Author: NextTech

part(“6) pack unpack”) B, Cemb = 2, 128 class_token = torch.randn(B, 1, Cemb, gadget=gadget) image_tokens = torch.randn(B, 196, Cemb, gadget=gadget) text_tokens = torch.randn(B, 32, Cemb, gadget=gadget) show_shape(“class_token”, class_token) show_shape(“image_tokens”, image_tokens) show_shape(“text_tokens”, text_tokens) packed, ps = pack([class_token, image_tokens, text_tokens], “b * c”) show_shape(“packed”, packed) print(“packed_shapes (ps):”, ps) mixer = nn.Sequential( nn.LayerNorm(Cemb), nn.Linear(Cemb, 4 * Cemb), nn.GELU(), nn.Linear(4 * Cemb, Cemb), ).to(gadget) blended = mixer(packed) show_shape(“blended”, blended) class_out, image_out, text_out = unpack(blended, ps, “b * c”) show_shape(“class_out”, class_out) show_shape(“image_out”, image_out) show_shape(“text_out”, text_out) assert class_out.form == class_token.form assert image_out.form == image_tokens.form assert text_out.form == text_tokens.form part(“7) layers”) class PatchEmbed(nn.Module): def __init__(self, in_channels=3, emb_dim=192,…

Freedom Cell prospects are struggling to connect with service on Toronto’s latest transit traces, however the firm says that can change quickly. Toronto’s Line 5 Eglinton Crosstown LRT opened up over the weekend, and whereas it appears to be good for many transit riders, not everyone seems to be having a good time. A number of Freedom Cell prospects report having connectivity points within the tunnels on Line 5, in addition to on Line 6. In a thread on the Freedom Cell subreddit, a number of prospects detailed their expertise making an attempt to get linked on the brand new…

Nxera, Singtel Group’s regional information centre arm, has opened its largest and most superior information centre to this point, to help the rising demand from AI, cloud and high-performance computing workloads.DC Tuas is designed as a next-generation, AI-ready facility, with 58MW capability, making it Singapore’s highest power-density information centre. With this information centre, Nxera’s whole information centre capability in Singapore will increase to 120MW. Over 90 per cent of DC Tuas’ capability was already dedicated to prospects forward of its opening.As a carrier-neutral, multi-tenanted information centre, DC Tuas hosts Singapore’s largest direct-to-chip liquid cooling deployment, which permits prospects to deploy…

A star virtually similar to our solar is nearing the tip of its life within the Cygnus constellation, about 1000 mild years away. Astronomers name this spectacle the Egg Nebula, or CRL 2688 for brief. Hubble’s most up-to-date picture gives an impressive view of this explicit object in unprecedented element, because of the mix of latest information and beforehand captured photographs. What we get is a surprising show of sunshine chopping by means of the mud. A star virtually similar to our solar is nearing the tip of its life within the Cygnus constellation, about 1000 mild years away. Astronomers…

On February 10, Alibaba DAMO Academy formally launched its foundational embodied AI mind mannequin, RynnBrain, together with seven absolutely open-source fashions, together with a 30B MoE mannequin, spanning full-scale base fashions and fine-tuned proprietary fashions. Notably, this contains the business’s first 30B MoE embodied mannequin, considerably reducing the R&D threshold for the embodied intelligence sector and accelerating AI’s transition from digital simulations to bodily environments. The core breakthrough of RynnBrain is its integration of spatiotemporal reminiscence and physical-space reasoning, addressing long-standing points in conventional embodied fashions equivalent to “forgetfulness” and “hallucinations.” Its spatiotemporal reminiscence permits robots to find objects in…

SaskTel is the most recent Canadian service to announce the top of its 3G community. In a launch on Feb. 10, the Saskatchewan-based crown company mentioned it “might be turning down its 3G wi-fi community on October 1, 2027.” SaskTel says that after this date, 3G wi-fi units will now not perform on its community, and wi-fi units that don’t assist voice over LTE (VoLTE) will lose entry to voice providers. If you happen to’re undecided whether or not your system helps VoLTE, SaskTel has a assist web page the place you may verify whether or not your cellphone will…

Korea’s subsequent frontier in AI governance is shifting from laboratories to courtrooms. After turning into the primary nation to totally implement an AI Fundamental Act, lawmakers and tech leaders at the moment are confronting its most human take a look at but: can innovation coexist with the legislation it seeks to remodel its LegalTech? The reply could form not solely Korea’s digital justice system but additionally how democracies adapt AI to their rule of legislation. LegalTech Coverage Discussion board at Nationwide Meeting Marks Turning Level On February 9, Rep. Kwon Chil-seung of the Democratic Occasion and the Korea Synthetic Intelligence…

Launched at CES 2026, ECOVACS has introduced its new ECOVACS GOAT Professional LiDAR sequence of robotic garden mowers is now accessible for buy. We’re nonetheless a couple of months out from chopping season, however now is an efficient time to choose one up in the event you’re and get to know the best way to use it. That is the follow-up to the corporate’s GOAT from final 12 months, which was an ideal machine. This one brings some enhancements, and I’ll have a evaluation later this 12 months. Right here’s what the press launch needed to say about this new…

DD Squad determined to place a traditional physics demonstration to the check in the actual world. They constructed a catapult on the again of a flatbed truck and used it to launch one among their group members in the wrong way of the truck, which was touring at round 50 miles per hour (81 kilometers per hour). What transpired gave the impression to be inconceivable, because the man appeared to drift in mid-air for a quick whereas earlier than the truck sped away into the space. DD Squad started with a notion straight out of a physics textbook, as velocity…

On college mornings throughout Kenyan cities, transport handovers occur quick and totally on belief, but when one thing goes fallacious, colleges usually lack verifiable information of who arrived, when, and thru which entry level, a spot that creates threat for pupils, mother and father, and directors and turns routine logistics right into a safeguarding and accountability downside. Many college transport routines nonetheless depend on paper registers, cellphone calls between drivers and academics, and scattered textual content messages, whilst the brand new Site visitors (Faculty Transport) Guidelines, 2025, and Nationwide Transport and Security Authority (NTSA) notices require correct information and reporting. …