Skip to content
Drix10 Blog

AI Research - Deployment Challenges

, 10 items in AI and Robotics Applications, 6 min read

In this digest (10 items)

Deployment is where the best models go to fail - and where Skild shines. A tight feedback loop between research and deployment surfaces problems we didn't even know existed and thatโ€™s exactly what guides research in the right direction. Every new deployment helps make the model better.

Key points

  • Deployment Challenges: Deployment is a critical phase where models can fail due to unforeseen issues, and a tight feedback loop between research and deployment is essential to identify and address these problems.

  • Research Guidance: The feedback loop between deployment and research helps guide research in the right direction by surfacing problems that were not previously known.

  • Model Improvement: Every new deployment helps improve the model by identifying and addressing issues that were not previously known.

Sources

Robotics - Baseline Limitations

To be clear I actually think this is mor because most of the robotics baseline are not so good -- theyre very contact light. A lot of pick and place tasks you can do pretty well with segment anything (SAM) and a very light language model.

Key points

  • Baseline Limitations: Most robotics baselines are not good and are very contact light, which limits their ability to perform tasks such as pick and place.

  • Segment Anything (SAM): Segment anything (SAM) and a very light language model can be used to perform pick and place tasks well.

  • Task-Specific Solutions: Task-specific solutions such as SAM and light language models can be more effective than general-purpose robotics baselines.

Sources

Humanoid Butler - Deployment

Finally, you won't have to go get a drink while watching the game. --- An interesting humanoid butler--it looks like a combination of a Unitree G1 body and Sunday hands, but that hardly matters. What truly counts are the product's capabilities and its deployment.

Key points

  • Humanoid Butler Deployment: The deployment of a humanoid butler is what truly matters, not its design or appearance.

  • Capabilities: The product's capabilities are what truly count, not its design or appearance.

  • Practical Applications: The humanoid butler can be used for practical applications such as getting a drink while watching the game.

Sources

FFXI - UI Issues

Funny to play FFXI with the UI this crazy cramped, but surprisingly playable. There also some weird refresh issues that cause the game to chug a little, which gives the game a weirdly more PS2 vibe lol.

Key points

  • UI Issues: The UI of FFXI is cramped and causes refresh issues that make the game chug.

  • Playability: Despite the UI issues, the game is surprisingly playable.

  • PS2 Vibe: The refresh issues give the game a weirdly more PS2 vibe.

Sources

World Action Models

World Action Models predict the future to act better. However, WAM research remains fragmented in code, ad hoc in design, and unprincipled at scale. Today, we release ๐—ข๐—ฝ๐—ฒ๐—ป๐—ช๐—”๐— : ๐—”๐—ป ๐—ข๐—ฝ๐—ฒ๐—ป, ๐— ๐—ผ๐—ฑ๐˜‚๐—น๐—ฎ๐—ฟ ๐—˜๐˜…๐—ฝ๐—น๐—ผ๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—ง๐—ผ๐˜„๐—ฎ๐—ฟ๐—ฑ๐˜€ ๐—ฆ๐˜†๐˜€๐˜๐—ฒ๐—บ๐—ฎ๐˜๐—ถ๐—ฐ

Key points

  • World Action Models: World Action Models predict the future to act better.

  • WAM Research: WAM research remains fragmented in code, ad hoc in design, and unprincipled at scale.

  • OpenWAM: OpenWAM is a release that aims to address the limitations of WAM research.

Sources

Remotely Detectable Keyed Communication

Remotely Detectable Keyed Communication through Motion Benjamin Chang, Michael Amir, Manon Flageat, Amanda Prorok https:// arxiv.org/abs/2609.08920 [๐šŒ๐šœ.๐š๐™พ] Code: https:// sites.google.com/view/motionbas edmessaging/home โ€ฆ

Key points

  • Remotely Detectable Keyed Communication: Remotely detectable keyed communication through motion is a technique that allows for secure communication.

  • Motion-Based Communication: Motion-based communication is a method of secure communication that uses motion to convey information.

  • Code: The code for motion-based communication is available on Google Sites.

Sources

HRI 2027 - Submission Instructions

Submitting full papers to HRI 2027? Abstracts are due today, 11:59 PM AoE, anywhere on earth. Submission instructions: https:// humanrobotinteraction.org/2027/full-pape rs/ โ€ฆ

Key points

  • HRI 2027 Submission: Submission instructions for HRI 2027 are available.

  • Abstract Deadline: The abstract deadline for HRI 2027 is today, 11:59 PM AoE.

  • Submission Instructions: Submission instructions for HRI 2027 are available on the conference website.

Sources

Valve Resignation

I resigned from Valve today. I spent the last three years doing absolutely nothing at both Valve and Steam. Neither team is acting responsibly. They canโ€™t count to 3 and wonโ€™t let anyone else try. More thoughts below.

Key points

  • Valve Resignation: The author has resigned from Valve due to lack of responsibility and accountability.

  • Lack of Productivity: The author spent the last three years doing nothing at Valve and Steam.

  • Accountability: Neither team is acting responsibly and is unable to count to 3.

Sources

Reading a Novel - Brain Changes

Reading a novel changes how your brain responds to other people for days after you put it down. A 2013 study at Emory University found changes in brain wiring that lasted at least five days after the book was done. Gregory Berns gave 21 students a thriller, Pompeii by Robert

Key points

  • Reading a Novel: Reading a novel can change how your brain responds to other people.

  • Brain Changes: A 2013 study at Emory University found changes in brain wiring that lasted at least five days after reading a novel.

  • Study Findings: The study found that reading a novel can change brain responses to other people.

Sources

Scientific Progress - AI and Cancer Research

I rarely put things this strongly, but as a biologist, the idea of holding back scientific progress to protect professional roles or personal fulfilment horrifies me. Letโ€™s take cancer research as a thought experiment. Imagine AI could help us develop effective treatments much

Key points

  • Scientific Progress: Holding back scientific progress to protect professional roles or personal fulfillment is not acceptable.

  • AI and Cancer Research: AI can help develop effective treatments for cancer.

  • Thought Experiment: A thought experiment on AI and cancer research highlights the potential benefits of AI in scientific progress.

Sources