Why Can a Long Prompt Stall Active LLM Generation?
A vLLM report shows decode speed dropping to 0.5–5 tok/s during long prefills. Learn what the data proves, what it does not, and how to diagnose it.
EyesTech: Frontier AI, Silicon & Defence Technology
Independent analysis, benchmarks, and field intelligence on AI models, chips, computing, and defence systems.
Cloudflare’s Post-Quantum Certificates: What Changes for Website Owners
Cloudflare plans post-quantum certificates for early 2027. See what website owners can check now: browser support, origin security and renewal automation.
DeepGEMM Ascend and TileLang: What Developers Gain
DeepGEMM Ascend brings familiar APIs to Huawei Ascend 950. TileLang adds a native backend; 99.8% utilization describes a kernel, not whole-model speed.
Gemini 4 Argon: Pricing, Access and What Its Benchmarks Actually Prove
Gemini 4 Argon starts at $2/$10 per million tokens. Access is restricted, prices will double, and benchmark methods shape what its results prove.
Holo4: What Open Computer-Use Agents Can Actually Automate
Holo4 combines GUI, code and tool use. Examine its 41.5% full-task success rate, model licenses and the checks needed before automating real workflows.
onPanda Cuts Annotation Time by Correcting the First Bad Token
onPanda is an open-source annotation interface that lets a human replace the first wrong token in a model response, then…
Jio Prime ₹300 Charge: Benefits and Is It Worth Paying?
Jio Prime costs ₹300. Check the price-lock deadline, voucher restrictions and recharge savings needed to decide whether the membership is worth paying for.
DeepSeek Ascend: Fast Kernels, Limited Reproducibility
DeepSeek has published Ascend 950 versions of two pieces of its model infrastructure: DeepEP-Ascend for moving mixture-of-experts tokens between devices,…
Kyutai Voice of Reason: Two Scores, Two Checkpoints
Kyutai’s Voice of Reason takes a spoken math question and generates an answer through a speech-native model built on GLM-4-Voice….
Iron Beam Meets Iron Dome: What Lasers Really Change
A cheap laser shot only improves layered defense when it finishes in time. How weather, engagement capacity and fallback shape interceptor savings.