The headers and sentence structure feels very Gemini to me. All the content is interesting and the vibe code project is epic (which is why I subscribed), but I'm self realizing that my heavy use of Gemini, Claude, etc. is giving me a stronger intuition for AI content... or you wrote it all and AI script is teaching us sentence structure again... the AI way.
outstanding work Bilawal.
i’ve never looked forward to an OSS repo link this much in my life
Cool Project Bilawal!
Amazing post. Fundamental. Adding ability to open source intelligence on top.
would like some links to the actual product built... any possibility of building threat analysis software to detect global threats? like bio/chem, mechanical (rockets, EMP, drone attacks https://jsis.washington.edu/taiwan/2025/07/22/chinas-growing-emp-arsenal-and-its-threat-to-taiwan/https://blog.skysafe.io/power-grids-under-pressure-outsmarting-drone-threats-on-critical-infrastructure the ability to analyze vulnerabilities and risks), political unrest and civil unrest, high crime areas, floods, disasters, drought etc... The ability to aggregate/fuse ground, sky, sea and space sensor data. Some cool stuff then comes space cloud too https://www.tomshardware.com/tech-industry/artificial-intelligence/self-assembling-data-centers-in-space-are-becoming-reality-as-rendezvous-robotics-partners-with-starcloud-elon-musk-chimes-in-that-spacex-will-be-doing-this
build something to solve this C4ISR software problem https://www.canada.ca/en/department-national-defence/corporate/reports-publications/pan-domain-command-control.html
we built this thing https://www.canada.ca/en/news/archive/2006/04/canadian-navy-acquires-sirius-long-range-infrared-search-track-system.html and this https://ottawacitizen.com/news/national/rcmp-unveils-massive-border-security-project boeing failed horribly https://www.zdnet.com/article/boeing-virtual-fence-30-billion-failure/ and this thing https://ottawacitizen.com/news/national/defence-watch/radarsat-constellation-to-track-ships-provide-surveillance-over-arctic-and-other-regions
I worked with this company they build ground sensors for emission detection https://www.ecosafesense.com/ be cool to fuse/aggregate that data with https://www.ghgsat.com/en/
Or, ground sensors deployed by drones for forest fire hot spots using https://blog.google/feed/firesat-first-satellite-launch/
We helped build this as well http://jsitelecom.com/ and some of this stuff https://www.blackline.ca/
as it all starts to get aggregated/fused together... ground, sky,sea, space
The headers and sentence structure feels very Gemini to me. All the content is interesting and the vibe code project is epic (which is why I subscribed), but I'm self realizing that my heavy use of Gemini, Claude, etc. is giving me a stronger intuition for AI content... or you wrote it all and AI script is teaching us sentence structure again... the AI way.