FlexAI frames itself as a platform-as-a-service for AI teams that need to train, fine-tune, and serve models without turning every ML sprint into MLOps firefighting. The idea is workload right-sizing: pick the smallest viable cluster shape for each job, reduce idle GPU time, and keep iteration loops tight, with a stated goal of cutting typical costs to around 30% while improving time-to-train for real projects. https://www.flex.ai/

—
HDMI® Technology is the foundation for the worldwide ecosystem of HDMI-connected devices; integrated with displays, set-top boxes, laptops, audio video receivers and other product types. Because of this global usage, manufacturers, resellers, integrators and consumers must be assured that their HDMI® products work seamlessly together and deliver the best possible performance by sourcing products from licensed HDMI Adopters or authorized resellers. For HDMI Cables, consumers can look for the official HDMI® Cable Certification Labels on packaging. Innovation continues with the latest HDMI 2.2 Specification that supports higher 96Gbps bandwidth and next-gen HDMI Fixed Rate Link technology to provide optimal audio and video for a wide range of device applications. Higher resolutions and refresh rates are supported, including up to 12K@120 and 16K@60. Additionally, more high-quality options are supported, including uncompressed full chroma formats such as 8K@60/4:4:4 and 4K@240/4:4:4 at 10-bit and 12-bit color.
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On the training path, you connect a GitHub repo, point to your requirements file and entry point, then choose node count and accelerator count. Instead of manually aligning drivers, CUDA, PyTorch builds, containers, and dependency pinning, FlexAI automates the environment so scaling from 8 GPUs to 16 is a config edit rather than a re-install cycle. The platform is described as deployable across regions (including France and the US) and able to run on AWS, GCP, or Azure when you want it inside your broader stack.

Inference gets treated like a sizing and orchestration problem rather than “pick a GPU and hope”: an Inference Sizer asks for throughput targets (requests per second), token sizes, and model class, then recommends GPU SKU and GPU count based on benchmarking. The demo highlights fractional GPUs (down to slices such as 1/7), autoscaling bounds, and an OpenAI-compatible API endpoint you can drop into an app, plus built-in observability for latency, throughput, and utilization as a single metric.

A practical driver here is the move away from frontier-model APIs once cost curves and hallucination risk become product liability: teams start with hosted endpoints, then migrate to fine-tuned open models (or train from scratch for narrow domains like space, legal, or healthcare) where behavior, evaluation, and data control matter. Filmed at Web Summit Lisbon 2025, the interview also sketches FlexAI’s company arc: a public $30M seed round (Alpha Intelligence Capital, Elaia, Heartcore), a roughly 30-person team spread across France, India, and the US, and plans to build more community presence via Station F in Paris in January.

The longer-term bet is heterogeneous compute without lock-in: support for multiple GPU families (NVIDIA H100/H200 and newer Blackwell-era options like GB200/B200, plus AMD paths such as MI300-class inference), and the ability to route workloads across clouds while keeping the developer surface area stable. Combine that with utilization-driven scheduling and you can imagine carbon-aware placement — steering big training runs to cheaper, lower-carbon grids when deadlines allow — without forcing a rewrite of pipelines, which is the strategic path.

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OneDonate is a mobile-first platform founded by Arijit to make donating feel as quick as any other in-app transaction: donors browse charities by category (health, environment, mental health, sport and more) and can complete a donation in a few taps, while charities sit inside a shared discovery layer instead of sending supporters through long web forms, logins, and repeated data entry. https://onedonate.co.uk/

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HDMI® Technology is the foundation for the worldwide ecosystem of HDMI-connected devices; integrated with displays, set-top boxes, laptops, audio video receivers and other product types. Because of this global usage, manufacturers, resellers, integrators and consumers must be assured that their HDMI® products work seamlessly together and deliver the best possible performance by sourcing products from licensed HDMI Adopters or authorized resellers. For HDMI Cables, consumers can look for the official HDMI® Cable Certification Labels on packaging. Innovation continues with the latest HDMI 2.2 Specification that supports higher 96Gbps bandwidth and next-gen HDMI Fixed Rate Link technology to provide optimal audio and video for a wide range of device applications. Higher resolutions and refresh rates are supported, including up to 12K@120 and 16K@60. Additionally, more high-quality options are supported, including uncompressed full chroma formats such as 8K@60/4:4:4 and 4K@240/4:4:4 at 10-bit and 12-bit color.
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Product-wise, it behaves like a searchable charity directory plus a lightweight checkout and record system. Users can filter by cause, set preferences, keep a donation-history ledger, and (where applicable) follow UK-style flows such as Gift Aid. Critically, OneDonate states it doesn’t handle the money itself: payments are processed by external providers and routed directly to the selected charity, with emphasis on secure, PCI-compliant gateways and separation of donor financial data from charity ops today.

A core idea is closing the feedback loop between donors and organisations. On the donor side that means impact-style updates and a sense of connection to a cause; on the charity side it means analytics around who is donating, what categories convert, and which cohorts are showing up. The conversation was filmed at Web Summit Lisbon 2025, and the “billionaire budget” example hints at programmable giving: set a fixed budget and auto-allocate across multiple causes rather than making a single manual choice there.

The business model is positioned as fee transparency instead of tip prompts. OneDonate talks about a disclosed platform fee around 3.5%, aiming to reduce the effective “extra” people pay on top of a donation and keep more money predictable for organisations, especially smaller charities trying to expand reach to Gen Z. The team described a recent UK go-live and a push to onboard more European charities into the same ecosystem here.

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Launchify (sometimes styled Launchyfi) describes an “AI go-to-market engineer”: an agentic layer that can plan, run, and optimize a startup’s GTM motion from a chat-style prompt interface, instead of hiring a dedicated GTM engineer or stitching together an agency plus a chaotic toolchain. The emphasis is operating the revenue engine end-to-end, with specialist agents that connect to your stack and execute repeatable plays while founders stay focused on product and customer discovery. https://launchyfi.com/

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HDMI® Technology is the foundation for the worldwide ecosystem of HDMI-connected devices; integrated with displays, set-top boxes, laptops, audio video receivers and other product types. Because of this global usage, manufacturers, resellers, integrators and consumers must be assured that their HDMI® products work seamlessly together and deliver the best possible performance by sourcing products from licensed HDMI Adopters or authorized resellers. For HDMI Cables, consumers can look for the official HDMI® Cable Certification Labels on packaging. Innovation continues with the latest HDMI 2.2 Specification that supports higher 96Gbps bandwidth and next-gen HDMI Fixed Rate Link technology to provide optimal audio and video for a wide range of device applications. Higher resolutions and refresh rates are supported, including up to 12K@120 and 16K@60. Additionally, more high-quality options are supported, including uncompressed full chroma formats such as 8K@60/4:4:4 and 4K@240/4:4:4 at 10-bit and 12-bit color.
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The workflow starts with deep CRM integration, treating the CRM as the source of truth for first-party pipeline data. Launchify analyzes historical deals to infer your actual ICP (not the aspirational one), then expands into firmographics like vertical, company size, and revenue bands. It also builds persona-level buyer maps (Head of Support, CMO, VP Sales, etc.), capturing pain points, motivations, KPIs, and common objections so targeting and messaging are grounded in proof.

From there, execution is framed as orchestration across sales-tech primitives: prospecting, enrichment, sequencing, and multichannel outreach. In practice that means automating lead discovery, attaching contact data, and running outbound via email plus LinkedIn automation, with guardrails around deliverability limits and LinkedIn throttling. The product focus in this clip is B2B SaaS outbound rather than paid acquisition, so signal-led segmentation and pipeline hygiene become the raw material for the agent.

Zooming out, the interview frames GTM engineering as a shift away from spray-and-pray volume toward a measurable system that continuously refines ICP and adapts to market signals. This was filmed at Web Summit Lisbon 2025, where the team talked about building in stealth, opening a waitlist, and onboarding startups in cohorts after the event at the booth.

For technical founders, the most useful lens is RevOps plus automation: clean objects, consistent stage definitions, and tight feedback loops determine whether an AI agent can create pipeline rather than activity. The evaluation is straightforward—conversion by persona, win-rate by segment, pipeline velocity, and CAC payback—while keeping human review for compliance, consent, and brand voice so execution stays aligned with intent and value.

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Unicorn Factory Lisboa is a Lisbon City Hall-backed innovation hub that helps founders move from idea to revenue to international scale, without having to “figure out the ecosystem” alone. It blends incubation and acceleration with practical support like pitch preparation, hiring playbooks, mentor access, and investor introductions, and it reports supporting over 1,000 startups and helping teams raise over €1B across its network. https://unicornfactorylisboa.com/

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HDMI® Technology is the foundation for the worldwide ecosystem of HDMI-connected devices; integrated with displays, set-top boxes, laptops, audio video receivers and other product types. Because of this global usage, manufacturers, resellers, integrators and consumers must be assured that their HDMI® products work seamlessly together and deliver the best possible performance by sourcing products from licensed HDMI Adopters or authorized resellers. For HDMI Cables, consumers can look for the official HDMI® Cable Certification Labels on packaging. Innovation continues with the latest HDMI 2.2 Specification that supports higher 96Gbps bandwidth and next-gen HDMI Fixed Rate Link technology to provide optimal audio and video for a wide range of device applications. Higher resolutions and refresh rates are supported, including up to 12K@120 and 16K@60. Additionally, more high-quality options are supported, including uncompressed full chroma formats such as 8K@60/4:4:4 and 4K@240/4:4:4 at 10-bit and 12-bit color.
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In this short walkthrough, you see how the booth acts as a live showroom for a rotating cohort of startups, typically spanning pre-seed through post-seed and up to Series A. The team frames the space as a place to make the ecosystem legible: founders can demo products, meet partners, and join roundtables with public and private stakeholders who shape Lisbon’s startup pipeline here.

The conversation also shows how the event moment is used to amplify year-round programs, including an 8-month Scaling Up track aimed at post-seed scaleups with product–market fit, revenue signals, and an international growth plan. Filmed at Web Summit Lisbon 2025, it captures the “innovation week” dynamic where municipal actors, ecosystem builders, and founders cross-pollinate quickly around funding, GTM strategy, and org design for growth.

What comes through is a public-private model for startup enablement: city-led convening power paired with operator-grade acceleration, plus thematic tracks that connect startups to sector partners (for example Net Zero and health-focused initiatives). If you are building in Europe, the clip is a concise look at how a city tries to turn community, capital, and capability-building into repeatable startup momentum at work.

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Chatronix is a multi-model chat workspace that runs one prompt through a bundle of leading LLMs in parallel (they describe it as “for the price of ChatGPT, you get six models at once”), then synthesizes a single merged output they call One Perfect Answer. The idea is classic model-ensemble orchestration: keep diversity (different reasoning styles, tool use, and web-search behaviors) while using aggregation to smooth out single-model failure modes like brittle logic, missing context, or hallucination. https://chatronix.ai/

—
HDMI® Technology is the foundation for the worldwide ecosystem of HDMI-connected devices; integrated with displays, set-top boxes, laptops, audio video receivers and other product types. Because of this global usage, manufacturers, resellers, integrators and consumers must be assured that their HDMI® products work seamlessly together and deliver the best possible performance by sourcing products from licensed HDMI Adopters or authorized resellers. For HDMI Cables, consumers can look for the official HDMI® Cable Certification Labels on packaging. Innovation continues with the latest HDMI 2.2 Specification that supports higher 96Gbps bandwidth and next-gen HDMI Fixed Rate Link technology to provide optimal audio and video for a wide range of device applications. Higher resolutions and refresh rates are supported, including up to 12K@120 and 16K@60. Additionally, more high-quality options are supported, including uncompressed full chroma formats such as 8K@60/4:4:4 and 4K@240/4:4:4 at 10-bit and 12-bit color.
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In the demo, Andy (founding CPO) explains that Chatronix intentionally avoids “rating” models head-to-head, since they partner with providers; instead you either pick an individual engine output or rely on the merged response. Under the hood, this implies a proprietary arbitration layer that does response distillation, redundancy checking, and summarization across multiple candidate answers, with an emphasis on concise, decision-ready text rather than a long transcript-like dump of tokens over time.

The UI concept is simple but practical for power users: model tabs/icons let you inspect each engine’s response (they call out DeepSeek for longer-form replies, plus options like Gemini and Perplexity), and the merged answer is positioned as the default when you want a compressed takeaway. They also mention attachment support, including images, where only a subset of the connected models may be routed vision inputs depending on capability and cost, which is a common constraint in multi-LLM routing pipelines today.

Pricing and go-to-market are framed as consumer-first: about $25/month, reportedly live with early paying users after a mid-year launch, and they’re looking for seed funding after bootstrapping. A key detail is customization: if you want longer or more structured output, you steer it with prompting, and the “six answers + merged answer” pattern gives you a built-in range of styles for the same request. The interview itself was filmed on the Web Summit show floor in Lisbon, with the product positioned as a general-purpose B2C layer for anyone juggling multiple LLM subscriptions in daily work.

Stepping back, Chatronix fits into a fast-growing category of LLM aggregators that sit above vendors and sell workflow: parallel inference, comparative viewing, synthesis, and a consistent history across models. The interesting technical tension is cost vs quality: “highest-tier everything” is expensive, so the platform has to choose model versions, route selectively, and keep latency predictable while still making the merged answer feel more reliable than any single engine alone, even when prompts vary widely across tasks here.

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Talma describes itself as an HR copilot that “clones” a talent acquisition team: an AI agent sits between a hiring company and the market, helping source, interview, and score candidates so early-stage teams can scale without turning recruiting into a full-time fire drill. It’s positioned for startups and scaleups, but also for freelance recruiters who want repeatable, automated pipelines across European hubs like Paris, Berlin, and Barcelona. https://talma.ai/

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HDMI® Technology is the foundation for the worldwide ecosystem of HDMI-connected devices; integrated with displays, set-top boxes, laptops, audio video receivers and other product types. Because of this global usage, manufacturers, resellers, integrators and consumers must be assured that their HDMI® products work seamlessly together and deliver the best possible performance by sourcing products from licensed HDMI Adopters or authorized resellers. For HDMI Cables, consumers can look for the official HDMI® Cable Certification Labels on packaging. Innovation continues with the latest HDMI 2.2 Specification that supports higher 96Gbps bandwidth and next-gen HDMI Fixed Rate Link technology to provide optimal audio and video for a wide range of device applications. Higher resolutions and refresh rates are supported, including up to 12K@120 and 16K@60. Additionally, more high-quality options are supported, including uncompressed full chroma formats such as 8K@60/4:4:4 and 4K@240/4:4:4 at 10-bit and 12-bit color.
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A key theme is methodology over hype: before you search profiles or open an ATS, you write the role brief, define competencies, and build a scorecard that turns “gut feel” hiring into structured evaluation. That scorecard becomes the backbone for consistent screening questions, calibrated interviewer feedback, and faster decisions—especially when the first hires set the trajectory for the next year.

Technically, this kind of copilot usually blends LLM-driven conversation, semantic matching (embeddings), and retrieval over job requirements, candidate profiles, and prior feedback to keep context tight. The practical wins are automated outreach, pre-screens, scheduling, interview-note synthesis, and ranking summaries—while keeping a human-in-the-loop for final decisions, bias checks, and compliance needs like consent, audit trails, and GDPR limits. This interview was filmed at Web Summit Lisbon 2025, and the pitch is clearly about making structured hiring easier to run at speed, done right.

The value proposition is less “replace recruiters” and more “compress time-to-hire and reduce variance”: fewer missed signals, fewer unstructured interviews, and clearer trade-offs when comparing candidates. If Talma plugs cleanly into the tools teams already use (calendar, ATS/CRM, email) and keeps scoring transparent, it becomes a leverage layer for lean teams hiring across markets and time zones, without losing the human judgment that makes a hire stick.

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EatingAI is a voice-first nutrition companion that turns meal tracking into a short conversation with a mascot called AO, aiming to reduce the friction of classic food diaries. The pitch is “Duolingo for nutrition”: quick daily check-ins, small corrections, and consistency-focused habit formation rather than obsessive manual entry. https://eatingai.com/

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HDMI® Technology is the foundation for the worldwide ecosystem of HDMI-connected devices; integrated with displays, set-top boxes, laptops, audio video receivers and other product types. Because of this global usage, manufacturers, resellers, integrators and consumers must be assured that their HDMI® products work seamlessly together and deliver the best possible performance by sourcing products from licensed HDMI Adopters or authorized resellers. For HDMI Cables, consumers can look for the official HDMI® Cable Certification Labels on packaging. Innovation continues with the latest HDMI 2.2 Specification that supports higher 96Gbps bandwidth and next-gen HDMI Fixed Rate Link technology to provide optimal audio and video for a wide range of device applications. Higher resolutions and refresh rates are supported, including up to 12K@120 and 16K@60. Additionally, more high-quality options are supported, including uncompressed full chroma formats such as 8K@60/4:4:4 and 4K@240/4:4:4 at 10-bit and 12-bit color.
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The core interaction is a conversational UX: automatic speech recognition (ASR) captures what you ate, natural-language understanding maps it to structured foods and portions, and a nutrition database can translate that into estimated macros plus pattern-level signals (protein distribution, fiber density, ultra-processed frequency). The app also leans into multimodal capture (voice and photo) and then closes the loop with feedback, tips, and reminders that feel closer to a chat agent than a spreadsheet today.

In the interview, the team says the app is already live on the App Store and Google Play, and that they launched only a couple of days before the event to put it in real hands and watch where users get stuck. They’re building from Chișinău (Moldova) with a London HQ, and were talking about raising €500K to fund iteration, onboarding polish, and data-quality work that matters a lot in nutrition coaching here.

This space is crowded, and the hard parts aren’t just model choice: it’s measurement error, bias toward calorie-restriction, and handling sensitive health data responsibly (clear “not medical advice” boundaries, privacy-by-design, and sensible defaults). The conversation was recorded at Web Summit Lisbon 2025, and it’s a good snapshot of how voice agents, gamified nudges, and personalization are being combined to make nutrition logging feel lighter while still staying useful in a real day-to-day video.

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This video was filmed using the DJI Pocket 3 ($669 at https://amzn.to/4aMpKIC using the dual wireless DJI Mic 2 microphones with the DJI lapel microphone https://amzn.to/3XIj3l8 ), watch all my DJI Pocket 3 videos here https://www.youtube.com/playlist?list=PL7xXqJFxvYvhDlWIAxm_pR9dp7ArSkhKK

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Moment is a smartphone app that frames itself as a “Shazam for stress detection”: instead of reviewing your day after you’ve already spiraled, it tries to catch stress as it forms and nudge you back to baseline in real time. The core idea is multimodal sensing—natural language processing on spoken voice plus biometrics like heart rate from a smartwatch—so the system can estimate an “in-the-moment” emotional state and trigger a gentle haptic prompt to breathe, slow down, or reset. https://feelthemoment.ai/

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HDMI® Technology is the foundation for the worldwide ecosystem of HDMI-connected devices; integrated with displays, set-top boxes, laptops, audio video receivers and other product types. Because of this global usage, manufacturers, resellers, integrators and consumers must be assured that their HDMI® products work seamlessly together and deliver the best possible performance by sourcing products from licensed HDMI Adopters or authorized resellers. For HDMI Cables, consumers can look for the official HDMI® Cable Certification Labels on packaging. Innovation continues with the latest HDMI 2.2 Specification that supports higher 96Gbps bandwidth and next-gen HDMI Fixed Rate Link technology to provide optimal audio and video for a wide range of device applications. Higher resolutions and refresh rates are supported, including up to 12K@120 and 16K@60. Additionally, more high-quality options are supported, including uncompressed full chroma formats such as 8K@60/4:4:4 and 4K@240/4:4:4 at 10-bit and 12-bit color.
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Under the hood, this sits in the affective-computing space: speech emotion recognition using vocal biomarkers (prosody, speech rate, pitch dynamics, pause patterns) combined with physiological signals such as heart rate and heart-rate variability, fused into a single stress/trigger signal. A useful way to think about it is a just-in-time adaptive intervention pipeline: sense → infer → intervene → learn, updating around your personal baseline rather than a generic population average. The interview was filmed at Web Summit Lisbon 2025, and it focuses on making that loop feel immediate and practical in daily life, not clinical or heavy loop.

A second layer is reflective analytics: the dashboard highlights patterns like “defensive” communication, correlating moments in your speech with spikes in biometrics so you can see what tends to trigger you. Instead of sending you to search the internet, the app concept is to deliver curated, situation-specific coaching content—micro-guidance tied to the detected pattern—plus an “emotional intelligence” score you can review for a workday window like 9-to-5 work.

The team says they’re actively looking for collaboration partners—developers working on NLP, wearable biometrics, and AI modeling—to improve accuracy, personalization, and product readiness over the next months before engaging investors. For something that listens and infers mental state, the hard problems are also the important ones: privacy-by-design, explicit consent, safe data handling, false positives, and bias across accents and cultures, alongside validation against real-world ground truth rather than demos alone, with care.

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AISYS (by Auditeste) is an AI-driven documentation assistant that plugs directly into Jira and Azure DevOps to turn conversations into structured delivery artifacts: epics, user stories, acceptance criteria, test cases, and test scenarios. The core idea is “meeting-to-backlog” automation: you capture a discussion, transcribe it, and AISYS maps the intent into work items and QA documentation so teams spend less time rewriting the same context across tools. https://auditeste.com/aisys/en

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HDMI® Technology is the foundation for the worldwide ecosystem of HDMI-connected devices; integrated with displays, set-top boxes, laptops, audio video receivers and other product types. Because of this global usage, manufacturers, resellers, integrators and consumers must be assured that their HDMI® products work seamlessly together and deliver the best possible performance by sourcing products from licensed HDMI Adopters or authorized resellers. For HDMI Cables, consumers can look for the official HDMI® Cable Certification Labels on packaging. Innovation continues with the latest HDMI 2.2 Specification that supports higher 96Gbps bandwidth and next-gen HDMI Fixed Rate Link technology to provide optimal audio and video for a wide range of device applications. Higher resolutions and refresh rates are supported, including up to 12K@120 and 16K@60. Additionally, more high-quality options are supported, including uncompressed full chroma formats such as 8K@60/4:4:4 and 4K@240/4:4:4 at 10-bit and 12-bit color.
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In the interview, the focus is on practical QA and DevOps workflow friction: requirements drift, missing traceability, and the rework that happens when documentation lags behind implementation. AISYS is positioned as a natural-language interface, so PMs, QA engineers, and developers can generate or update artifacts without needing strict templates or tool-specific syntax, while still landing everything in the right Jira issue types or Azure DevOps work items today.

Commercially, they mention a subscription model aimed at small teams first: around €60/month in Europe for a five-user team, with tiering for larger groups. They also say it launched in Brazil recently and is now being introduced to European users, with Auditeste operating across Brazil and maintaining presence in Lisbon and Florida, and this segment was filmed at Web Summit Lisbon 2025 in a booth setting for quick product context.

If you already run agile ceremonies (standups, refinement, retro) and you rely on Jira or Azure DevOps as the system of record, AISYS is essentially trying to compress the gap between spoken intent and auditable artifacts: requirements, tests, and technical notes that stay aligned with the backlog. The value proposition isn’t “more text”, but tighter linkage between decisions, implementation, and QA evidence, with less manual copy/paste and fewer lost details in chat threads or slide decks, which is what many teams are fighting with here.

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InvestQatar presents Startup Qatar as an on-ramp for founders who want to set up, hire, and pilot products in Qatar, with a “single umbrella” approach that connects capital, licensing, and relocation. The emphasis is removing friction in the first months: clearer pathways for entrepreneur onboarding, local stakeholder access, and a place to validate early customer deployments. https://startupqatar.qa/

—
HDMI® Technology is the foundation for the worldwide ecosystem of HDMI-connected devices; integrated with displays, set-top boxes, laptops, audio video receivers and other product types. Because of this global usage, manufacturers, resellers, integrators and consumers must be assured that their HDMI® products work seamlessly together and deliver the best possible performance by sourcing products from licensed HDMI Adopters or authorized resellers. For HDMI Cables, consumers can look for the official HDMI® Cable Certification Labels on packaging. Innovation continues with the latest HDMI 2.2 Specification that supports higher 96Gbps bandwidth and next-gen HDMI Fixed Rate Link technology to provide optimal audio and video for a wide range of device applications. Higher resolutions and refresh rates are supported, including up to 12K@120 and 16K@60. Additionally, more high-quality options are supported, including uncompressed full chroma formats such as 8K@60/4:4:4 and 4K@240/4:4:4 at 10-bit and 12-bit color.
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A core theme is compute and connectivity capacity: Qatar is positioning itself around hyperscale cloud availability and modern data-center infrastructure, so startups can run AI, fintech, and other regulated workloads while meeting data-residency and latency requirements. The interview points to the Microsoft Azure cloud region in Qatar and the Google Cloud Doha region as foundational layers, and links that to grid planning and large solar buildouts tied to a 2030 renewable-energy goal of roughly 25% for national power.

On the operational side, immigration is treated like a product surface. Hayya, described as a Ministry of Interior digital platform, is positioned as a one-stop flow for entry support, visa processes, and practical newcomer guidance. Qatar Development Bank is framed as the funding and mentorship rail for entrepreneurs, and these pieces are shown in a booth walkthrough that was filmed at Web Summit Lisbon 2025 there.

Instead of “finding” unicorns, the framing is “growing” them by using Qatar as a controlled test market: come in, pilot with local partners, iterate, then expand outward from a Gulf base. The booth gives concrete examples across verticals: a buy-now-pay-later fintech endorsed by the Qatar Central Bank, a games studio that joined the first Startup Qatar cohort and has operated in-country for about a year, and a locally formed healthtech startup aiming to scale.

The broader backdrop is post–World Cup infrastructure reuse: metro, expanded airport capacity, more housing stock, and an airline network that makes regional access practical from Doha. Qatar Science and Technology Park is positioned as an incubation and accelerator hub with multinational adjacency, while Web Summit Qatar is framed as a fast-growing founder and investor node reinforcing the ecosystem hub.

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LifestyleCamper is a Ukrainian manufacturer of on-road and off-road camper trailers, focused on compact, towable builds for travel and outdoor use, with Ukrainian and European certifications and active work toward US and Canadian approvals. In the interview, Victoria frames the brand around export readiness: configurable builds, dealer-driven distribution, and a product line that can scale beyond one region. https://lifestylecamper.ua/

—
HDMI® Technology is the foundation for the worldwide ecosystem of HDMI-connected devices; integrated with displays, set-top boxes, laptops, audio video receivers and other product types. Because of this global usage, manufacturers, resellers, integrators and consumers must be assured that their HDMI® products work seamlessly together and deliver the best possible performance by sourcing products from licensed HDMI Adopters or authorized resellers. For HDMI Cables, consumers can look for the official HDMI® Cable Certification Labels on packaging. Innovation continues with the latest HDMI 2.2 Specification that supports higher 96Gbps bandwidth and next-gen HDMI Fixed Rate Link technology to provide optimal audio and video for a wide range of device applications. Higher resolutions and refresh rates are supported, including up to 12K@120 and 16K@60. Additionally, more high-quality options are supported, including uncompressed full chroma formats such as 8K@60/4:4:4 and 4K@240/4:4:4 at 10-bit and 12-bit color.
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What they show on the stand is the practical side of small-form-factor camping: an add-on tent that expands sleeping capacity, plus an awning and color customization so the same chassis can fit different use cases. Outside the booth talk, the company’s lineup is often described in teardrop/off-road categories (including models such as X-Line, SteelDrop, and SimpleDrop), which signals a design approach optimized for aerodynamics, towing stability, and fast setup at the campsite or trailhead on rougher road.

The most interesting twist is their newer “tiny house” concept: a 21 m² compact home pitched as fully functional (dishwasher, washing machine, bathroom), presented as usable as-is rather than a fold-out gimmick. It’s also positioned as energy-aware, with solar panels and an EcoFlow-based battery + charging setup to support off-grid loads, and they quote an all-in price around €80k depending on region and configuration. This segment was filmed at Web Summit Lisbon 2025, where the “camper vs tiny-home” boundary gets treated more like a continuum than a strict product split there.

Operationally, they describe meaningful production for a niche manufacturer: founded in 2019, around 50 people in Ukraine, roughly 150 campers per year, and a dealer footprint reaching 25+ countries (with an aim to deepen coverage, especially in North America). The near-term roadmap is a larger camper with an integrated bathroom, sleeping area, and a kitchen accessible from both inside and outside, planned for an early-summer reveal, which is the kind of feature set that can shift a trailer from weekend gear toward real micro-living next.

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Ketrone is a Dubai-based legal AI platform aiming to cover an end-to-end workflow for lawyers and in-house legal teams, from drafting and redrafting contracts to building litigation, evidence, and case strategy. The framing is that legal work is becoming more AI-assisted: software can handle search, synthesis, and first-pass drafting so humans spend time on judgment, negotiation posture, and risk calls. https://www.ketrone.io

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HDMI® Technology is the foundation for the worldwide ecosystem of HDMI-connected devices; integrated with displays, set-top boxes, laptops, audio video receivers and other product types. Because of this global usage, manufacturers, resellers, integrators and consumers must be assured that their HDMI® products work seamlessly together and deliver the best possible performance by sourcing products from licensed HDMI Adopters or authorized resellers. For HDMI Cables, consumers can look for the official HDMI® Cable Certification Labels on packaging. Innovation continues with the latest HDMI 2.2 Specification that supports higher 96Gbps bandwidth and next-gen HDMI Fixed Rate Link technology to provide optimal audio and video for a wide range of device applications. Higher resolutions and refresh rates are supported, including up to 12K@120 and 16K@60. Additionally, more high-quality options are supported, including uncompressed full chroma formats such as 8K@60/4:4:4 and 4K@240/4:4:4 at 10-bit and 12-bit color.
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A key angle is “global-minded” practice: lawyers licensed in one jurisdiction but working across borders can draft in multiple languages and rapidly orient to unfamiliar legal domains. Instead of treating law as a single-country knowledge base, Ketrone positions it as a multi-jurisdiction workspace where you can move between drafting, research, and strategy without constantly re-entering context, which is where many tools lose time and accuracy.

On the product side, the demo emphasizes structured legal retrieval: searchable laws and regulations (shown with coverage for France, Germany, Saudi Arabia, South Korea, and the UAE, with the UK mentioned as coming soon), plus country-specific case law modules and targeted web search. A distinctive feature described is private “vault” search that queries your own internal database so prior advice, clauses, and matter documents become queryable as a fast internal knowledge layer for scale.

For high-volume review, “smart tables” convert unstructured documents into extracted fields and comparable rows—useful for due diligence, procurement, HR templates, or discovery—so teams can review thousands of documents while keeping outputs auditable and easy to verify. The transcript suggests uploads on the order of 10,000 documents and multi-field data extraction, turning review from page-by-page reading into structured analysis you can filter and compare at speed.

The roadmap moves from an on-demand assistant to an agentic model: an autonomous agent working in the background that monitors changes in the environment and pre-processes inbox, research, and draft iterations before Monday morning. The goal is a shift from a to-do list to a review queue: prepared drafts, counter-arguments, and research packets that a lawyer can validate. The interview was filmed at Web Summit Lisbon 2025, where the team also discussed fundraising and partnership outreach as they build toward that agentic approach proof.

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This video was filmed using the DJI Pocket 3 ($669 at https://amzn.to/4aMpKIC using the dual wireless DJI Mic 2 microphones with the DJI lapel microphone https://amzn.to/3XIj3l8 ), watch all my DJI Pocket 3 videos here https://www.youtube.com/playlist?list=PL7xXqJFxvYvhDlWIAxm_pR9dp7ArSkhKK

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Vanka AI describes an “autonomous company OS” where a founder starts from a short problem/solution statement and gets a structured startup package: business strategy, go-to-market framing, visual identity system, user journey, technical architecture, UI spec, and component library, plus an initial GitHub repo scaffold (and even entity-formation workflow) to hand off to vibe-coding tools or dev partners. https://www.vanka.ai/

—
HDMI® Technology is the foundation for the worldwide ecosystem of HDMI-connected devices; integrated with displays, set-top boxes, laptops, audio video receivers and other product types. Because of this global usage, manufacturers, resellers, integrators and consumers must be assured that their HDMI® products work seamlessly together and deliver the best possible performance by sourcing products from licensed HDMI Adopters or authorized resellers. For HDMI Cables, consumers can look for the official HDMI® Cable Certification Labels on packaging. Innovation continues with the latest HDMI 2.2 Specification that supports higher 96Gbps bandwidth and next-gen HDMI Fixed Rate Link technology to provide optimal audio and video for a wide range of device applications. Higher resolutions and refresh rates are supported, including up to 12K@120 and 16K@60. Additionally, more high-quality options are supported, including uncompressed full chroma formats such as 8K@60/4:4:4 and 4K@240/4:4:4 at 10-bit and 12-bit color.
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A key design choice is to treat the company as an agentic system with shared context: Discord becomes the control plane, with AI “executive agents” that iterate plans, draft docs, and keep operations consistent across marketing, customer support, and finance. The pitch is less “let an LLM write your app” and more “keep cross-functional intent and constraints synchronized,” so execution doesn’t drift as the project changes in real time today.

Later in the interview (filmed at Web Summit Lisbon 2025), co-founder David Lee frames this around a “post-employment” shift: more people will need to validate ideas quickly, assemble teams selectively, and outsource what they can’t or shouldn’t do. Vanka asks for a founder profile and tries to flag likely shortfalls (security, positioning, distribution, customer experience, delivery risk), nudging you toward outside help instead of pretending one person plus AI can cover every discipline on day one here.

Pricing is described as $200/month, with multiple “runs” so you can compare concepts and see low-fi artifacts before committing engineering time. They also describe a monthly pre-seed selection of one idea for $20k total support ($10k in platform usage plus $10k cash), arguing that AI leverage changes what “enough” early capital can look like when the bottleneck is planning, iteration, and execution speed on a modern roadmap.

On reliability, the conversation leans on ontology and precision retrieval as guardrails against context loss and hallucination when automating money- and customer-impacting actions. Vanka says it acquired Fluxoid AI in November 2025 to add a precision, multimodal retrieval layer for more accurate recall inside each company’s knowledge base, and to bring Fluxoid’s founder Satoshi Kataoka in as technical co-founder/CTO to strengthen grounding in the loop.

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One Horizon is built around a simple observation: most software teams lose a lot of time to status rituals rather than code, and even high-signal work gets buried in Slack threads, Jira fields, and scattered standup notes. Their approach is to pull context from the tools developers already live in (GitHub, Slack, Jira, Linear, and calendar signals) and turn it into an automatic daily recap: what you shipped yesterday, what matters today, and where the team is blocked, without asking people to “do updates” as a separate job. https://onehorizon.ai/

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HDMI® Technology is the foundation for the worldwide ecosystem of HDMI-connected devices; integrated with displays, set-top boxes, laptops, audio video receivers and other product types. Because of this global usage, manufacturers, resellers, integrators and consumers must be assured that their HDMI® products work seamlessly together and deliver the best possible performance by sourcing products from licensed HDMI Adopters or authorized resellers. For HDMI Cables, consumers can look for the official HDMI® Cable Certification Labels on packaging. Innovation continues with the latest HDMI 2.2 Specification that supports higher 96Gbps bandwidth and next-gen HDMI Fixed Rate Link technology to provide optimal audio and video for a wide range of device applications. Higher resolutions and refresh rates are supported, including up to 12K@120 and 16K@60. Additionally, more high-quality options are supported, including uncompressed full chroma formats such as 8K@60/4:4:4 and 4K@240/4:4:4 at 10-bit and 12-bit color.
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In the workflow shown here, the recap becomes a standup-ready briefing: each person is prepped automatically, and side conversations can be spun into a Slack thread so the meeting keeps moving. The product also keeps a structured trace of what was discussed and edited during the standup, so anyone who missed the call can still reconstruct decisions and current intent without pinging the whole team again.

Beyond standups, it’s positioned as a lightweight “worked-on” view plus engineering analytics for managers: what the team is focused on, which projects or customers consume disproportionate effort, and where priorities should shift (or pricing should). The interview was filmed at Web Summit Lisbon 2025, and the product pitch leans into real operational problems like remote teams spanning multiple time zones and the cost of misalignment across roles and tooling.

A technical thread running through the demo is context aggregation: GitHub commits/PRs say what changed, tickets and requirements explain why, and design feedback (like Figma comments) adds product intent so summaries don’t hallucinate missing rationale. One Horizon also talks about MCP-style integration with AI coding environments (such as Cursor), and expands the same “who did what, and why” tracking toward agent output, where senior engineers increasingly review AI-generated work rather than authoring every line.

They emphasize trust and low-friction adoption: capture work signals rather than keystrokes, let developers review what gets shared, and avoid turning the system into time tracking. Commercially it’s a freemium-per-seat SaaS (free for small teams, paid tiers as you scale, with enterprise as the long-term target), and the near-term ask is beta testers plus go-to-market funding to widen integrations and deepen the automation value.

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Click the “Super Thanks” button below the video to send a highlighted comment under the video! Brands I film are welcome to support my work in this way 😁

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Alt.Parts is building a search layer for the messy automotive aftermarket: instead of hunting through catalogs, forums, and marketplaces, you can locate a compatible part in seconds and then compare prices across sellers. The team says the product went viral after an end-of-March launch and has already drawn around 200,000 users by targeting a frustration that hits both car owners and repair shops in a ~$2T parts economy today https://www.alt.parts

—
HDMI® Technology is the foundation for the worldwide ecosystem of HDMI-connected devices; integrated with displays, set-top boxes, laptops, audio video receivers and other product types. Because of this global usage, manufacturers, resellers, integrators and consumers must be assured that their HDMI® products work seamlessly together and deliver the best possible performance by sourcing products from licensed HDMI Adopters or authorized resellers. For HDMI Cables, consumers can look for the official HDMI® Cable Certification Labels on packaging. Innovation continues with the latest HDMI 2.2 Specification that supports higher 96Gbps bandwidth and next-gen HDMI Fixed Rate Link technology to provide optimal audio and video for a wide range of device applications. Higher resolutions and refresh rates are supported, including up to 12K@120 and 16K@60. Additionally, more high-quality options are supported, including uncompressed full chroma formats such as 8K@60/4:4:4 and 4K@240/4:4:4 at 10-bit and 12-bit color.
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The core workflow is “drop a link”: paste a URL from a listing and Alt.Parts extracts the fitment signals, then returns cheaper or more available alternatives that still match your vehicle. Under the hood this means parsing unstructured titles/descriptions, normalizing brand and SKU variants, and anchoring results to identifiers like OEM/aftermarket part numbers plus make, model, year, trim, and engine codes, so you’re not stuck with generic keyword search noise at any price.

What makes this hard is entity resolution: the same component appears under many names, supersessions, and cross-references, and marketplaces mix true interchange parts with near-miss lookalikes. A practical stack combines rule-based constraints (vehicle application tables, part-number regex, attribute schema) with ML ranking (deduplication, vector search for semantic similarity, price/availability scoring), and it improves from the long tail of real user query and click data.

Counterfeit and low-grade parts are a real risk, especially when the cheapest offer wins, and Alt.Parts positions itself as a discovery tool rather than the merchant of record. That still leaves room for quality signals (seller reputation, return policy, OEM vs aftermarket labeling, known brand tiers) and for community feedback. In this interview filmed at Web Summit Lisbon 2025, the team also highlights a Discord space where enthusiasts share builds, costs, and sourcing notes there.

If Alt.Parts keeps scaling, the interesting next step is turning search into a workflow for garages: browser extension or API ingestion of quote links, automated BOM generation, and fitment validation before ordering. Add photo-to-part matching later (computer vision + multimodal retrieval) and you get a pipeline from “I saw that spoiler” to a validated compatible SKU, with clear tradeoffs between price, lead time, and quality, built for steady growth.

I’m publishing about 90+ videos from Embedded World North America 2025, I upload about 4 videos per day at 5AM/11AM/5PM/11PM CET/EST. Join https://www.youtube.com/charbax/join for Early Access to all 90 videos (once they’re all queued in next few days) Check out all my Embedded World North America videos in my Embedded World playlist here: https://www.youtube.com/playlist?list=PL7xXqJFxvYvjgUpdNMBkGzEWU6YVxR8Ga

This video was filmed using the DJI Pocket 3 ($669 at https://amzn.to/4aMpKIC using the dual wireless DJI Mic 2 microphones with the DJI lapel microphone https://amzn.to/3XIj3l8 ), watch all my DJI Pocket 3 videos here https://www.youtube.com/playlist?list=PL7xXqJFxvYvhDlWIAxm_pR9dp7ArSkhKK

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AI Dev Solutions shares MathAI, an AI-powered math tutoring platform designed to teach method, not just output. Instead of handing over a final result, the tutor guides students step by step with hints, explanations, and follow-up questions so the learner does the thinking. Built-in motivation mechanics like points for progress are paired with a teacher view that summarizes student performance, helping educators see where misconceptions start. https://www.aidevsolutions.dk/

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HDMI® Technology is the foundation for the worldwide ecosystem of HDMI-connected devices; integrated with displays, set-top boxes, laptops, audio video receivers and other product types. Because of this global usage, manufacturers, resellers, integrators and consumers must be assured that their HDMI® products work seamlessly together and deliver the best possible performance by sourcing products from licensed HDMI Adopters or authorized resellers. For HDMI Cables, consumers can look for the official HDMI® Cable Certification Labels on packaging. Innovation continues with the latest HDMI 2.2 Specification that supports higher 96Gbps bandwidth and next-gen HDMI Fixed Rate Link technology to provide optimal audio and video for a wide range of device applications. Higher resolutions and refresh rates are supported, including up to 12K@120 and 16K@60. Additionally, more high-quality options are supported, including uncompressed full chroma formats such as 8K@60/4:4:4 and 4K@240/4:4:4 at 10-bit and 12-bit color.
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MathAI is positioned as a chat-based, interactive assistant that blends pedagogy with modern LLM-style prompting: scaffold a solution, verify each step, and keep the student articulating the reasoning in their own words. The product is being rolled out first for Danish schools, yet the demo shows bilingual readiness with Danish/English exercises, and the company describes personalized learning paths that adapt to a student’s level and pace. That “no final answer” policy functions as a guardrail against answer-spoonfeeding while still letting students validate each intermediate step in practice.

Later in the discussion, the team connects product design to math anxiety: many students label themselves “not a math person” early, then disengage long before topics become truly complex. The CEO points to decades of math teaching experience (including in Denmark and the MENA region), while the lead developer focuses on turning classroom practice into repeatable, stepwise guidance for everyday homework and in-class work. The interview was filmed at Web Summit Lisbon 2025, and their go-to-market plan is Denmark first, then Sweden and Norway, before scaling across Europe and the MENA region next.

For schools, the interesting question is how to integrate generative tutoring without eroding learning integrity: align help to curriculum objectives, keep explanations inspectable, and give teachers signals they can act on. Done well, AI tutoring can support mastery learning, reduce repetitive grading overhead, and provide extra practice without replacing human teaching. The next frontier is calibration and evaluation, so the tutor knows when to nudge, when to pause, and when to route a student back to a teacher.

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Ashish Ahuja reflects on what makes embedded developer kits genuinely useful: not flashy demos, but repeatable scaffolding for proof-of-concept work—board standards, connectors, reference designs, example projects, and an ecosystem path that shortens time-to-first-blink. He previously led a global initiative to define and productize a family of innovation kits around the Renesas RA microcontroller line, and he shares how that kind of “kit strategy” affects adoption and engineering throughput. https://about.me/ashishahuja

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HDMI® Technology is the foundation for the worldwide ecosystem of HDMI-connected devices; integrated with displays, set-top boxes, laptops, audio video receivers and other product types. Because of this global usage, manufacturers, resellers, integrators and consumers must be assured that their HDMI® products work seamlessly together and deliver the best possible performance by sourcing products from licensed HDMI Adopters or authorized resellers. For HDMI Cables, consumers can look for the official HDMI® Cable Certification Labels on packaging. Innovation continues with the latest HDMI 2.2 Specification that supports higher 96Gbps bandwidth and next-gen HDMI Fixed Rate Link technology to provide optimal audio and video for a wide range of device applications. Higher resolutions and refresh rates are supported, including up to 12K@120 and 16K@60. Additionally, more high-quality options are supported, including uncompressed full chroma formats such as 8K@60/4:4:4 and 4K@240/4:4:4 at 10-bit and 12-bit color.
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His story tracks the industry’s jump in abstraction, from an 8051/Atmel-era board programmed in assembly to electrical engineering, Texas Instruments automotive, and then years spanning applications engineering, product marketing, product management, ecosystems, and business development. Based in Santa Clara in Silicon Valley, he frames embedded as a broad stack where silicon capability, firmware ergonomics, and developer experience have to align around a clear role.

The core trend he calls out is compute moving from cloud to node: keeping data local reduces exposure, removes round-trip latency, and avoids the power cost of constant uplink. That shift is pushing microcontroller-class designs toward mixed workloads (real-time control plus ML inference), using multicore partitions and dedicated accelerators like an NPU. He cites examples like Renesas RA8P1 (Arm Cortex-M85 with Helium MVE plus Ethos-U55 NPU, often positioned as a 1 GHz-class edge-AI MCU built on a 22 nm ultra-low-leakage process) and Infineon PSOC Edge parts that pair Cortex-M55 + Ethos-U55 alongside a Cortex-M33 for power-aware control in one chip.

He also zooms in on toolchain evolution: modern IDEs and configurators generate peripheral drivers, middleware wiring, and build artifacts, while LLM-assisted features can surface relevant code patterns without living inside datasheets. The constraints don’t disappear—determinism, memory maps, DMA/interrupt behavior, low-power modes, and security boundaries still rule—but the workflow is increasingly about validating and integrating what tooling generates into a reproducible build.

Filmed at Embedded World North America 2025 in Anaheim, the conversation ends on practical career advice: start with a €10–€15 kit, add sensor modules, and build a small project at home so debugging becomes normal. Between tutorials, vendor tech days, and AI copilots, it’s easier than ever to learn the “why” behind GPIO, timers, RTOS choices, and edge inference, then use internships or co-ops to turn that curiosity into a first product role early in your path.

Ashish Ahuja on Edge AI MCUs: Cortex-M85, Ethos-U55 NPU, dev kit strategy
Ashish Ahuja microcontroller career: from 8051 assembly to LLM-assisted embedded IDEs

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Andreas Savvides explains what NUCAVA (often written as Nucava.ai) is trying to unlock for small and mid-size manufacturers: turning messy factory-floor signals into usable operational intelligence, without needing to ship everything to the cloud first. The core idea is high-quality data collection across OT systems, then edge/on-site processing for low-latency insight, better control, and faster iteration. https://nucava.ai/

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HDMI® Technology is the foundation for the worldwide ecosystem of HDMI-connected devices; integrated with displays, set-top boxes, laptops, audio video receivers and other product types. Because of this global usage, manufacturers, resellers, integrators and consumers must be assured that their HDMI® products work seamlessly together and deliver the best possible performance by sourcing products from licensed HDMI Adopters or authorized resellers. For HDMI Cables, consumers can look for the official HDMI® Cable Certification Labels on packaging. Innovation continues with the latest HDMI 2.2 Specification that supports higher 96Gbps bandwidth and next-gen HDMI Fixed Rate Link technology to provide optimal audio and video for a wide range of device applications. Higher resolutions and refresh rates are supported, including up to 12K@120 and 16K@60. Additionally, more high-quality options are supported, including uncompressed full chroma formats such as 8K@60/4:4:4 and 4K@240/4:4:4 at 10-bit and 12-bit color.
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A practical way to read this is “OT/IT convergence without the overhead”: pulling data out of PLC/SCADA islands and point solutions, normalizing it, and making it queryable as time-series so you can compute OEE, downtime reasons, scrap/rework, cycle-time variance, changeover loss, and early-warning indicators. Once the data model is consistent, you can layer anomaly detection, predictive maintenance signals, and process mining on top, and you can do it close to the line where latency and uptime constraints actually matter.

He also frames the problem as a widening gap: AI capabilities are moving fast, while many plants still struggle with basic telemetry, data quality, and siloed historians. The “upgrade” isn’t only AI models; it’s mostly process improvement enabled by better instrumentation, tagging, context (asset, batch, recipe, operator, shift), and governance so that analytics don’t collapse under noisy signals or inconsistent semantics.

This conversation was filmed at Embedded World North America 2025, and it’s a compact snapshot of where industrial AI is headed: edge-first pipelines, secure on-prem deployment, and “insights in the loop” that translate into scheduling tweaks, parameter tuning, and maintenance actions on the factory floor.

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Elsys Eastern Europe is a Serbia-based engineering design center within the ADVANS Group, with teams in Belgrade, Niš, and Novi Sad. The focus is end-to-end hardware and software engineering, from embedded electronics to application layers, built to plug into a customer roadmap without the overhead of building a full local lab. https://www.elsys-eastern.com/

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HDMI® Technology is the foundation for the worldwide ecosystem of HDMI-connected devices; integrated with displays, set-top boxes, laptops, audio video receivers and other product types. Because of this global usage, manufacturers, resellers, integrators and consumers must be assured that their HDMI® products work seamlessly together and deliver the best possible performance by sourcing products from licensed HDMI Adopters or authorized resellers. For HDMI Cables, consumers can look for the official HDMI® Cable Certification Labels on packaging. Innovation continues with the latest HDMI 2.2 Specification that supports higher 96Gbps bandwidth and next-gen HDMI Fixed Rate Link technology to provide optimal audio and video for a wide range of device applications. Higher resolutions and refresh rates are supported, including up to 12K@120 and 16K@60. Additionally, more high-quality options are supported, including uncompressed full chroma formats such as 8K@60/4:4:4 and 4K@240/4:4:4 at 10-bit and 12-bit color.
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In the interview, they demo a recent customer deliverable as a cloud API and UI stack built for both internal use and external demos. The work spans database, backend, frontend, deployment, QA, and documentation—basically the whole SDLC—so the output can move from prototype to something that is maintainable, testable, and ready for CI/CD style release delivery.

A big part of the Serbia teams’ footprint is semiconductor and embedded development: IC/ASIC and SoC design verification, FPGA and low-level firmware, plus board bring-up and custom PCB design for startups moving from “idea” to manufacturable hardware. That typically means translating product requirements into schematics, layout constraints, DFM checks, and robust interfaces that survive real-world noise, power, and thermal edge cases on a chip.

They also position themselves as one node in a wider European network (HQ in Paris, multiple sites across France, and a design center in Lisbon), which matters for time-zone overlap, cross-site code reviews, and consistent engineering process. This clip was filmed on the show floor at Embedded World North America 2025 in Anaheim, giving a quick look at how nearshore engineering teams present full-stack and embedded capability in one scope.

I’m publishing about 90+ videos from Embedded World North America 2025, I upload about 4 videos per day at 5AM/11AM/5PM/11PM CET/EST. Join https://www.youtube.com/charbax/join for Early Access to all 90 videos (once they’re all queued in next few days) Check out all my Embedded World North America videos in my Embedded World playlist here: https://www.youtube.com/playlist?list=PL7xXqJFxvYvjgUpdNMBkGzEWU6YVxR8Ga

This video was filmed using the DJI Pocket 3 ($669 at https://amzn.to/4aMpKIC using the dual wireless DJI Mic 2 microphones with the DJI lapel microphone https://amzn.to/3XIj3l8 ), watch all my DJI Pocket 3 videos here https://www.youtube.com/playlist?list=PL7xXqJFxvYvhDlWIAxm_pR9dp7ArSkhKK

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Ban Vien Corporation, a Vietnam-based software and embedded engineering firm, shows how they think about software-defined vehicle development by splitting features across electronic control units (ECUs) plus a central gateway, then validating behavior in a closed-loop simulation setup instead of relying only on road testing https://banvien.com/

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HDMI® Technology is the foundation for the worldwide ecosystem of HDMI-connected devices; integrated with displays, set-top boxes, laptops, audio video receivers and other product types. Because of this global usage, manufacturers, resellers, integrators and consumers must be assured that their HDMI® products work seamlessly together and deliver the best possible performance by sourcing products from licensed HDMI Adopters or authorized resellers. For HDMI Cables, consumers can look for the official HDMI® Cable Certification Labels on packaging. Innovation continues with the latest HDMI 2.2 Specification that supports higher 96Gbps bandwidth and next-gen HDMI Fixed Rate Link technology to provide optimal audio and video for a wide range of device applications. Higher resolutions and refresh rates are supported, including up to 12K@120 and 16K@60. Additionally, more high-quality options are supported, including uncompressed full chroma formats such as 8K@60/4:4:4 and 4K@240/4:4:4 at 10-bit and 12-bit color.
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The booth demo concentrates on ADAS functions you’d associate with Level-2 highway assist: lane keeping assistance and adaptive cruise control, where target speed and following distance are set and the vehicle model reacts to lane geometry and traffic. Filmed at Embedded World North America 2025, it highlights how teams can iterate on longitudinal and lateral control, tuning, and edge cases in SIL/MIL flows before committing to full HIL rigs or vehicle fleets for program.

Under the hood, this kind of ADAS work typically spans real-time ECU software, gateway networking, diagnostics, and integration with vehicle buses like CAN/CAN FD and Automotive Ethernet, plus perception/control interfaces that often sit alongside AUTOSAR stacks, Embedded C/C++, and embedded Linux. Ban Vien also frames “trusted” as both delivery discipline and security posture, pointing to credentials they publish such as Automotive SPICE Level 3, ISO 27001:2013, TISAX AL2, and CMMI Level 3, which align with common OEM expectations around traceability and secure development today.

On their ADAS materials, they also describe an education-oriented BV platform approach: an SDK intended to shorten work on kernel drivers and middleware, and drag-and-drop control-system modeling aimed at quickly generating code for plug-and-play experiments. Taken together, the interview positions Ban Vien as a 600+ person team spanning automotive, smart IoT, logistics, and fintech, with a focus on simulation-driven verification, ECU integration, and SDV architecture scope.

I’m publishing about 90+ videos from Embedded World North America 2025, I upload about 4 videos per day at 5AM/11AM/5PM/11PM CET/EST. Join https://www.youtube.com/charbax/join for Early Access to all 90 videos (once they’re all queued in next few days) Check out all my Embedded World North America videos in my Embedded World playlist here: https://www.youtube.com/playlist?list=PL7xXqJFxvYvjgUpdNMBkGzEWU6YVxR8Ga

This video was filmed using the DJI Pocket 3 ($669 at https://amzn.to/4aMpKIC using the dual wireless DJI Mic 2 microphones with the DJI lapel microphone https://amzn.to/3XIj3l8 ), watch all my DJI Pocket 3 videos here https://www.youtube.com/playlist?list=PL7xXqJFxvYvhDlWIAxm_pR9dp7ArSkhKK

Click the “Super Thanks” button below the video to send a highlighted comment under the video! Brands I film are welcome to support my work in this way 😁

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