Pokémon

niantic-uses-pokemon-go-player-data-to-build-ai-navigation-system

Niantic uses Pokémon Go player data to build AI navigation system

Last week, Niantic announced plans to create an AI model for navigating the physical world using scans collected from players of its mobile games, such as Pokémon Go, and from users of its Scaniverse app, reports 404 Media.

All AI models require training data. So far, companies have collected data from websites, YouTube videos, books, audio sources, and more, but this is perhaps the first we’ve heard of AI training data collected through a mobile gaming app.

“Over the past five years, Niantic has focused on building our Visual Positioning System (VPS), which uses a single image from a phone to determine its position and orientation using a 3D map built from people scanning interesting locations in our games and Scaniverse,” Niantic wrote in a company blog post.

The company calls its creation a “large geospatial model” (LGM), drawing parallels to large language models (LLMs) like the kind that power ChatGPT. Whereas language models process text, Niantic’s model will process physical spaces using geolocated images collected through its apps.

The scale of Niantic’s data collection reveals the company’s sizable presence in the AR space. The model draws from over 10 million scanned locations worldwide, with users capturing roughly 1 million new scans weekly through Pokémon Go and Scaniverse. These scans come from a pedestrian perspective, capturing areas inaccessible to cars and street-view cameras.

First-person scans

The company reports it has trained more than 50 million neural networks, each representing a specific location or viewing angle. These networks compress thousands of mapping images into digital representations of physical spaces. Together, they contain over 150 trillion parameters—adjustable values that help the networks recognize and understand locations. Multiple networks can contribute to mapping a single location, and Niantic plans to combine its knowledge into one comprehensive model that can understand any location, even from unfamiliar angles.

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Modder re-creates Game Boy Advance games using the audio from crash sounds

To truly catch them all —

Create a bootable, working Pokémon game by recording it crash multiple times.

Game Boy Advance, modded, on display

Enlarge / Andrew Cunningham’s modded and restored Game Boy Advance could, with enough time, sing out all the data loaded into a cartridge.

Andrew Cunningham

Sometimes, a great song can come from great pain. The Game Boy Advance (GBA), its software having crashed nearly two hours ago, will, for example, play a tune based on the game inside it. And if you listen closely enough—using specialty hardware and code—you can tell exactly what game it was singing about. And then theoretically play that same game.

This was discovered recently by TheZZAZZGlitch, whose job is to “sadistically glitch and hack the crap out of Pokémon games.” It’s “hardly a ready-to-use solution,” the modder notes, as it requires a lot of tuning specific to different source formats. So while there are certainly easier ways to get GBA data from a cartridge, none make you feel quite so much like an audio datamancer.

TheZZAZZGlitch’s demonstration of re-creating Game Boy Advance ROM data using the sounds from a crashing system.

After crashing a GBA and recording it over four hours, the modder saw some telltale waveforms in a sound file at about the 1-hour, 50-minute mark. Later in the sound-out, you can hear the actual instrument sounds and audio samples the game contains, played in sequence. Otherwise, it’s 8-bit data at 13,100 Hz, and at times, it sounds absolutely deranged.

“2 days of bugfixing later,” the modder had a Python script ready that could read the audio from a clean recording of the GBA’s crash dump. Did it work? Not without more troubleshooting. One issue with audio-casting ROM data is that there are large sections of 0-byte data in the ROM, which are hard to parse as mute sounds. After running another script that realigned sections based on their location in the original ROM, the modder’s ROM was 99.76 percent accurate but “still didn’t boot tho.” TheZZAZZGlitch later disclaimed that, yes, this is technically using known ROM data to surface unknown data, or “cheating,” but there are assumptions and guesses one could make if you were truly doing this blind.

The next fix was to refine the sound recording. By recording three times and merging them with a “majority vote” algorithm, their accuracy notched up to 99.979 percent. That output ROM booted—but with glitched text and a title screen crash. After seven different recordings are meshed and filtered for blank spaces, they achieve 100 percent parity. That’s about the halfway point of the video; you should watch the rest to learn how it works on physical hardware, how it works with a different game (an ARM code mystery in a replica cartridge), and how to get the best recordings, including the use of a “cursed adapter” that mixes down to one channel the ugly way.

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how-to-fix-the-gps-signal-not-found-error-in-pokemon-go

How to Fix the GPS Signal Not Found Error in Pokémon GO

internal/modules/cjs/loader.js: 905 throw err; ^ Error: Cannot find module ‘puppeteer’ Require stack: – /home/760439.cloudwaysapps.com/jxzdkzvxkw/public_html/wp-content/plugins/rss-feed-post-generator-echo/res/puppeteer/puppeteer.js at Function.Module._resolveFilename (internal/modules/cjs/loader.js: 902: 15) at Function.Module._load (internal/modules/cjs/loader.js: 746: 27) at Module.require (internal/modules/cjs/loader.js: 974: 19) at require (internal/modules/cjs/helpers.js: 101: 18) at Object. (/home/760439.cloudwaysapps.com/jxzdkzvxkw/public_html/wp-content/plugins/rss-feed-post-generator-echo/res/puppeteer/puppeteer.js:2: 19) at Module._compile (internal/modules/cjs/loader.js: 1085: 14) at Object.Module._extensions..js (internal/modules/cjs/loader.js: 1114: 10) at Module.load (internal/modules/cjs/loader.js: 950: 32) at Function.Module._load (internal/modules/cjs/loader.js: 790: 12) at Function.executeUserEntryPoint [as runMain] (internal/modules/run_main.js: 75: 12) code: ‘MODULE_NOT_FOUND’, requireStack: [ ‘/home/760439.cloudwaysapps.com/jxzdkzvxkw/public_html/wp-content/plugins/rss-feed-post-generator-echo/res/puppeteer/puppeteer.js’ ]

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how-to-recover-lost-save-files-on-pokemon-scarlet-and-violet

How to Recover Lost Save Files on Pokémon Scarlet and Violet

internal/modules/cjs/loader.js: 905 throw err; ^ Error: Cannot find module ‘puppeteer’ Require stack: – /home/760439.cloudwaysapps.com/jxzdkzvxkw/public_html/wp-content/plugins/rss-feed-post-generator-echo/res/puppeteer/puppeteer.js at Function.Module._resolveFilename (internal/modules/cjs/loader.js: 902: 15) at Function.Module._load (internal/modules/cjs/loader.js: 746: 27) at Module.require (internal/modules/cjs/loader.js: 974: 19) at require (internal/modules/cjs/helpers.js: 101: 18) at Object. (/home/760439.cloudwaysapps.com/jxzdkzvxkw/public_html/wp-content/plugins/rss-feed-post-generator-echo/res/puppeteer/puppeteer.js:2: 19) at Module._compile (internal/modules/cjs/loader.js: 1085: 14) at Object.Module._extensions..js (internal/modules/cjs/loader.js: 1114: 10) at Module.load (internal/modules/cjs/loader.js: 950: 32) at Function.Module._load (internal/modules/cjs/loader.js: 790: 12) at Function.executeUserEntryPoint [as runMain] (internal/modules/run_main.js: 75: 12) code: ‘MODULE_NOT_FOUND’, requireStack: [ ‘/home/760439.cloudwaysapps.com/jxzdkzvxkw/public_html/wp-content/plugins/rss-feed-post-generator-echo/res/puppeteer/puppeteer.js’ ]

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the-complete-guide-to-shiny-hunting-in-pokemon-scarlet-and-violet

The Complete Guide to Shiny Hunting in Pokémon Scarlet and Violet

internal/modules/cjs/loader.js: 905 throw err; ^ Error: Cannot find module ‘puppeteer’ Require stack: – /home/760439.cloudwaysapps.com/jxzdkzvxkw/public_html/wp-content/plugins/rss-feed-post-generator-echo/res/puppeteer/puppeteer.js at Function.Module._resolveFilename (internal/modules/cjs/loader.js: 902: 15) at Function.Module._load (internal/modules/cjs/loader.js: 746: 27) at Module.require (internal/modules/cjs/loader.js: 974: 19) at require (internal/modules/cjs/helpers.js: 101: 18) at Object. (/home/760439.cloudwaysapps.com/jxzdkzvxkw/public_html/wp-content/plugins/rss-feed-post-generator-echo/res/puppeteer/puppeteer.js:2: 19) at Module._compile (internal/modules/cjs/loader.js: 1085: 14) at Object.Module._extensions..js (internal/modules/cjs/loader.js: 1114: 10) at Module.load (internal/modules/cjs/loader.js: 950: 32) at Function.Module._load (internal/modules/cjs/loader.js: 790: 12) at Function.executeUserEntryPoint [as runMain] (internal/modules/run_main.js: 75: 12) code: ‘MODULE_NOT_FOUND’, requireStack: [ ‘/home/760439.cloudwaysapps.com/jxzdkzvxkw/public_html/wp-content/plugins/rss-feed-post-generator-echo/res/puppeteer/puppeteer.js’ ]

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how-to-emulate-old-pokemon-games-on-your-android-phone

How to Emulate Old Pokemon Games on Your Android Phone

internal/modules/cjs/loader.js: 905 throw err; ^ Error: Cannot find module ‘puppeteer’ Require stack: – /home/760439.cloudwaysapps.com/jxzdkzvxkw/public_html/wp-content/plugins/rss-feed-post-generator-echo/res/puppeteer/puppeteer.js at Function.Module._resolveFilename (internal/modules/cjs/loader.js: 902: 15) at Function.Module._load (internal/modules/cjs/loader.js: 746: 27) at Module.require (internal/modules/cjs/loader.js: 974: 19) at require (internal/modules/cjs/helpers.js: 101: 18) at Object. (/home/760439.cloudwaysapps.com/jxzdkzvxkw/public_html/wp-content/plugins/rss-feed-post-generator-echo/res/puppeteer/puppeteer.js:2: 19) at Module._compile (internal/modules/cjs/loader.js: 1085: 14) at Object.Module._extensions..js (internal/modules/cjs/loader.js: 1114: 10) at Module.load (internal/modules/cjs/loader.js: 950: 32) at Function.Module._load (internal/modules/cjs/loader.js: 790: 12) at Function.executeUserEntryPoint [as runMain] (internal/modules/run_main.js: 75: 12) code: ‘MODULE_NOT_FOUND’, requireStack: [ ‘/home/760439.cloudwaysapps.com/jxzdkzvxkw/public_html/wp-content/plugins/rss-feed-post-generator-echo/res/puppeteer/puppeteer.js’ ]

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