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Friday

  1. AWS Machine Learning

    Epsilon Builds Intent-Driven UI Testing with Amazon Nova Act

    Epsilon's Agentic Platform team used Amazon Nova Act together with Amazon Bedrock AgentCore Browser to turn intent-driven UI testing into a multi-tenant platform service layered on top of its existing Playwright regression suite. Test steps are written in natural language, executed by Nova Act over a CDP WebSocket, with per-step screenshots and pass-rate statistics, and results stored in Amazon S3. The solution provides managed temporary browser sessions, AWS IAM-based authentication, and cross-account AssumeRole isolation, and the article also presents an 18-step test workflow.

    Epsilon UI Testing Service architecture with user, authentication, API, execution runner, and Amazon S3 storage layers

    Epsilon's Agentic Platform team used Amazon Nova Act together with Amazon Bedrock AgentCore Browser to turn intent-driven UI testing into a multi-tenant platform service layered on top of its existing Playwright regression suite. Test steps are written in natural language, executed by Nova Act over a CDP WebSocket, with per-step screenshots and pass-rate statistics, and results stored in Amazon S3. The solution provides managed temporary browser sessions, AWS IAM-based authentication, and cross-

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  2. AWS Machine Learning

    How the UK Amazon Quick User Group Grew in 2026

    The UK Amazon Quick User Group held three quarterly meetups in 2026, drawing more than 150 attendees in total. The events took place at Amazon's UK office in Shoreditch, London, where attendees built custom chat agents with Amazon Quick, tried out Amazon Quick Desktop and Amazon Quick Apps, and practiced automation and research through Quick Flows, Quick Automate, and Quick Research. Customers such as Arriva UK Trains and Carsa shared their experiences implementing role-based dashboards and a unified governed data layer.

    Attendees at a UK Amazon Quick User Group meetup in Shoreditch, London

    The UK Amazon Quick User Group held three quarterly meetups in 2026, drawing more than 150 attendees in total. The events took place at Amazon's UK office in Shoreditch, London, where attendees built custom chat agents with Amazon Quick, tried out Amazon Quick Desktop and Amazon Quick Apps, and practiced automation and research through Quick Flows, Quick Automate, and Quick Research. Customers such as Arriva UK Trains and Carsa shared their experiences implementing role-based dashboards and a un

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  3. cnBeta

    Google releases Gemini 4 Carbon, tops the Artificial Analysis leaderboard with 59 points

    Google released Gemini 4 Carbon, which scored 59 points on the Artificial Analysis Intelligence Index v5.0 leaderboard, surpassing Claude Opus 5.5's 58 points and GPT-6 Astra's 57 points. The model achieved 88.2%, 54.8%, and 71.0% on SEC-bench Pro, ExploitGym, and CWE-bench, respectively, and Google says it can handle engineering problems in large codebases continuously for several days. The model this week is first being made available to some cybersecurity defenders, then expanded to trusted partners through the Fairwind Program, with no timeline yet for general users; initial pricing is $2 per million input tokens and $10 per million output tokens.

    Google released Gemini 4 Carbon, which scored 59 points on the Artificial Analysis Intelligence Index v5.0 leaderboard, surpassing Claude Opus 5.5's 58 points and GPT-6 Astra's 57 points. The model achieved 88.2%, 54.8%, and 71.0% on SEC-bench Pro, ExploitGym, and CWE-bench, respectively, and Google says it can handle engineering problems in large codebases continuously for several days. The model this week is first being made available to some cybersecurity defenders, then expanded to trusted p

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  4. TechSpot

    SK Hynix expects memory chip shortage to last at least until 2030

    SK Hynix released its Q3 2026 earnings report, with revenue of 104.6155 trillion won (about $78 billion), operating profit of 83.3338 trillion won (about $63 billion), and net profit of 39.7756 trillion won (about $30 billion). Revenue and operating profit grew 32% and 38% quarter-over-quarter, respectively, and quarterly revenue exceeded 100 trillion won for the first time. Growth came mainly from server DDR5 memory sales, while HBM4 shipments have only just begun. The company said AI data center projects continue to put pressure on capacity, supply cannot keep up with market growth, and it expects demand to exceed supply through 2030, and plans to accelerate factory construction and capacity expansion in its home country and the United States.

    SK Hynix released its Q3 2026 earnings report, with revenue of 104.6155 trillion won (about $78 billion), operating profit of 83.3338 trillion won (about $63 billion), and net profit of 39.7756 trillion won (about $30 billion). Revenue and operating profit grew 32% and 38% quarter-over-quarter, respectively, and quarterly revenue exceeded 100 trillion won for the first time. Growth came mainly from server DDR5 memory sales, while HBM4 shipments have only just begun. The company said AI data cent

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  5. TechSpot

    Sierra Club Estimate: US AI Data Centers Could Add 618 Million Tons of Carbon Emissions by 2030

    The environmental nonprofit Sierra Club, in a report obtained by Bloomberg, estimates that planned AI data centers in the US will add 618 million tons of carbon emissions to the power sector between 2025 and 2030, an increase of 42%, equivalent to reversing 15 years of emissions reductions and bringing the sector's 2030 emissions to 2.1 billion tons. The report also notes that these data centers building their own off-grid power sources could bring more than 460 million tons of additional emissions, roughly equal to Mexico's annual emissions. Forecasts from various institutions vary widely, with the difference between the lowest and highest values exceeding the combined electricity consumption of California and Florida; even under its most pessimistic scenario, Rhodium Group still expects power-sector emissions in 2040 to be 24% lower than in 2025.

    The environmental nonprofit Sierra Club, in a report obtained by Bloomberg, estimates that planned AI data centers in the US will add 618 million tons of carbon emissions to the power sector between 2025 and 2030, an increase of 42%, equivalent to reversing 15 years of emissions reductions and bringing the sector's 2030 emissions to 2.1 billion tons. The report also notes that these data centers building their own off-grid power sources could bring more than 460 million tons of additional emissi

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Wednesday

  1. ElevenLabs Blog

    ElevenLabs Signs MoU with the Government of Karnataka, India, to Bring Voice AI into Public Services

    At its inaugural India Summit, ElevenLabs signed an MoU with the Government of Karnataka, India, to explore the use of voice AI for citizen services, voice security, and voice restoration. The collaboration will begin with pilots in grievance handling, public hotlines, and welfare applications, covering Kannada and the 13 other official Indian languages already supported by the platform. ElevenLabs will also deploy a security framework covering deepfake detection, watermarking, authorization, and voice cloning restrictions, and will provide eligible residents with free lifetime voice reconstruction licenses through the One Million Voices program.

    Smiling man wearing glasses and a black shirt.

    At its inaugural India Summit, ElevenLabs signed an MoU with the Government of Karnataka, India, to explore the use of voice AI for citizen services, voice security, and voice restoration. The collaboration will begin with pilots in grievance handling, public hotlines, and welfare applications, covering Kannada and the 13 other official Indian languages already supported by the platform. ElevenLabs will also deploy a security framework covering deepfake detection, watermarking, authorization, an

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  2. ElevenLabs Blog

    ElevenLabs Releases Forced Alignment Model Cue, Supporting Character-Level Audio Timestamps

    ElevenLabs has released the forced alignment model Cue, which can pinpoint the exact time point for each character in audio and has already been used in the Scribe speech-to-text model family. Cue covers more than 90 benchmark languages, processes recordings of any length in a single pass, and takes about half a second to align 1 hour of audio on production GPUs; on benchmarks across 29 languages, its accuracy is higher than all alignment tools tested by ElevenLabs. The model is also available separately through the Forced Alignment API.

    Cue vs. other aligners across accuracy, latency, language, song, and speed benchmarks.

    ElevenLabs has released the forced alignment model Cue, which can pinpoint the exact time point for each character in audio and has already been used in the Scribe speech-to-text model family. Cue covers more than 90 benchmark languages, processes recordings of any length in a single pass, and takes about half a second to align 1 hour of audio on production GPUs; on benchmarks across 29 languages, its accuracy is higher than all alignment tools tested by ElevenLabs. The model is also available s

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  3. ElevenLabs Blog

    ElevenLabs partners with Spain's adELA to provide free voice restoration for ALS patients

    ElevenLabs announced a partnership with the Spanish ALS association adELA to give ALS patients diagnosed in Spain free access to its voice restoration and preservation technology. This is the first project of the ElevenLabs Impact Program in Spain, and Spain is the first country to offer this technology through a nationwide patient association. Patients whose speech has not yet noticeably changed can record new samples, while those whose speech has changed can upload old recordings to generate their own digital voice. It is estimated that there are approximately 4,000–4,500 ALS patients in Spain, many of whom will eventually lose the ability to speak.

    Two people engaged in a conversation on stage, one holding notes.

    ElevenLabs announced a partnership with the Spanish ALS association adELA to give ALS patients diagnosed in Spain free access to its voice restoration and preservation technology. This is the first project of the ElevenLabs Impact Program in Spain, and Spain is the first country to offer this technology through a nationwide patient association. Patients whose speech has not yet noticeably changed can record new samples, while those whose speech has changed can upload old recordings to generate t

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  4. ElevenLabs Blog

    ElevenLabs: Conversational AI Use Cases and Benefits in Banking

    ElevenLabs has released a guide introducing the use cases and benefits of conversational AI in banking: NLP-based agents can handle routine inquiries, identity verification, and payment disputes 24/7, escalating to a human agent only when they cannot resolve the issue or when the customer requests it. The article compares the differences between IVR, rule-based chatbots, and conversational AI agents, and lists high-value scenarios such as account opening, repayment reminders, dispute intake, and fraud alerts, as well as metrics such as first-contact resolution rate and escalation frequency. Systems need to comply with requirements such as SOC 2 Type II, ISO 27001, and PCI DSS.

    Conversational AI in Banking AI results include 40% fewer calls, 10x faster resolutions, and 35¢ calls.

    ElevenLabs has released a guide introducing the use cases and benefits of conversational AI in banking: NLP-based agents can handle routine inquiries, identity verification, and payment disputes 24/7, escalating to a human agent only when they cannot resolve the issue or when the customer requests it. The article compares the differences between IVR, rule-based chatbots, and conversational AI agents, and lists high-value scenarios such as account opening, repayment reminders, dispute intake, and

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  5. TechSpot

    US Congress questions Delaware proposal to allow AI agents to run companies

    On October 26, US House Oversight Committee Chairman James Comer sent a letter to Delaware Governor Matt Meyer requesting documents related to the proposed "AI company" (AIC), including safety assessments and details of industry participation, and warned that the investigation could push federal legislation to restrict state-level AI initiatives. According to the draft, Delaware would establish a 30-month regulatory sandbox in which AICs could have AI agents handle business decisions without routine human oversight; the company itself could sue and be sued, and its members would generally be exempt from company liability, except in cases such as fraud or intentional violations of law. Andrew Baker, a law professor at the University of California, Berkeley, told the Financial Times that the liability exemption is too broad; Delaware Secretary of State Charuni Patibanda-Sanchez, together with Norm Ai CEO John Nay, presented the proposal in Fortune and mentioned that company formation fees could generate fiscal revenue. The bill is expected to be submitted next year.

    On October 26, US House Oversight Committee Chairman James Comer sent a letter to Delaware Governor Matt Meyer requesting documents related to the proposed "AI company" (AIC), including safety assessments and details of industry participation, and warned that the investigation could push federal legislation to restrict state-level AI initiatives. According to the draft, Delaware would establish a 30-month regulatory sandbox in which AICs could have AI agents handle business decisions without rou

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  6. TechSpot

    US police pull over vehicles based on suspicious driving patterns determined by license plate recognition cameras

    The American Civil Liberties Union (ACLU) has reviewed multiple cases in which police pulled over vehicles based solely on data from automatic license plate recognition (ALPR) cameras such as Flock, with the earliest dating back to 2025. In one case, a woman traveling across state lines was stopped by someone claiming to be an FBI agent who checked her plate, on the grounds that she was from out of state and her itinerary did not match database records; another man was stopped for traveling back and forth between Wisconsin and Michigan, with police suspecting him of trafficking marijuana. This year, an Oklahoma judge called such stops unconstitutional indiscriminate mass surveillance, and a Florida legislator has proposed a bill requiring a search warrant to search ALPR databases.

    The American Civil Liberties Union (ACLU) has reviewed multiple cases in which police pulled over vehicles based solely on data from automatic license plate recognition (ALPR) cameras such as Flock, with the earliest dating back to 2025. In one case, a woman traveling across state lines was stopped by someone claiming to be an FBI agent who checked her plate, on the grounds that she was from out of state and her itinerary did not match database records; another man was stopped for traveling back

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  7. MarkTechPost

    Google DeepMind Releases Genie 4 Real-Time World Model with Native Audio Generation

    Google DeepMind has released the Genie 4 world model as a research preview to trusted testers; it can generate explorable worlds in real time from text and image prompts, and natively generate ambient sound, music, and character dialogue. The model introduces Gemini 3.8 Flash as a planner within the simulation loop, responsible for breaking down goals, inspecting frames, and replanning, which DeepMind calls an early step toward hybrid world models. Genie 4 is hosted only on Google's platform and will later be opened to AI Ultra users and Gemini API partners; all video and audio carry SynthID watermarks.

    Google DeepMind has released the Genie 4 world model as a research preview to trusted testers; it can generate explorable worlds in real time from text and image prompts, and natively generate ambient sound, music, and character dialogue. The model introduces Gemini 3.8 Flash as a planner within the simulation loop, responsible for breaking down goals, inspecting frames, and replanning, which DeepMind calls an early step toward hybrid world models. Genie 4 is hosted only on Google's platform and

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  8. MarkTechPost

    Polymathic AI and Princeton University Release FlashMap: Achieving 6.14x LLM Decoding Speedup with a Flow-Mapping Drafter

    Polymathic AI, Princeton University, and other institutions have released FlashMap, which replaces discrete diffusion drafters with continuous flow mapping to draft a complete block of 16 tokens in a single forward pass. On Qwen3-8B, it achieves up to 6.14x lossless speedup on GSM8K at temperature 0, with the drafter having only 0.5B parameters. The drafter weights for Qwen3-8B and Qwen3-4B are now available on Hugging Face, along with vLLM and SGLang plugins.

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Thursday

  1. ElevenLabs Blog

    ElevenLabs Releases Sound Effects Model SFX v3, Now Live on ElevenCreative and ElevenAPI

    ElevenLabs has released its next-generation sound effects model SFX v3, now live on ElevenCreative and ElevenAPI. According to the company, in benchmark tests it handles prompts describing multiple sounds more reliably than SFX v2, generates music and voices more convincingly, and produces less noise in sound effects such as gongs, bells, and whistles. Users can generate sound effects via text prompts in Flows, the Sound Effects tab, Studio, and Music Editor, and developers can access it through ElevenAPI.

    Portrait of a young woman with long dark hair wearing a light blue top.

    ElevenLabs has released its next-generation sound effects model SFX v3, now live on ElevenCreative and ElevenAPI. According to the company, in benchmark tests it handles prompts describing multiple sounds more reliably than SFX v2, generates music and voices more convincingly, and produces less noise in sound effects such as gongs, bells, and whistles. Users can generate sound effects via text prompts in Flows, the Sound Effects tab, Studio, and Music Editor, and developers can access it through

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  2. ElevenLabs Blog

    ElevenLabs Explains Turn-Taking in Conversational AI: How Voice Agents Decide When to Speak

    ElevenLabs has released a user guide explaining turn-taking in conversational AI: the model must switch among three actions—replying, holding the floor, and listening to silence—relying on adaptive timing, VAD, and semantic analysis to determine whether the user has finished speaking, rather than depending on a fixed silence timer. When Eleven v4 Turbo is paired with ElevenAgents, the median latency from request to audible speech is 142 ms. Engineering teams can measure conversational fluency using response latency and interruption rate.

    Voice agents decide to reply, hold the floor, or listen—not merely detect speech.

    ElevenLabs has released a user guide explaining turn-taking in conversational AI: the model must switch among three actions—replying, holding the floor, and listening to silence—relying on adaptive timing, VAD, and semantic analysis to determine whether the user has finished speaking, rather than depending on a fixed silence timer. When Eleven v4 Turbo is paired with ElevenAgents, the median latency from request to audible speech is 142 ms. Engineering teams can measure conversational fluency us

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  3. TechSpot

    Check Point Turns Network Firewalls into a Cloud Subscription Service

    Check Point launches Firewall-as-a-Subscription, turning network firewalls into a cloud subscription service. Customers no longer need to purchase hardware devices upfront, but must commit to at least 36 months. The service is based on its latest firewall platform R82.20 and includes an agentic console for managing firewall devices and services, Force hardware firewalls, SandBlast's AI threat protection, and instant security updates. Check Point says the move is intended to address emerging threats brought by AI agents and to lower the barrier for enterprises to upgrade with a predictable monthly fee.

    Check Point launches Firewall-as-a-Subscription, turning network firewalls into a cloud subscription service. Customers no longer need to purchase hardware devices upfront, but must commit to at least 36 months. The service is based on its latest firewall platform R82.20 and includes an agentic console for managing firewall devices and services, Force hardware firewalls, SandBlast's AI threat protection, and instant security updates. Check Point says the move is intended to address emerging thre

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  4. MarkTechPost

    MiniMax Open-Sources MCode Stack: 17 Agent Skills and 5 Checklists

    On October 28, MiniMax open-sourced MCode Stack under the MIT license, including the 17 SKILL.md skills and 5 checklists its team used to build MiniMax Code, but not the MiniMax Code source code. The skills are grouped into planning and decomposition, context and tools, long sessions and commands, review, and experiments and hotfixes, among which independent-review provides reviewers only with the diff, requirements, and test results. It can be installed into MiniMax Code by copying the skill directories, via a local plugin, or through the plugin marketplace, and can also be installed in Claude Code with /plugin marketplace add MiniMax-AI/mcode-stack; the original article did not publish evaluation results.

    On October 28, MiniMax open-sourced MCode Stack under the MIT license, including the 17 SKILL.md skills and 5 checklists its team used to build MiniMax Code, but not the MiniMax Code source code. The skills are grouped into planning and decomposition, context and tools, long sessions and commands, review, and experiments and hotfixes, among which independent-review provides reviewers only with the diff, requirements, and test results. It can be installed into MiniMax Code by copying the skill di

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  5. MarkTechPost

    NVIDIA Releases Nemotron 3.5 Transcribe: An Open-Source 30B MoE Speech Model…

    NVIDIA has released Nemotron 3.5 Transcribe, an open-weight large speech model that supports 40 languages and up to 1 hour of audio per pass, and can select output formats such as verbatim, written, speaker-labeled, contextual, and translation via text instructions. The model has approximately 34B total parameters and about 4.3B activated parameters, adopts a hybrid Mamba-Transformer MoE architecture, can run in BF16 on a single H100 80GB, and the NVFP4 version at about 21GB can run on an RTX 5090. NVIDIA self-reports an average WER of 4.71% across 9 public English Open ASR test sets, the best result among open-weight models, though commercial APIs still lead; its shortcomings are that it only supports offline operation, and the Chinese far-field meeting cpCER is 34.95%.

    NVIDIA has released Nemotron 3.5 Transcribe, an open-weight large speech model that supports 40 languages and up to 1 hour of audio per pass, and can select output formats such as verbatim, written, speaker-labeled, contextual, and translation via text instructions. The model has approximately 34B total parameters and about 4.3B activated parameters, adopts a hybrid Mamba-Transformer MoE architecture, can run in BF16 on a single H100 80GB, and the NVFP4 version at about 21GB can run on an RTX 50

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  6. MarkTechPost

    AssemblyAI Releases Its First Speech Synthesis Model, AssemblyAI-TTS-1, at $15 per Million Characters

    AssemblyAI has released its first text-to-speech model, AssemblyAI-TTS-1, and officially opened it up, targeting real-time telephony voice agents, priced at $15 per million characters, with no annual contracts and no concurrency tiers. The model is offered only as a hosted API in us-east-1 and eu-north-1, supports HTTP, WebSocket and OpenAI-compatible interfaces, and comes with more than 4,000 voices, instant voice cloning and 6 languages. The vendor's own testing shows 93.7% entity accuracy and a median time to first byte of 47 ms, but Cekura's independent benchmark measured 159 ms streaming latency and 81.5% reading accuracy, and at launch it does not yet support SSML, speaking-rate control or emotion tags.

    AssemblyAI has released its first text-to-speech model, AssemblyAI-TTS-1, and officially opened it up, targeting real-time telephony voice agents, priced at $15 per million characters, with no annual contracts and no concurrency tiers. The model is offered only as a hosted API in us-east-1 and eu-north-1, supports HTTP, WebSocket and OpenAI-compatible interfaces, and comes with more than 4,000 voices, instant voice cloning and 6 languages. The vendor's own testing shows 93.7% entity accuracy and

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  7. MarkTechPost

    Infini-AI-Lab open-sources the Hermit harness adapter framework

    Infini-AI-Lab has released the open-source framework Hermit, which adapts AI agents by training external harness adapters while keeping the model and harness frozen; v0.1.0 was released on October 25, 2026. The framework is implemented in Python under the Apache-2.0 license and can be installed via pip install hermit-harness, and it includes five evolution methods: GEPA, SkillOpt, MetaWorld Model, Harness², and Continual Harness. On GLM 5.3 Flash, the MWM adapter achieved 0.795 accuracy on the CL-Bench database exploration task, higher than the in-context baseline of 0.580, but most results are self-reported data from a single run.

    Infini-AI-Lab has released the open-source framework Hermit, which adapts AI agents by training external harness adapters while keeping the model and harness frozen; v0.1.0 was released on October 25, 2026. The framework is implemented in Python under the Apache-2.0 license and can be installed via pip install hermit-harness, and it includes five evolution methods: GEPA, SkillOpt, MetaWorld Model, Harness², and Continual Harness. On GLM 5.3 Flash, the MWM adapter achieved 0.795 accuracy on the C

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