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NINO KIRKWOOD LABS

Built at Meta Global AI Developer Hackathon · Oct 26, 2026 · Remote

Demo video · lnkd.in/…

VUKA-ARISE REFLEX + SEEN 19 FIXED + SEEN V0.0 LIVE RDP + SIGN + IRON V0.0.3 Problem: RDP houses in Kirkwood 6120, Eastern Cape, develop cracks, light leaks, and damp. No formal warranty or inspection record. Families lack documented measurements and repair estimates. Solution: Phone-first offline inspection system built 100% in Termux on Android phone. Four components demonstrated in 2:58 video: 1. VUKA-ARISE REFLEX (18:14): Live camera with FRAME LIVE 7764 chars EYE OPEN muse-spark-1.3 HTTP 200. Pipeline: B Sensory spark-1.3 describes interior floor and wooden threshold and sunlit dirt outside, C Inter spark-1.2 provides current view from inside toward doorway, D Motor wonder-1.0 outputs structured English and isiXhosa sections including Colors and Interior, Door and light, Outside/yard, Curtain bed window, and note This view is from the interior at Mooiplaas, Kirkwood. 2. SEEN 19 FIXED (18:29): SEEN 20.1 FUSION NO-ID. PRIVATE OK CAM READY. SAM 3.1-DOT FRAME 51KB SAM DOT 200 OK, SPARK-1.2-MEASURE 200 OK, SPARK-1.1-SCENE 200 OK, SPARK-1.3-EYE 200 OK, FUSING 3 EYES INTO FINAL, FINAL FUSION WONDER FUSING, WONDER-REASON 200 OK, FINAL-FUSION 200 FINAL OK, IMAGE-GEN 200 IMAGE OK. User prompt what do you see, FINAL response fused description: outdoors daytime wide shot humble rural/peri-urban settlement overcast day foreground patchy green grass reddish-brown dirt ground covered with dry straw leaves scattered debris middle ground makeshift fence made of wire mesh and netting held up by wooden poles light blue/white PVC pipe standing near fence. 3. SEEN V0.0 LIVE RDP + SIGN + IRON V0.0.3 (18:56 and 18:56): MODE LIVE [TAP] CAL 13.889. IRON V0.0.3 measurements: CRACK 8px 112mm = 11.2cm WALL 576x432px LEVEL FIX 14.2° RIGHT drift 114px over 449px CHAT LIVE and LIGHT 0px 0.0mm WALL 576x432px LEVEL FIX 3.7° RIGHT drift 29px over 444px. Calculated outputs: WALL 48.000m2 PAINT 4.800L FILL 13.440L 20.16kg and FILL 0.000L 0.00kg. SIGNS module: Teach HELP=hand fist on palm THANK YOU=chin forward etc auto lookup. MEMORY module: Images list includes img, Door crack, Unpainted RDP blocks, Its Dark nothing to see, true calibration test, Painted rdp blocks. Count 18 Cal 13.888889 Brain 1314 chars and Count 16 Cal 13.888889 Brain 1386 chars. INSPECT PHYSICAL LOW: Closest img only 32% ham 28 not confident need more SAVEs of this object from different angles. 85.6=640 cal HELP=hand on palm RDP report tap bottom. Build: Termux javac --release 8 -d obj -classpath android.jar, d8 --min-api 21, aapt2 link, zipalign, apksigner. No Android Studio, no Gradle. APK sizes: VUKA-ARISE 17K, VUKA series 25K. Source repo contains 11 Java files: CameraHandler.java, ChatAdapter.java, FrameListener.java, ImagePickClick.java, MainActivity.java, PreviewListener.java, ScrollRunnable.java, SendClick.java, SessionHandler.java, SignUpdater.java, UiUpdater.java. Footer in APK: created by SIIMAMKELE NGXONONO from KIRKWOOD DEMO VIDEO ON LINKEDIN (No YouTube): https://lnkd.in/p/d84_VeGa - 2:58 video shows Termux compile 00:16 to 00:56 install 40 sec, VUKA-ARISE REFLEX LIVE EYE FRAME LIVE 7764 chars, SEEN V0.0 CRACK 8px 112mm WALL 576x432px LEVEL 14.2deg PAINT 4.800L, SEEN 19 FIXED fusion SAM 3.1 51KB SPARK 1.2 1.1 1.3 WONDER FINAL OK. All work showcased on LinkedIn.

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