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3D Intelligence Reports

Daily · Verified · Free

3D Intelligence Reports

Daily verified intel on 3D and spatial AI. Five finds a day, checked the same day they ship, with my take on why each one matters.

Latest report: June 12, 2026 · all links verified that day

How this gets made

Every morning I go hunting through arxiv, funding portals, job boards and company news. A lot of it doesn’t survive verification. What survives ends up here: one paper with working code, one standout job with real salary data, four funding doors with live deadlines, one tool worth your weekend, and one market move that tells you where this field is heading.

Why bother? You shouldn’t need three hours a day to stay ahead of 3D and spatial AI. I check every link the same day it goes out, my take sits next to every pick, and the archive below grows into a searchable library of the field’s trajectory, one verified day at a time.

Today’s report

June 12, 2026

Five verified finds. Today's thread is efficiency and infrastructure: the paper shrinks world models to laptop scale, the tool prunes splats without rendering, NVIDIA pays top dollar to maintain a free library, and Leica rebuilt its scanner line around real-time pipelines.

Scroll or use the arrows · hover a visual to play it

Paper published 2026-06-06

Light-WAM: Efficient World Action Models with State-Fusion Action Decoding

arxiv cs.CV · arxiv 2606.08242

Ziang Li, Dongzhou Cheng, Yibin Wang, Shiyue Wang, Xiaoyang Xu, Lingxuan Weng, Juan Wang, Jiaqi Wang

0.44B params, 72 ms, 4.1 GiB

World action models without the data-center bill: state-fusion action decoding reads adapted states from multiple backbone layers and predicts action chunks in one pass, no heavy generative action module. 0.44B trainable parameters, 72 ms inference, 4.1 GiB peak GPU memory, with strong LIBERO results and multi-task RoboTwin 2.0 performance. Full codebase released (src, configs, experiments, eval logs).

Florent’s take

Every world-model paper this month chased capability; this one chases the electricity bill. One forward pass instead of a generative action module, and the whole thing trains and runs in 4.1 GiB. That number matters more than the benchmark: it's the difference between a lab capability and something a student or a small robotics shop can actually fine-tune. Efficiency is how this field stops being a spectator sport.

Read the paper Code on GitHub
Read the full breakdown →
Job verified open 2026-06-12

Senior System Software Engineer – Neural Graphics Performance

NVIDIA · Santa Clara, CA (US)

$152K-$287.5K base (L3-L4) + equity

Florent’s take

The posting says it in NVIDIA's own words: 'Love GSplat? So do we.' The job is pushing gsplat, the open-source splatting library half this community trains with, plus the Omniverse NuRec SDK, to full hardware speed with CUDA and Slang. A trillion-dollar company paying up to $287K base to accelerate a free library means that library has become infrastructure. A merged performance PR in gsplat might be the strongest application you can send.

View the live posting
Read the full breakdown →
Opportunity deadlines checked on the call pages

Four funding doors, four regions

Calls and deadlines worth your time this week, one per region.

next deadline in 6 days

  • Asia deadline 2026-06-18 · 6 days left
    SIGGRAPH Asia 2026 (Kuala Lumpur): XR, Technical Communications, Real-Time Live

    venue: Dec 1-4, 2026; XR due Jun 18, Tech Communications Jul 27, Real-Time Live Aug 7

    The XR track closes in six days, and it's the most forgiving door into a SIGGRAPH venue: demos, not full papers. Technical Communications (4 pages, July 27) is the right size for that solid-but-small result sitting in your drawer. Kuala Lumpur in December is a cheap fly-in compared to the US venues.

  • Europe deadline 2026-06-30 · 18 days left
    Copernicus Masters 2026 (ESA / AZO Earth observation competition)

    prize pool above EUR 1.5M across challenges, incl. a small satellite mission

    The one EO competition where a working prototype beats a polished proposal. If you've built anything that turns Sentinel data into decisions (3D change detection, urban twins, vegetation structure), eighteen days is enough to package what already runs. Note: the dedicated competition site served an expired certificate today; the EU portal link is the safe door.

  • Americas deadline 2026-07-27 · 45 days left
    NSF SBIR/STTR Phase I (NSF 26-510, + 26-511 instrumentation pilot)

    up to $305K Phase I (to $2M cumulative), zero equity; Project Pitch required first

    The program is back after its pause, with $250M behind it and a new instrumentation lane that fits lidar and 3D capture builders unusually well. The trap is sequencing: you need an invited Project Pitch before the full proposal, so the real deadline is around June 20, not July 27. Zero equity taken is still the best deal in American deep-tech funding.

  • France deadline 2026-09-07 · 87 days left
    GENCI / Jean Zay: national HPC-AI hours, Regular Access session

    national GPU allocations (1 normalized h = 0.25 H100 h), free, 1-year validity; smaller Dynamic Access requests rolling

    Funding nobody thinks of as funding: compute. A Jean Zay allocation pays the part of a 3D deep learning project that actually hurts, and the Dynamic Access lane (up to 50k normalized GPU hours) answers in weeks, year-round. If you're France-affiliated and still renting cloud GPUs for research, you're leaving public money on the table.

Read the full breakdown →
Tool released 2026-06-08

REFINE initial release

initial release

A plug-and-play, rendering-free pruning script for any pre-trained 3DGS model: an analytically approximated Hessian field scores every Gaussian's importance without a single forward render, cutting pruning-related compute by ~3,000x versus rendering-based methods at competitive quality. One Python file, deps: torch, numpy, plyfile.

Florent’s take

The whole tool is one script you point at a trained .ply, and it needs no renderer to decide which Gaussians earn their memory. With splats becoming an OS primitive and an interchange standard, pruning is no longer an academic nicety, it's what makes your scenes shippable. Run it on a scene you know; watching which 40 percent of your Gaussians were dead weight is an education in itself.

Repository on GitHub
Read the full breakdown →
Market announced 2026-06-09

Leica RTC series launch: RTC300/500/700 terrestrial laser scanners with real-time field-to-office streaming

Leica Geosystems (Hexagon)

Up to 2,000,000 points per second, ranges to 270 m, and one platform replacing two long-running families (RTC360/LT and the ScanStation P-series). The headline shift is workflow: scans stream to the office in real time instead of riding home on a USB stick. Capture hardware is converging on the same lesson software learned: the value is in the pipeline, not the device.

Florent’s take

The spec everyone will quote is 2 million points per second; the spec that changes daily work is the streaming. When the office sees your scan while you're still on site, registration problems get caught before you pack the tripod, and the second site visit (the most expensive line item in scanning) starts disappearing. Hardware consolidation also tells you where margins are going: one platform, many price points, software on top.

Read the source
Read the full breakdown →
Open today’s report at its own URL

The intel library

One card per daily report, newest first. Pick a track, search the items, or keep only the funding calls still open.

3D Intelligence Report – June 12, 2026

Open report ↗
  • Paper Light-WAM: Efficient World Action Models with State-Fusion Action Decoding
  • Job Senior System Software Engineer – Neural Graphics Performance, NVIDIA
  • Funding 4 funding doors, nearest deadline in 6 days
  • Tool REFINE initial release
  • Market Leica Geosystems (Hexagon): Leica RTC series launch: RTC300/500/700 terrestrial laser scanners with real-time field-to-office streaming

3D Intelligence Report – June 11, 2026

Open report ↗
  • Paper Envision4D: Envisioning Visual Futures via Feed-forward 4D Gaussian Splatting for Autonomous Driving
  • Job Research Engineer / Scientist (3D Reconstruction), World Labs
  • Funding 4 funding doors, nearest deadline in 24 days
  • Tool PyTorch Geometric v2.8.0
  • Market Apple: RealityKit ships native 3D Gaussian splat rendering at WWDC26; Apple Maps Flyover moves to splats

3D Intelligence Report – June 10, 2026

Open report ↗
  • Paper WorldOlympiad: Can Your World Model Survive a Triathlon?
  • Job Technical Lead, Computer Vision, Niantic Spatial
  • Funding 4 funding doors, nearest deadline in 28 days
  • Tool SuperSplat v2.27.4
  • Market World Labs: A Functional Taxonomy of World Models: renderers, simulators, planners

Or browse by day: June 12, 2026 · June 11, 2026 · June 10, 2026

Questions, answered

What is a 3D Intelligence Report?+

One day of verified intel on 3D and spatial AI, in five tracks: a paper with working code, an open job with disclosed pay, four funding doors across four regions, a tool release worth your upgrade time, and a market move that changes the field. I add my take on each one so you know why it matters, not just that it happened.

How do you verify the items?+

I fetch every link the same day I publish. A paper needs real code in the repo, a job needs a live posting, a deadline needs the official call page, a release needs the changelog. If a source doesn't hold up, I drop it. Nothing gets padded and nothing gets invented.

How often does a new report come out?+

One report per day. Each one lives at its own URL, and this page always shows the latest in full, with the full intel library right below.

How do I find older items?+

The intel library on this page lists every item from every report. Filter it by track, search by title, company or region, or flip the deadlines toggle to see only the funding calls that are still open. Each item links to its day's report and to the original source.

How do I get it by email?+

Drop your email in the form above and tick the consent box. You'll get the daily report in your inbox, and you can unsubscribe with one click at any time.

Don't want to check back every day?

Five verified finds, my take on each, one short email a day.

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