Moment Constrained Optimal Transport for Control Applications

Thomas Le Corre, Ana Busic, Sean P. Meyn

Action editor: Amir-massoud Farahmand

https://openreview.net/forum?id=2hAtSpnat9

#optimal #constraints #optimizing

$$\texttt{C2-DPO}$$: Constrained Controlled Direct Preference Optimization

Kavosh Asadi, Xingzi Xu, Julien Han et al.

Action editor: Alessandro Sordoni

https://openreview.net/forum?id=7h5Ho9t5NL

#constraints #optimal #ai

When Anyone Can Build Anything AI coding tools are rewriting who gets to make software. The question isn't whether that's good. It's what it does to the things we use every day.

#Design #Analyses
When anyone can build anything · What’s worth building when building is free? ilo.im/16b7he by Angèle Lenglemetz

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#AI #Prototyping #Building #Constraints #Features #ProductDesign #UxDesign #UiDesign #WebDesign #Opportunities

Original post on webpronews.com

Stargate’s Flagship Data Center Is Dead. What That Tells Us About the AI Infrastructure Bubble. Oracle and OpenAI have abandoned plans for their flagship gigawatt-scale Stargate data center in Ab...

#AIDeveloper #BigDataPro #AI #compute #demand #AI […]

[Original post on webpronews.com]

Producthead logo

PRODUCTHEAD: How work actually gets done

» Visible and invisible process both contribute to how work actually gets done

» Orgs should not rely on individual heroic efforts in place of designed-in capacity

» Accelerating the build reintroduces a […]

[Original post on imanageproducts.com]

Shipped: Tetrahedral Memory Field — deterministic 3D simplex/tetra demo of tiered dynamics + pre-clamp OOB monitoring (soft/hard, hysteresis, cooldown).

Demo: putmanmodel.github.io/tetrahedral-...
Paper: doi.org/10.5281/zeno...
Repo: github.com/putmanmodel/...

#Memory #Monitoring #Constraints #OOB

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PRODUCTHEAD: Reflections on the art and science of product management

» With appropriate context, those closest to the problem should make the product decisions

» Be outcome-focused and evidence-based regardless of what kind of product or service you […]

[Original post on imanageproducts.com]

Once you've addressed the constraint, another will emerge.

That's fine. Focus there next.

System improvement is finding and addressing constraints, one at a time.

Where does the work queue up in your system?

#SystemsThinking #Constraints #Bottlenecks

Constraints and the Lost Art of Optimization — Den Odell The entire intellectual and creative output of a team that reinvented personal computing fits in a space that, today, we wouldn’t think ...

#constraints #optimisation #performance #speed #memory #design […]

[Original post on denodell.com]

Producthead logo

PRODUCTHEAD: The value of the human in the loop

» Semantic ablation is when language outliers and quirks are averaged away by genAI

» GenAI exposes the thresholds and grey areas in your service’s decision-making

» Being able to build fast necessitates […]

[Original post on imanageproducts.com]

New #J2C Certification:

Single-loop Algorithms for Stochastic Non-Convex Optimization with Weakly-Convex Constraints

Ming Yang, Gang Li, Quanqi Hu, Qihang Lin, Tianbao Yang

https://openreview.net/forum?id=aCgOR2KvAI

#optimization #constraints #convex

The Small Life Calculating Worth with Diminished Returns

“But within severe #constraints, something #unexpected happens. You stop #optimizing for breadth & start optimizing for depth. You stop trying to do everything & start asking what actually matters.": buff.ly/ZVoBAaj

by @darthfoo.bsky.social
#ChronicIllness #priorities #DisabledPerson #LifeLesson

Snow kept falling in bitter cold
Hot cocoa kept us warm
Nestled snug by the fireplace
with a paperback
and a dog.

A snowstorm survival recipe.

#poetry #constraints
#Jenny 8675309 #syllables

Blog You can use these values to stress-test an interface. These values are culturally tied to England. The Inter typeface has been used to measure width.

#Design #Examples
Values to stress-test interfaces · Break your interface before users do ilo.im/169wx8 by Anthony Hobday

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#Testing #Names #Words #Numbers #Layouts #Forms #Constraints #ProductDesign #UiDesign #WebDesign

#Design #Approaches
When is a generated UI worth keeping? · How constraints help AI designs outlast the demo ilo.im/16a0cp by Allie Paschal

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#Prompting #AI #Branding #RealData #UiComponents #Constraints #ProductDesign #UxDesign #UiDesign #WebDesign

I've been told, that I have again left some marks on her body.
Those cute little moans are just so hot they make me go on and on 🔥
#dom #sub #roughplay #constraints

ExDBN: Learning Dynamic Bayesian Networks using Extended Mixed-Integer Programming Formulations

Pavel Rytíř, Aleš Wodecki, Georgios Korpas, Jakub Marecek

Action editor: Fredrik Johansson

https://openreview.net/forum?id=I64MJzl9Fy

#constraints #causal #constraint

Cooking with Constraints: A Designer’s Framework for Better AI Prompts | Figma Blog Design and cooking share a truth: Preparation determines the outcome. Structured prompts turn AI from guesswork into a reliable design partner.

#Design #Guides
Cooking with constraints · A designer’s framework for better AI prompts ilo.im/169mi4 by Greg Huntoon

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#Prompting #Prototyping #AI #Framework #Constraints #Workflow #ProductDesign #UxDesign #UiDesign #WebDesign

Hegseth says "We are no longer running a peacetime science fair." Hegseth was talking to SpaceX employees in Brownsville, Texas.

paidprotester.substack.com/p/hegseth-sa...

Hegseth is a danger to humanity. He wants troops to ignore Rules of Engagement, asking them to commit war crimes. He wants the same capability for AI.

#Hegseth #AI #artificialintelligence #lethality #WarDepartment #woke #constraints #copyright

Constrained Reinforcement Learning with Smoothed Log Barrier Function

Baohe Zhang, Yuan Zhang, Hao Zhu, Shengchao Yan, Thomas Brox, Joschka Boedecker

Action editor: Matteo Papini

https://openreview.net/forum?id=Amh95oURaE

#reinforcement #barrier #constraints

How to design to alert users without overwhelming them Information is cheap, but attention is expensive

#Design #Guides
User alerts without overwhelm · Informing is easy, getting attention a challenge ilo.im/169ihw by Christopher K Wong

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#Alerts #Anomalies #Information #Attention #Content #Constraints #ProductDesign #UxDesign #UiDesign #WebDesign

How to write efficient DV constraints? Split Bigger Problem into Smaller Ones Instead of mixing everything together, splitting bigger problems into smaller steps offers better performance. One may consider using “Solve-Before” for user defined solving order. In addition, it is also recommended to sequence constraint solving in “pre_randomize()” and “post_randomize()” whenever possible. Use “Solve-Before” with Caution Although user-defined “

In this post, we will share a few tips and tricks of writing efficient DV constraints for better simulation performance.

#Constraints #Simulation #DV

Without #constraints and #guidance, #AI boils the ocean and is subject much more easily to #bias for whatever reason. I think it is because the #preponderance of #documentation is #oppressor #based, especially of course financial. With guidance, #misinformation levels can be managed in the #sources.

"Unlike most Taiwan-focused exercises, the simulation centered on Europe’s strategic #constraints: limited military capacity, economic exposure to #China, institutional fragmentation and reliance on US extended deterrence."

The day just started and I'm already way too much in the mood knowing I'll tie her to the bed later and she's very much looking forward to it 🔥😈
#bi #pan #dom #sub #constraints #roughplay #longsession

The December effect: How constraints create better leadership decisions December forces focus, limits choices, and clarifies priorities. Leaders can engineer this productivity all year long.

The December effect: How #constraints create better #leadership #decisions
December forces focus, limits choices, and clarifies priorities. Leaders can engineer this #productivity all year long.

www.fastcompany.com/91455858/why...

The myth of "no design process" Process can add friction, but trying to get rid of friction by getting rid of process dooms design to irrelevance.

#Design #Analyses
The myth of “no design process” · Why meaningful design starts where ease ends ilo.im/168zk6 by Pavel A. Samsonov

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#Constraints #Frictions #Velocity #AI #DesignProcess #ProductDesign #UxDesign #UiDesign #WebDesign

Workplace pressures holding back NHS digital plans, finds survey Workforce pressures are the biggest blocker to digital transformation, according to research carried out by Digital Health.

“There is no protected time and no capacity to take on new digital tasks when clinical demand keeps rising"

#NHS
#HealthIT
#Implementation #Constraints
@techuk.bsky.social

www.digitalhealth.net/2025/12/work...

abstract art. pyramid on mess in space

First in a series of 5 articles.

Perspectival Realism is my attempt to build an ontology without the usual apologetic asterisk. Reality exists; we never meet it directly; mediation is inescapable; progress is still possible. No kings, no foundations, no […]

[Original post on mastodon.social]

“Our supplies would be able to provide food … for the entire population for about three months. And that is sitting outside [in Jordan and Egypt], not able to come in. And that is the case for the other UN agencies because the #restrictions and the #constraints are still there.”

#OpenTheGates