Kinetik_Rick

The DePIN trust problem in one sentence: Anyone can fake a weather station, a dashcam, or a drone on a laptop. GETKINETIK is the independent bureau that stops it — hardware-attested Genesis Score (0–1000) for every node. No token. No equity in graded networks. Bureau live → getkinetik.app/bureau Verify a proof → getkinetik.app/verify Partner webhook → getkinetik.app/api/docs

WeatherXM public read: 288 cells over designed capacity on the open cells API. We only publish what the endpoint returns — networks decide what to do with it. getkinetik.app/audits.html

9 exact (lat,lng) duplicate groups — methodology + station names in report. github.com/Ricolax310/Get… Optional later this week (not today): verify-device tweet from latest-posts.md.

Geodnet weekly: exact duplicate coordinate pairs 10 → 9 on the public station list (~19.7k stations). Registry teams — full table in report. getkinetik.app/audits.html

we're anchoring getkinetik's daily machine heartbeats directly on solana. the biggest threat to decentralized ai and agentic datasets right now is data poisoning from sybil emulator farms spoofing physical devices (mapping, weather, telemetry). we're building the open-source, neutral hardware-signing primitive to verify node authenticity. would love to show you how we're using solana memo program to secure the physical layer for depin/ai.

time to flood @nemild and team with more applications

excited to announce our builders program for @ycombinator founders building on @solana. many startups in W26 and P26 have already gotten started fun facts: - some of the biggest companies on solana came out of yc - some of the fastest growing startups in yc were built on solana

@Giveth our @Giveth campaign is live, but to unlock donor rewards (GIVbacks) we need community vouches on @DeVouch. if you believe in building a neutral, open-source trust layer to secure #DePIN networks from fraud and emulators, please take 30 seconds to sign a vouch for us here: devouch.xyz/project/giveth…

getkinetik is officially live on @Giveth. to remain a truly neutral trust layer for #DePIN, we: - will never launch a token - will never take equity in the networks we grade this is why we're raising non-dilutive funding as a pure public good. if you believe #DePIN needs independent, hardware-level verification to prevent sybil farms, support us here: giveth.io/project/getkin…

For autonomy to scale, spatial intelligence has to be cryptographically secure. A single spoofed or virtualized RTK station corrupts the dataset, turning that sub-centimeter precision into a major physical liability. This is why independent, hardware-signed device attestation is mandatory for the DePIN layer. Real machines in real locations.

Precise Location + AI = Spatial Ingelligence @GEODNET enbles Spatial Intelligence to be scaled like never before Great example from @DroneDeploy --- machines knowing what is buried below them. Precise geospatial data collected, interpreted, and shared in real-time is the future of Autonomy.

@NodleNetwork @KyleSamani @borderlesscap tagging a few people who track DePIN infrastructure closely and might find the methodology useful — @VangelisAndr @kylesamani

we offered @NodleNetwork a first look before publishing. no response, so here it is. the methodology is open, the report is public, and if anyone on the team wants to run this against a larger dataset, dm is open. cc @kylesamani @tushar_jain @BorderlessCap

bluetooth mesh networks need real phones in real locations. we audited a sample of @NodleNetwork telemetry against four physical-layer heuristics. 38.5% of nodes flagged as cloned android emulator farms. thread:

tagging a few people who track DePIN infrastructure closely and might find the methodology useful — @VangelisAndr @kylesamani

Behavioral heuristics are easily reversed and bypassed by custom Android ROMs or Kotlin injection. Real security requires cryptographic TEE hardware enclaves (Proof of Origin) checked at registration. Full Report: github.com/Ricolax310/Get…

@NodleNetwork Mobile DePIN networks are highly profitable targets for emulator farms. If you can inject mock Bluetooth beacon discovery logs into a virtual phone, you can simulate walking around a city to farm tokens. We analyzed contributor telemetry against 4 BLE heuristics: 🧵

instead of chasing cat-and-mouse anti-cheat scripts, @dawninternet and @andrenawireless can verify physical device integrity. our webhook lets you check if a validator node is locked to a real secure enclave (tee), stopping headless chrome profiles instantly. cc @kylesamani @TusharJain_ @BorderlessCap — DMs open if anyone wants to run this on their dataset.

the full audit data and mock database anomalies are hosted on github and the getkinetik bureau. on this small pilot sample alone, the points leakage is about 12,500 daily points. report: github.com/Ricolax310/Get… dashboard: getkinetik.app/audits.html

bandwidth networks are highly accessible, but browser extension validators are a magnet for headless scripts.audited a sample of @dawninternet telemetry check-ins against four basic network heuristics.found that 45.5% of the sampled nodes are highly likely automated vm proxy farms. #DePIN #Solanaa thread on the data:

@mikeahorton @GEODNET @mikeahorton Just published the full, independent Sybil risk report on Geodnet's live telemetry (19.6k stations checked). The exact-coordinate duplicates (like Delft) and 5 cases of twin stations sharing both names and coords are documented here: github.com/Ricolax310/Get…

Makes sense on the 100m rule — so those clusters likely aren't earning anyway. The sharper finding is the exact-coordinate duplicates: 6 stations at literally the same point (51.986433, 4.385757) near Delft, all named ****0DLF*. Same coordinate, same name pattern — that's a registration issue, not a proximity one. Worth a closer look?

@GEODNET Ran an independent public-data scan on the @GEODNET coverage_stations endpoint. 10 groups of stations share exact coordinates — including 6 stations at one point near Delft with the same name pattern. Built this as a free signal for the network. @mikeahorton — happy to share privately before posting anything.