# AI capex — X 热门讨论 (2026-09-25 09:38 UTC)
## @momehx (Momeh) · 09-25 06:53 · ♥51 ↻1 💬63 VANGRID TURNS MOBILE HARDWARE INTO AN ON-DEMAND SPATIAL SETTLEMENT ENGINE 🌸
Physical AI faces an insurmountable data wall: autonomous humanoids require high-fidelity spatial telemetry, yet the physical world lacks ground-level digital mapping. Stationary sensor rigs fail to scale beyond enclosed factory warehouses. @vangrid_io activates billions of mobile edge devices into a decentralized sensory network, converting continuous physical geometry into verified spatial assets on Base:
The Physical AI Bottleneck & Edge Sensing Dynamics
→ Hardware Deployments Surge: Humanoid shipments reached 19,100 units in the first half of 2026, marking a 272% year-over-year expansion with over 70% deployed directly into industrial operations.
→ The GPS-Denied Blindspot: Humanoids and delivery bots navigate indoor corridors, stairwells, and dynamic warehouse bays where corporate mapping vans cannot drive.
→ Volumetric Reconstruction: Multi-angle smartphone captures transform into structured 3D Gaussian splats and dense point clouds for enterprise perception stacks.
→ Zero-Capex Mobile Nodes: Leverages existing consumer phones via the Android and web app, removing the hardware capital barrier of dedicated camera fleets.
Cryptographic Attestation & Escrow-Governed Settlement
→ Off-Chain Raw Privacy: High-resolution imagery stays strictly off-chain while mathematical hashes and temporal markers commit to Base.
→ Merkle Tree Proofs: Capture hashes, session windows, and contributor wallet addresses compile into verifiable Merkle trees anchored onchain.
→ Ethereum Attestation Service: EAS proofs continuously attest every capture batch around the clock, providing tamper-proof spatial provenance.
→ USDC Smart Contract Escrow: Enterprise buyers define target coordinates with funds locked onchain, releasing payouts automatically once capture criteria pass.
Scaled Onchain Telemetry & Protocol Growth
→ 1,024,912 Anchored Captures: Over one million individual real-world spatial scans committed to Base within two months of full mainnet deployment.
→ 423,143 Active Edge Nodes: Hundreds of thousands of distributed global contributors actively mapping real-world locations.
→ 3,823 Merkle Trees Attested: Cryptographically verified batches validated continuously through EAS for enterprise-grade integrity.
→ $311,000+ USDC Settled: Direct protocol revenue and bounty volume executed and cleared transparently through smart contracts. https://x.com/momehx/status/2103377233649787112
## @mayaivanoff (MargoMDesigns🛡️) · 09-24 23:13 · ♥31 ↻5 💬10 $ORCL is getting hit, but THIS is the real story. 👀
Oracle’s AI demand is exploding:
☁️ Cloud infrastructure: +121%
🤖 New AI contracts: $30B+
💰 Operating cash flow: $23.1B
But...
🏗️ Capex: $28.5B
📉 Free cash flow: -$5.4B
The market isn’t questioning AI demand.
It’s questioning how much Oracle has to spend before all that demand turns into cash.
$ORCL bulls, buying the weakness or waiting? 👇 https://x.com/mayaivanoff/status/2103261675579482359
## @daveginvesting (Dave G) · 09-24 18:28 · ♥30 ↻1 💬7 Honestly the pace of AI improvement right now is ridiculous.
Within the past month: - Grok Bot drops making teams of AI bots easily available - Muse rockets to the top of app charts bringing an AI personal assistant to the masses - Claude Drops Opus 5.5 to wide acclaim - XAI drops Grok 4.7 - ChatGPT drops Sol and Luna
Now Imagine what the next 12 months will bring.
Couple takeaways: - The "Wrapper" is now just as important as the model. Openclaw could do a lot of what Grok bot can but being seamless and easy matters a lot. Same with Muse.
- Capex is delivering real returns, the talk of an AI Bubble seems to be getting a lot quieter... https://x.com/daveginvesting/status/2103189932382605458