AI's Ascent: 55 US Startups Soar with $100M+ in Funding!
Analysis
Key Takeaways
“Last year was monumental for the AI industry in the U.S. and beyond. How will 2025 compare?”
“Last year was monumental for the AI industry in the U.S. and beyond. How will 2025 compare?”
“Built this custom node for batching prompts, saves a ton of time since models stay loaded between generations. About 50% faster than queuing individually.”
“This article is perfect for those familiar with Python and image generation AI, including users of Stable Diffusion, FLUX, ComfyUI, and Diffusers.”
“Let me know if it helps, would love to see the kind of images you can make with it.”
“OpenAI just rehired former employees who previously left the company to work at Thinking Machines Lab.”
“Can we hope for any comeback from Stable diffusion?”
“FLUX.2[klein] focuses on low latency, completing image generation in under a second.”
“This departure highlights the constant flux and evolution of the AI landscape.”
“I was able play with Flux Klein before release and it's a blast.”
“I used it for SLAVE recruitment, as I like LUNA SEA and Luna Kuri was decided. Speaking of SLAVE, black clothes, speaking of LUNA SEA, the moon...”
“So by merging LoRA to full model, it's possible to quantize the merged model and have a Q8_0 GGUF FLUX.2 [dev] Turbo that uses less memory and keeps its high precision.”
“In an industry in constant flux, sticking your neck out to predict what’s coming next may seem reckless.”
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“From the measured image- and pupil plane correlations, we observe position and momentum correlations consistent with an EPR-type entanglement witness.”
“The droplet-to-slab transition always follows a similar mechanism to its equilibrium counterpart, but the reverse (slab-to-droplet) transition depends on rare non-equilibrium fluctuations.”
“The study provides additional evidence that high-$M_A$ regions of coronal shock surface are instrumental in energetic particle phenomenology.”
“The resulting formulation is based on a 4D Hodge-Laplacian operator with a spatiotemporal diffusion tensor and convection field, augmented by a small temporal perturbation to ensure nondegeneracy.”
“The spectral evolution shows a transition from thermal (single BB) to hybrid (PL+BB), and finally to non-thermal (Band and CPL) emissions.”
“Empirically, we find that quasi-symmetry results from a spatial resonance between shape complexity and shape rotation about the magnetic axis.”
“The combined SPHEREx + 7DS dataset significantly improves redshift estimation compared to using either the SPHEREx or 7DS datasets alone, highlighting the synergy between the two surveys.”
“The paper shows that the instability is resolved by the formation of a static scalar cloud supported by Schwinger pair production.”
“The sun's time variable magnetic flux linkage makes the sun...a natural, all-purpose, betatron storage ring, with semi-infinite acceptance aperture, capable of storing and accelerating counter-circulating, opposite-sign, colliding beams.”
“The maximum 3D MOT loading rate of lithium atoms reaches a record value of $6.6\times 10^{9}$ atoms/s.”
“The study suggests $σ_0\leq20$ can reproduce the MeV-TeV observations of GRB 221009A.”
“The metallic phase is realized when the broken links are weakly stitched via concomitant insertion of $π$ fluxes in the plaquettes.”
“The paper identifies an anomalous decay pattern where excited modes decay slower than the fundamental mode when the charge coupling is large.”
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“The paper reports the discovery of five optical variables coincident with the localizations of 4FGL J0821.5-1436, 4FGL J1517.9-5233, 4FGL J1639.3-5146, 4FGL J1748.8-3915, and 4FGL J2056.4+3142.”
“We demonstrate many-electron constructions with vanishing charge-2e sectors, but with sharp signatures in charge-4e or charge-6e expectation values instead.”
“The paper derives geodesic equations, analyzes the radial photon orbital equation, and explores the relationship between photon ring width and the Lyapunov exponent.”
“The study finds that lower J values lead to greater unsteadiness and larger Rayleigh-Taylor waves, while higher J values result in decreased unsteadiness and smaller, more regular Rayleigh-Taylor waves.”
“CEM significantly improves generation fidelity of existing acceleration models, and outperforms the original generation performance on FLUX.1-dev, PixArt-$α$, StableDiffusion1.5 and Hunyuan.”
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“How do you currently discover and track new research?”
“I’m genuinely surprised by how strong the results are — especially compared to sessions where I’d fight Flux for an hour or more to land something similar.”
“A 2D flat character illustration, hard angle with dust and closeup epic fight scene. Showing A thin Blindfighter in battle against several blurred giant mantis. The blindfighter is wearing heavy plate armor and carrying a kite shield with single disturbing eye painted on the surface. Sheathed short sword, full plate mail, Blind helmet, kite shield. Retro VHS aesthetic, soft analog blur, muted colors, chromatic bleeding, scanlines, tape noise artifacts.”
“The donors wish to remain anonymous.”
“Process Bigraphs generalize architectural principles from the Vivarium software into a shared specification that defines process interfaces, hierarchical data structures, composition patterns, and orchestration patterns.”
“The study outlines a theoretical framework and reports tentative results showing how the shape of quantum vortices could be affected by the presence of a proton fluxtube.”
“It's uncertain whether the proposal will reach the statewide ballot in November, but some billionaires like Peter Thiel and Larry Page may be unwilling to take the risk.”
“Community transformation occurred through peripheral dynamics rather than hub capture: fewer than 5% of newcomers achieved central positions in most months, yet toxicity doubled.”
“The paper predicts that gamma-rays are detectable across all facilities for the external shock model, while the neutrino detection prospect is poor. In contrast, both IceCube and KM3NeT have significantly better prospects for detecting neutrinos in the magnetic reconnection scenario.”
“Incorporating cosmic-ray information further improves 48-hour forecast skill by up to 25.84% (from 0.178 to 0.224).”
“The low-energy particle index is found to cluster around two discrete values across flux states indicating two spectra states in the source.”
“The simulation self-consistently generates a twisted flux tube that emerges through the photosphere, interacts with the pre-existing magnetic field, and produces a blowout jet that matches the main characteristics of this type of jet found in observations.”
“The color correlations depend on the minimal path length along a flux tube which connects two quarks under consideration. The color correlation between quarks quenches because of color leak into the gluon field (flux tube) and finally approaches the random color configuration in the large distance limit. We find a ``universality'' in the flux-tube path length dependence of the color leak for 2Q, 3Q, and 4Q ground-state systems.”
“The research focuses on an 'Interaction-Resilient Scalable Fluxonium Architecture with All-Microwave Gates.'”
“Three-Family Supersymmetric Pati-Salam Flux Models from Rigid D-Branes”
“A surge of AI-generated content is frustrating Pinterest users and left some questioning whether the platform still works at all.”
“The study focuses on flux rope formation through flux cancellation of sheared coronal arcades in a 3D convectively-driven MHD simulation.”
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