55Z [---] followers, [---] engagements

"@thebaldgeek what do you think of using this OCR output that identifies tail numbers as a query string against your database I'd like to feed it video from an airport and do things in real-time as planes arrive/depart"
X Link 2024-12-26T03:02Z [---] followers, [----] engagements

"@avgeekmason @thebaldgeek for example here is an image of a Gulfstream from you page. first we look for text then we test for tail number. the results can be saved"
X Link 2024-12-26T09:37Z [---] followers, [--] engagements

"trying out some object detection on the Pearl Harbor Memorial - overhead imagery"
X Link 2024-12-26T11:08Z [---] followers, [--] engagements

"@usacomp2k3 @thebaldgeek how are the images stored"
X Link 2024-12-26T15:10Z [---] followers, [--] engagements

"@Kitsbites @thebaldgeek @wispayr @vcdgf555 so you're suggesting the site engine locates the airframe based on current info in the database or the user submits location when submitting the photo want to be sure i'm reading you right"
X Link 2024-12-26T15:14Z [---] followers, [--] engagements

"@thebaldgeek @bizjetsofwar and from the new Bulgaria feeder. nice"
X Link 2024-12-31T02:01Z [---] followers, [--] engagements

"as @thebaldgeek mentioned Friday nite I've been building a LLM interface to his site. Ben kindly provided a 48-hour snapshot of data and now the query feature is working; here is a sample of a ICAO lookup. stay tuned #ACARS #avgeek #LLM #AI #VDL #iridium"
X Link 2025-01-15T00:48Z [---] followers, [----] engagements

"@MojaveSpotter i love that sound"
X Link 2025-01-15T01:36Z [---] followers, [--] engagements

"@Kitsbites here is a cropped/processed clip from your DJI video. the clay is visible but undetected. might be a fun challenge to train a model for this purpose"
X Link 2025-03-07T14:23Z [---] followers, [--] engagements

"I just installed the new #gemma3 LLM model using #Ollama . gemma3:4b is the smallest that provides vision so I gave it a pic and asked it to "describe" #LLMs #AI"
X Link 2025-03-15T20:48Z [---] followers, [---] engagements

"#CUDA-based FFT visualizer is running pretty well now. Streaming IQ from my #Airspy R2 #SDR centered on 100MHz FM broadcast [--] MHz sample rate. #FFT size = 256K. Also shown is #GPU performance according to nvtop"
X Link 2025-04-24T21:10Z [---] followers, [--] engagements

"Performing video scene analysis using @streamlit @ollama for the #LLM API and @ultralytics YOLO object detection all local. Next step is to sharpen the LLM prompt based on the detection results"
X Link 2025-06-02T14:20Z [---] followers, [----] engagements

"@Kitsbites @cemaxecuter I had limited conversation with @MariyaSha888 recently about CUDA and building ML stack on Windows/WSL so I could likely make it useful to Win users as well. Beginner-level stuff a good start Input appreciated"
X Link 2025-06-13T12:25Z [---] followers, [--] engagements

"@chris_dalke and if you're truly successful you get to spend 5% of your workday doing what you thought you'd spend 100% of your workday doing"
X Link 2025-07-03T02:00Z [---] followers, [--] engagements

"@giammaiot2 @thebaldgeek good task for the AI"
X Link 2025-07-03T14:07Z [---] followers, [--] engagements

"Most benchmarks test what models know. I asked: How does a model think about its own memory That's where it gets interesting"
X Link 2025-07-08T03:40Z [---] followers, [--] engagements

"Then we calculate the BS Delta the gap between what a model thinks it can do and what the average model actually does. Big gap = ๐Ÿšฉ"
X Link 2025-07-08T03:42Z [---] followers, [--] engagements

"@alex_prompter screen shot of a typical chat session to show you the GUI. this was a session with Qwen2.5:7b. note its references to past discussions. memory in action. I can share a screenshot of the analysis tool GUI separately. @streamlit @ollama #AI #LLM"
X Link 2025-07-08T11:40Z [---] followers, [--] engagements

"few examples of a #Streamlit GUI on #Ollama. the app populates the model selector with every model installed locally via #Ollama. I have several variants of this running - basic LLM chat RAG/LLM chat persistent memory 'stateful' models vision model GUI video_vision model_LLM. and the memory version works well with vision models - it recalls images it's seen before. #Ollama is a solid foundation. Happy to help others set up for their own use"
X Link 2025-07-10T01:14Z [---] followers, [----] engagements

"My approach is a ChromaDB-powered memory system that stores and recalls previous chat exchanges using semantic embeddings. The setup uses the Ollama API to generate embeddings of conversations stores them in ChromaDB with metadata (topics timestamps importance scores) then retrieves relevant past conversations for context injection into new chats. This gives all installed models persistent memory across sessions instead of starting fresh each time. I'm having weeks-long series of chats with no degradation in model recall"
X Link 2025-07-17T16:18Z [---] followers, [--] engagements

"๐Ÿง  What if AIs could think together Here's a glimpse into my Collective AI experiment where large language models & vision models collaborate to form shared understanding. ๐Ÿ‘‡ A thread:"
X Link 2025-07-18T04:44Z [---] followers, [---] engagements

"7/14 What emerges: โœ… Cross-modal consensus โœ… Semantic negotiation โœ… Reflective agent behaviors โœ… Visualization of conceptual drift"
X Link 2025-07-18T04:44Z [---] followers, [--] engagements

"8/14 This isnt just a curiosity. It lays the foundation for: AI teams with shared goals Modular cognitive systems Reflective AI architectures Transparent collective reasoning"
X Link 2025-07-18T04:44Z [---] followers, [--] engagements

"built using @streamlit @ollama #ChromaDB #Python"
X Link 2025-07-18T05:14Z [---] followers, [---] engagements

"#RadarScope app running on Windows [--] - it's cross-platform by default. depending on your ADS-B and/or ACARS source apps you may need a Python 'helper' utility to map data to the RadarScope input. the details of your setup will define how it ingests your data - it's flexible"
X Link 2025-07-19T12:03Z [---] followers, [----] engagements

"@cemaxecuter funny you mention the API option. I'm looking at ways to avoid a local Ollama or llama.cpp install by transacting to the Gemini API via the command line - I know CLI option is also available from the other cloud providers"
X Link 2025-07-21T13:53Z [---] followers, [---] engagements

"@devnulling absolutely. you'll need Ollama installed and a few python libraries. it's cross-platform"
X Link 2025-07-24T21:55Z [---] followers, [--] engagements

"@devnulling bonus: new version includes a 3D visualization tool which aids in understanding the model's behavior. it's my attempt to develop a framework to describe what happens in the LLM 'black box' when it has stateful memory"
X Link 2025-07-25T00:28Z [---] followers, [--] engagements

"Giving a text-only #LLM "eyes" using a vision model. Inference results are sent via WebSocket to the LLM in real time. Input can be from camera file or stream. Next: bi-directional control so the LLM can direct the vision source. #AI #LLM #ComputerVision #MachineLearning"
X Link 2025-08-02T13:54Z [---] followers, [---] engagements

"@ngxson I took some liberties with your html webcam demo and it's now a LLM front-end"
X Link 2025-08-02T14:01Z [---] followers, [---] engagements

"this is the non-stateful version of the Claude [---] LLM. no persistent memory. I'll add the code this weekend to stream the vision prompt to the stateful version and the LLM will have memory to recall details. this opens a few doors"
X Link 2025-08-02T14:05Z [---] followers, [---] engagements

"NEW: Voice comms Semantic Search ๐ŸŽ™๐Ÿ›ซ Just built a working prototype that: Transcribes ATC voice comms using whisper.cpp Parses + embeds the transcript - this will be combined with ADS-B and VDL2 data for increased context. Runs local semantic search via Ollama Ask natural language questions like Is this an American flight Fully offline fast and accurate. Screenshot #avgeek #AI #whispercpp #RAG #LLM"
X Link 2025-08-06T02:57Z [---] followers, [----] engagements

"Follow-up ๐Ÿงต Heres how it works: Upload .wav from your audio source whisper.cpp transcribes voice to text Text is parsed + embedded via Ollama Local semantic search indexes the comms Ask natural queries get results More coming soon. #AI #LLM #avgeek"
X Link 2025-08-06T03:01Z [---] followers, [---] engagements

"@hiravaero Streamlit"
X Link 2025-08-06T03:25Z [---] followers, [--] engagements

"Pre-release Airspace Visualizer is now on GitHub ADS-B + VDL2 + AI assistant. - LInux (Windows w/minor tweaks) - Real-time aircraft display - Semantic RAG + chat - Geospatial overlays - Built for local data feeds ๐Ÿ”— Early rough and ready for you to tinker. โœˆ https://github.com/mebrown47/airspace-visualizer https://github.com/mebrown47/airspace-visualizer https://github.com/mebrown47/airspace-visualizer https://github.com/mebrown47/airspace-visualizer"
X Link 2025-08-11T01:16Z [----] followers, 22.1K engagements

"Several users asked if the AI back end is required - no it is not. The app works without the back end or its dependencies installed. If you wish to use the AI Assistant feature you'll need to install Ollama and two models: a text-embedding model and a chat model. the embedding model ingests your received data and creates a "vector store" for search and retrieval. the chat model - use any model you like - will be your interactive chat partner. You'll need to download and run the ai_server.py script to activate the feature and then you can transact with the AI model via the bottom frame in the"
X Link 2025-08-11T13:22Z [----] followers, [---] engagements

"A basic stateful LLM chat app gives your AI model "memory" - allows it to recall content from previous conversations - which improves usability. git clone #LLM #AI #ollama #streamlit #chatbot https://github.com/mebrown47/stateful-ai-chat https://github.com/mebrown47/stateful-ai-chat"
X Link 2025-08-14T11:14Z [----] followers, [---] engagements

"How does AI remember our chats Think of ChromaDB as the AI's brain notebook: ๐Ÿ“ Every conversation gets written down ๐Ÿ” When you ask something new it flips through past pages ๐Ÿ’ก Finds relevant memories: "Oh we talked about this before" ๐ŸŽฏ Uses that context to give better more personal responses No cloud needed - it's all stored locally. Your conversations stay private while the AI gets smarter about YOUR specific needs and interests. #AI #LocalAI #Privacy #ChromaDB"
X Link 2025-08-14T12:09Z [---] followers, [---] engagements

"I have my stateful AI models describing their memory space as a map - which can be fascinating as their memory store grows and they reassess. Might be fun to use the map description as a prompt for Seele and "see" their memory map. Seele is invite-only now or free via invite codes RT + your wildest game idea (anywhere even under your favorite meme) and tag @SEELE_AI1125 SEELE will turn it into a full 3D game and youll get a free invite code. Gen your dreams with SEELE today: https://t.co/JwAto2cwAm Seele is invite-only now or free via invite codes RT + your wildest game idea (anywhere even"
X Link 2025-08-14T14:31Z [---] followers, [---] engagements

"This is kinda cool. Added capability for the Airspace Visualizer to display various satellite constellations. Starlink Iridium GNSS/GPS anything for which you can acquire the TLE data. Here's a Starlink snapshot"
X Link 2025-08-18T12:58Z [----] followers, 20.1K engagements

"Airspace Visualizer update I added some code to the AI_server module to make satellite data available. Sample query:"
X Link 2025-08-18T13:35Z [----] followers, [---] engagements

"@Commander_Krill thanks playing with a satellite-only version of the 2D scope display. what do you think"
X Link 2025-08-19T02:05Z [----] followers, [---] engagements

"@Commander_Krill the original app was for ADS-B and ACARS/VDL-2. I put this satellite version together earlier today to test plotting sat ground tracks on the original 2D display. there may be sufficient interest to have a satellite version as well as the original aircraft version"
X Link 2025-08-19T02:11Z [----] followers, [---] engagements

"@Commander_Krill note that none of the sat features are implemented in the version saved to the GitHub repo"
X Link 2025-08-19T02:13Z [----] followers, [--] engagements

"@Commander_Krill the visualizer app is written in html to achieve cross-platform use. the data is fed to the html app via a Python app that ingests the ADS-B and/or VDL2 data and creates a HTTP endpoint for the html app to connect to. Supports Linux/Windows"
X Link 2025-08-19T02:28Z [----] followers, [--] engagements

"@Commander_Krill Understood the browser is lightweight and straightforward. I have v2 in the works using Streamlit and ThreeJS"
X Link 2025-08-19T02:29Z [----] followers, [--] engagements

"Airspace/Space Visualizer v2 is coming along nicely - robust Streamlit framework - 2D/3D graphics (via ThreeJS) - data analytics dashboard - AI chatbot (Ollama local API) - multimode ADS-B/ACARS/VDL2/satellite - easier setup & config #avgeek #Ollama #Streamlit #satellite #AI"
X Link 2025-08-19T12:56Z [----] followers, [----] engagements

"@Commander_Krill i like purpose-built apps and this is a synthesis of my interest areas"
X Link 2025-08-19T18:25Z [----] followers, [--] engagements

"the lighter version was spun up today - so no it isn't on GitHub. the weakness in the current repo version is the lack of documentation; I released it early and that was a mistake. the early release was intended for users who are comfortable using the linux command line and multiple terminal sessions - adding packages editing files setting paths etc. the architecture is not complicated but the setup can be a pain. bit of a learning curve for some"
X Link 2025-09-02T00:50Z [----] followers, [---] engagements

"@EV_Trapper design intent includes the vintage look - some of us like old stuff"
X Link 2025-09-02T03:01Z [----] followers, [--] engagements

"@thebaldgeek @ginger_hax @ChatGPTapp I'll drop this msg into my ACARS RAG/LLM and compare results"
X Link 2025-09-05T16:52Z [----] followers, [--] engagements

"@Kitsbites @corenmhr late to the party. what are we trying to do"
X Link 2025-09-07T13:30Z [----] followers, [--] engagements

"๐Ÿ›ฉ Translate ACARS messages to plain English using local AI - this is a prototype. ๐Ÿ“ก RF Iridium toolkit Python LLM Text [--] sec of live aircraft data being decoded as it happens (Iridium ACARS shown) Will try additional modes. #avgeek #iridium #acars"
X Link 2025-09-21T12:07Z [----] followers, [----] engagements

"@Commander_Krill voice traffic is interesting. last month @wispayr mentioned we could transcribe and then infer on the resulting text. i cobbled together a demo using whisper.cpp and some archived recordings from LiveATC as input. worked well so live radio as LLM input is a possibility"
X Link 2025-09-22T01:23Z [----] followers, [--] engagements

"@Brushbeater @cemaxecuter great timing I just now got some python running to utilize GPU (via CUDA) for object detection tracking and trajectory prediction :-)"
X Link 2025-02-13T11:51Z [---] followers, [--] engagements

"@cemaxecuter @Kitsbites @MariyaSha888 got some hardware specifics"
X Link 2025-06-13T15:18Z [----] followers, [--] engagements

"@Kitsbites now all I have to do is search thru hundreds of Python scripts and find the TLE/orbit stuff"
X Link 2025-11-19T00:57Z [----] followers, [--] engagements

"Now to add more sat constellations. What You're Seeing: - SGP4 orbital mechanics for actual trajectories - Polar orbits at [--] inclination - [--] Iridium satellites in [--] orbital planes - Updates every [--] seconds with fresh TLE propagation"
X Link 2025-11-19T01:41Z [----] followers, [---] engagements

"@BrianRoemmele so if LLMs systematically downgrade ideas outside the "training-data prestige hierarchy" they become active enforcers of consensus reality rather than truth-seeking tools. high-D attractor at scale"
X Link 2025-11-21T04:11Z [----] followers, [----] engagements

"have Iridium Starlink GNSS/GPS. weather sats included. others If it has a NORAD id we can add a fetch for the TLE"
X Link 2025-11-22T22:55Z [----] followers, [---] engagements

"@Commander_Krill adding a CUBESAT constellation - will have the comm lines to show local visibility"
X Link 2025-11-23T13:43Z [----] followers, [--] engagements

"@Commander_Krill it's pulling the TLE data and calculating the sat positions so now we'll add the constellation to the visualizer"
X Link 2025-11-23T13:52Z [----] followers, [--] engagements

"@Commander_Krill it was a good suggestion and motivated me to add the 'new constellation' feature. here's a short clip showing the addition of CubeSat data and then speeding up to show satellite motion"
X Link 2025-11-23T17:43Z [----] followers, [--] engagements

"@Commander_Krill I'll update the HUD viewport feature to provide the look-angle to a selected satellite from your user location"
X Link 2025-11-23T17:46Z [----] followers, [--] engagements

"@Commander_Krill I just added the code to display vessels from current AIS data and also activated the Iridium layer. I'll add some live aircraft next. the current globe surface is from NASA Blue Marble dataset. it looks pretty but for mapping (and zoom in/out) I can switch it to MapBox"
X Link 2025-11-24T01:37Z [----] followers, [---] engagements

"added live ADS-B (global) to the visualizer. click on an aircraft and the tactical viewport pops up with flight details"
X Link 2025-11-28T14:43Z [----] followers, [----] engagements

"@avri1082781 yes the math runs locally with periodic TLE refresh"
X Link 2025-11-30T02:13Z [----] followers, [--] engagements

"@Commander_Krill ha yeah the 'Vessel' id is synthetic data for test"
X Link 2025-11-30T17:29Z [----] followers, [--] engagements

"just hanging around Antarctica looking at radiosonde data @AboveWeston"
X Link 2025-12-09T01:01Z [----] followers, [---] engagements

"ok this is getting fun. let's add an earthquake event layer as well. here's the global view and then a detailed view of today's Japan quake. details in the HUD when the marker is clicked. added a brief video clip"
X Link 2025-12-09T01:31Z [----] followers, [----] engagements

"Added smooth rotation and enhanced effects to the earthquake visualizer. #threejs is my friend. Click event globe rotates. Same M7.6 Japan quake from yesterday. quake count is up to [---] by passing the USGS API a new request - super easy Python code to pull the data"
X Link 2025-12-09T13:37Z [----] followers, [----] engagements

"@AboveWeston by "close by" do you mean near the user lat/lon or a specific target location"
X Link 2025-12-09T15:05Z [----] followers, [--] engagements

"@keendisregard work-in-progress version of radiosonde tracker. radiosondes with predicted landings can be clicked - when clicked it opens a Mapbox frame and shows the chaser the trajectory and predicted landing location"
X Link 2025-12-12T23:17Z [----] followers, [--] engagements

"Update to my @threejs Earthquake Visualizer - added dark surface texture and improved the HUD viewport content. Voice control soon - "show magnitude [--] to 6" or "hide Pacific Rim" or "show small earthquakes". will drop a short video #threejs #visualizer #USGS #earthquake"
X Link 2025-12-24T00:09Z [----] followers, [---] engagements

"RT @CJHandmer: Currently making a streamable version of this available online. Uploading at [--] GB/hour from two different connections. So"
X Link 2026-01-16T16:11Z [----] followers, [--] engagements

"Building a new Visualizer - we'll use info borrowed from the #Airspy server network page and then overlay RF propagation - such as WSPR or SpaceWeather - and add a LLM to make a chat-style interface capable of inference using that data. #airspy #SDR #RF"
X Link 2026-01-25T15:07Z [----] followers, [----] engagements

"Visualizer now shows active Spyserver nodes arcs based on WSPR and incorporates Kp index from SpaceWX - enough for a very basic inference run. Sample inference from minimal dataset and small model. It works - time to add depth and detail"
X Link 2026-01-25T20:01Z [----] followers, [---] engagements

"We spent [--] years complaining about #Clippy. Now we've given it root access and thousands of friends via #MoltBook"
X Link 2026-01-31T11:53Z [----] followers, [---] engagements

"BREAKING: Strong preliminary M6.2 earthquake hits Honshu Japan https://t.co/bLXzUxT1Il BREAKING: Strong preliminary M6.2 earthquake hits Honshu Japan https://t.co/bLXzUxT1Il"
X Link 2026-01-06T01:59Z [----] followers, [---] engagements

"Now let's add some WSPR-based paths"
X Link 2026-01-25T16:28Z [----] followers, [---] engagements

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@ElbaSatGuy
/creator/twitter::ElbaSatGuy