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  https://g.co/kgs/8CQAZ6Z https://g.co/kgs/8VCvB7P https://www.youtube.com/watch?v=us0QSEumbwI A.I. Devan Anderson is super powers and meta abilities to defend mutants and humanity from threats beyond planet Earth. High energy, sequence dominate,epic battle, aerial stunts, adrenaline, excitement, in a multiverse concept film.  #action #scifi #epic #comedy #cinematic #experience

  https://g.co/kgs/8CQAZ6Z https://g.co/kgs/8VCvB7P https://www.youtube.com/watch?v=us0QSEumbwI A.I. Devan Anderson is super powers and meta abilities to defend mutants and humanity from threats beyond planet Earth. High energy, sequence dominate,epic battle, aerial stunts, adrenaline, excitement, in a multiverse concept film.  #action #scifi #epic #comedy #cinematic #experience

  Can a bigger context window make an AI less reliable? We tested how long context affects LLM performance across Mistral Nemo, Llama 3.1 8B, and GPT-4.1 Nano. Using accounting-style tasks with 30K and 60K extra tokens, we separated two skills: retrieving the right facts and using those facts to complete the task. The key finding: a model can retrieve the correct rules but still fail the final task when its context gets larger. This video covers: - Why long context can hurt LLM reasoning - The “lost in the middle” problem - Our 720-result reproduction experiment - How to evaluate AI agents and prompts in production - A practical retrieval-then-execution workflow for more reliable AI systems Before adding more files, rules, emails, and logs to your AI prompt, test whether that context actually improves results. https://www.avisantoso.com/research/2026-08-can-too-much-context-make-ai-dumber #AI #LLM #ContextWindow #AIAgents #PromptEngineering #AIEvals

  ZHONGSHAO oil-immersed transformers use insulating oil as both the insulation and cooling medium, with the core and windings submerged in oil to absorb operating heat. The range includes fully enclosed and oil-storage designs. The 10 kV distribution transformers are used in distribution networks and industrial or mining power-supply systems. The 35 kV three-phase models use C.R.G.O. cores and oxygen-free copper windings and are stated to comply with ANSI C57.12.00, IEC 60076, GB 1097, and GB/T 6451. Available high-voltage-side ratings include 10 kV, 20 kV, and 35 kV. The website also describes compact construction, low operating noise, a small footprint, and strong overload capacity. Operating guidance recommends avoiding temperatures above 85°C and checking oil leakage, abnormal noise, and overheating during maintenance. https://zsopower.com/oil-immersed-transformer/

  ZHONGSHAO dry-type transformers use natural air or forced air for cooling and do not require insulating oil or an oil-treatment system. The website positions them for medium- and low-voltage industrial, commercial, and utility applications, particularly indoor locations where fire safety and oil leakage are concerns. The windings use environmentally oriented insulation materials, and high-strength construction supports operation in high-humidity environments. Outdoor installation can use an enclosure with NEMA 3 protection under suitable temperature and humidity conditions. The copper coils are solidified and molded as a complete structure without air gaps between windings, while the core uses high-permeability cold-rolled silicon-steel sheets and a step-lap laminated process. The range is listed with IEC, UL, and CE certifications. https://zsopower.com/dry-type-transformer/

  ZHONGSHAO power transformers are used for electrical-energy transmission and distribution through electromagnetic induction between primary and secondary windings on a common magnetic core. The available capacity range stated on the website is 100 kVA to 250 MVA, with common voltage levels of 6 kV, 10 kV, 20 kV, 35 kV, 66 kV, 110 kV, 132 kV, and 220 kV. The transformers use high-grade insulation materials together with optimized tank and cooling structures for prolonged full-load or heavy-load operation. The product information also lists ISO 9001, environmental-management, and OHSAS 18000 systems. Standard specifications may be shipped from stock, while custom capacities follow the contract schedule. Installation, commissioning, maintenance training, accessories, drawings, and technical documents are available. https://zsopower.com/power-transformer/

  ZHONGSHAO’s transformer range is intended for power plants, substations, large industrial facilities, and mining enterprises. Its 220 kV power transformers use optimized designs for the magnetic core, mounting structure, lead-out wires, oil tank, and related components. The website lists compact size, light weight, low losses, low partial discharge, and low operating noise among the design characteristics. The cast-resin dry-type range belongs to the epoxy-resin SC(B) category and uses protective enclosure materials intended to maintain insulation in dusty or humid environments. The transformer product range is presented with ISO 9001, ISO 14001, ISO 45001, UL, CUL, CSA, and CCC certifications, covering both oil-immersed and dry-type configurations. https://zsopower.com/transformer/

  ZHONGSHAO medium-voltage switchgear covers a voltage range from 5 kV to 38 kV for power transmission and distribution systems and medium- to large-scale commercial and industrial facilities. The design uses a primary main-wiring scheme intended to simplify system expansion and maintenance. Critical operations incorporate five-prevention interlock mechanisms, and the full product series uses grounding measures for equipment and personnel safety. Available insulation media include SF6, E200 liquid, FR3 liquid, and mineral oil. The switchgear supports both primary and secondary distribution, from main distribution to terminal distribution. Project support described on the website includes preliminary configuration, single-line diagram design, installation, commissioning, and operating training. https://zsopower.com/medium-voltage-switchgear/