Berlin-based Peec AI has raised $21 million in Series A funding to help brands optimize their visibility in AI-powered search engines, such as ChatGPT. The company has grown to over $4 million in annual recurring revenue, serving 1,300 customers in just ten months. The startup's platform enables Generative Engine Optimization, allowing marketing teams to monitor and improve their brand's appearance in AI search results by tracking visibility, sentiment, and the sources influencing AI-generated answers.
Google's Material 3 Expressive update addresses long-documented usability problems with flat design, where oversimplified interfaces stripped away visual signifiers that help users identify clickable elements and understand page structure. Research spanning over a decade, including Google's own 18,000-participant study, has found that flat designs increase task completion, cause more scanning effort, and particularly disadvantage older users. The new guidelines restore the strategic use of containment, color contrast, and shading as functional cues that reduce key-action discovery time by four times and nearly eliminate performance gaps between age groups.
UX strategy isn't a goal but a journey connecting current UX state to a desired future, guiding decisions while considering risks and bottlenecks to maximize success chances. The six key components include target goal, user segments, priorities, high-value actions, feasibility, and risks—all working to shape product value through UX while aligning with business and product strategy. An effective UX strategy speaks the language of business outcomes, such as OKRs, costs, and revenue, rather than design patterns, framing improvements as direct contributors to differentiation and perceived value.
Gestalt principles explain how the human brain organizes visual information into coherent, meaningful structures, forming the “grammar” behind every interface. Born from early 20th-century psychology, these laws describe how we group, interpret, and find order in design through proximity, similarity, continuity, closure, contrast, figure–ground, and more, helping designers create interfaces that feel intuitive, scannable, and visually unified.
Web Awesome is the largest open-source library of meticulously designed, highly customizable, web standards-based, and framework-agnostic UI components.
Transform text to image instantly with this free AI art generator. Create stunning AI-generated images, digital art, and illustrations from text prompts.
Audi's new Chief Creative Officer, Massimo Frascella, who wasn't originally a car enthusiast, found his design philosophy shaped by the original TT's rational yet emotional approach when he first encountered it at Carrozzeria Bertone in 1998. His "Radical Next" philosophy mandates four principles—clarity, technicality, intelligence, and emotion—that must all be present in every Audi design, from the production-ready Concept C to the newly revealed Formula 1 car. Frascella emphasizes substance over spectacle, utilizing innovative, sustainable materials to redefine luxury while ensuring that concept cars preview actual production models rather than unattainable fantasies.
In 1982, Apple developer Chris Espinosa addressed Steve Jobs' ongoing critiques of the endless calculator by creating a tool that allowed Jobs to adjust every visual parameter himself through menus. Jobs spent just 10 minutes tweaking settings and arrived at a design he liked, which shipped with the original Mac in 1984 and remained virtually unchanged for 17 years through macOS 9. The approach was an early example of parameterized design tools and revealed Jobs' preference for direct manipulation over verbal articulation of his preferences.
Nuits Sonores, Lyon's annual electronic music festival, received a neon green, techno-punk-inspired redesign from DIA Studio, featuring generative motion visuals and custom typeface MNKY Klaus. The identity merges expressive motion with functional design, adapting across festival assets, while neon accents sparked audience participation, turning the community itself into part of the visual experience.
Scott Thielman, CTO of Product Creation Studio, describes his evolution from an AI skeptic to an optimist after building a working checkers game prototype in one afternoon, despite having no prior programming background.
Serif fonts, once dismissed as outdated during the 2010s flat design era, are experiencing a major resurgence across tech, food, and AI brands.
BMW Motorrad, the century-old motorcycle brand, has transformed from a product-focused company into an experience brand with a flexible, globally consistent design system and immersive retail spaces that bring its “Make life a ride” philosophy to life.
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PREVIEWS ONLY WORK IF THEY'RE ACTUALLY LIKE PROD. This step-by-step shows how a minimal .upsun/config.yaml, and one deploy hook clones data, files, and services ON EVERY BRANCH.
Cloudflare had a large outage yesterday due to a faulty configuration file in its Bot Management system, which was triggered by a database permissions change. This larger-than-expected file overloaded the network's traffic routing software, resulting in widespread HTTP 5xx errors and impacting services like Turnstile, Workers KV, and Access. The issue was not a cyber attack. The team was able to resolve it by stopping the faulty file propagation and restoring an earlier version, bringing systems back to normal by 17:06 UTC.
2025.11.19·blog.cloudflare.com·12 min read·TLDR Dev This exploration into making TypeScript immutable by default was inspired by languages like Rust. By setting the `noLib` flag and creating a custom `lib.d.ts` file, this dev successfully made arrays and Records immutable unless explicitly declared as `MutableArray` or `MutableRecord`. This was done by defining read-only properties and omitting mutable methods in the default type definitions.
2025.11.19·evanhahn.com·8 min read·TLDR Dev The CSS Custom Highlight API is a performant alternative to traditional syntax highlighting methods that rely on numerous DOM elements. The API can help style arbitrary text ranges directly using CSS without modifying the DOM, resulting in faster rendering and reduced memory consumption. It's supported in modern browsers and is done by defining CSS styles using the `::highlight()` pseudo-element and registering text ranges with the browser's highlight registry.
2025.11.19·pavi2410.com·7 min read·TLDR Dev Front-end developers can write better code by following the "rule of three" (only refactor code after you've written the same thing three times to avoid over-engineering) and "make it work, make it right, make it fast" (prioritize getting code to function correctly before optimizing for performance). These guidelines help devs make better decisions while coding and avoid common pitfalls like premature optimization and unnecessary complexity.
2025.11.19·piccalil.li·8 min read·TLDR Dev A recent Cloudflare outage took down many websites, showing the risk of relying on centralized services as single points of failure. Many smaller websites don't actually need Cloudflare's DDoS protection and are unnecessarily exposed to its potential downtime. Instead of Cloudflare, it's possible to just use a round-robin DNS setup with a backup server for true redundancy.
2025.11.19·huijzer.xyz·2 min read·TLDR Dev Sponsored
Tired of credential stuffing threats? Clerk's new "Client Trust" feature [12] automatically requires a second factor on any new device—protecting users, even if their password gets leaked in a 0-day attack. No configuration, no guesswork. Stop worrying about credential leaks: get invisible, decisive security from day one!
2025.11.19·go.clerk.com·Sponsor·TLDR Dev Google has launched Gemini 3, its most intelligent AI model yet. Designed to help users bring any idea to life through state-of-the-art reasoning and multimodal capabilities, Gemini 3 outperforms previous models on key AI benchmarks and introduces a "Deep Think" mode for even more complex problem-solving. It is being rolled out across Google products, including Search, the Gemini app, AI Studio, Vertex AI, and a new agentic development platform called Google Antigravity.
2025.11.19·blog.google·12 min read·TLDR Dev Google's Antigravity is a new AI-powered agentic development platform built on Gemini 3. Antigravity has both an AI-powered IDE experience ("Editor view") and an agent-first interface for orchestrating multiple agents ("Manager surface").
2025.11.19·antigravity.google·Tool·TLDR Dev Guts is a Go library that converts Golang types to TypeScript for consistent type definitions across frontend and backend applications. Unlike command-line utilities, Guts is designed for programmatic customization and easier package resolution. It uses the TypeScript compiler API to make sure generated TypeScript is semantically correct and aligned with the latest language features.
2025.11.19·github.com·GitHub repository·TLDR Dev 2025.11.19·bdtechtalks.com·8 min read·TLDR Dev In 1996, Quake faced challenges adapting to the shift from MS-DOS to Windows 95 while also supporting emerging technologies like 3D acceleration and the Internet. id Software created a single executable, quake.exe, compatible with both DOS and Windows by using djgpp's DPMI client and the Windows 95 DPMI server. For TCP/IP support in DOS, Quake relied on a costly third-party TSR, but in Windows 95, it utilized Mpath's "Chunnel" technology, a complex system involving virtual device drivers and DLLs to bridge the DOS executable with the Windows TCP/IP stack.
2025.11.19·fabiensanglard.net·11 min read·TLDR Dev AI-generated advertisements are becoming mainstream. Major brands like Taylor Swift, Google, and Coca-Cola have begun using AI tools to create marketing content. Swift's promotional videos were confirmed to be AI-generated using Google's video generation tools. The trend is accelerating rapidly. Surveys predict that 39% of digital video ads will use generative AI by next year. While early AI-generated ads faced some controversy, consumer backlash appears to be weakening.
2025.11.19·open.substack.com·8 min read·TLDR Dev Rebecca Heineman (Burger Becky) recounts her challenging experience porting Doom to the 3DO console amidst unrealistic expectations, limited resources, and a chaotic development process.
2025.11.19·corecursive.com·46 min read·TLDR Dev Google's new Gemini 3 Pro model is competitive with other leading models in benchmarks, multimodal support, and pricing.
2025.11.19·simonwillison.net·12 min read·TLDR Dev Tokenflood is a load testing tool for instruction-tuned LLMs that simulates arbitrary load profiles by defining prompt lengths, prefix lengths, output lengths, and request rates.
2025.11.19·github.com·GitHub repository·TLDR Dev GitHub no longer uses toast notifications due to significant accessibility and usability issues.
2025.11.19·primer.style·8 min read·TLDR Dev Sponsored
Modern bots behave like real users [5]. They execute JavaScript, rotate IPs, and solve CAPTCHAs with AI. Traditional detection tools can't keep up.
A wave of neo-labs focused on fine-tuning, tools, and enterprise adoption has emerged around major frontier model providers, but many of these will ultimately be tuck-in acquisitions rather than enduring standalone platforms. Alphabet is actively pursuing partnerships to expand TPU penetration beyond its own workloads. There is significant early-stage founder activity in AI infrastructure under a broad theme of US infrastructure onshoring and leadership. Robotics is now extremely hot - many companies are raising at high valuations with limited or no product.
AI is not limited to just large language models. There are other types of models, such as classification models, audio transcription models, risk analysis models, and driving models. AI has the potential to provide billions of dollars in value to the world. This article provides an overview of the different types of AI out there.
AI may be a necessity in 2025 to be competitive. The unit economics alone make it almost impossible to justify hiring humans for many functions. Tutoring an AI is much easier in many cases. However, an AI team is a quiet one - it can be lonely when group meetings are gone and there's no one to grab after work drinks with.
Forward Deployed Engineers (FDEs) are software engineers who embed directly with customers to build, deploy, and maintain complex technical systems in production. They are like a hybrid of a senior software engineer and a technical consultant. The role is exploding in growth because AI deployment is hard - companies need engineers who can ensure complex AI systems actually work in the real world. If you want to become an FDE, learn Python, get comfortable with AI/ML, build customer skills, be ready to travel, and target growth-stage startups.
Platform PM myths include believing all investments must have immediate ROI and that metrics must be instantly measurable. Metrics often need time to show value, and sharing ownership across teams can drive better outcomes. Platform innovations, though less visible, play crucial roles in long-term success by enhancing scalability, efficiency, and competitive differentiation.
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Justworks is the all-in-one HR solution for managing your small business with confidence. Sign up for any Justworks plan [13] and add International Contractors at no extra cost until 2027. That means paying all of your employees and contractors in one place, without the
Ramp Sheets is an AI spreadsheet editor designed to 10x finance teams, operators, and founders. It plans, executes, and formats automatically and can be used to model budgets, forecast revenue, and reconcile financial statements. Ramp Sheets has all of the functionality of Excel and can also search the web, make targeted edits, answer questions about the data, and write formulas automatically. A short video demonstrating the editor is available in the thread.
IPO pricing looks random right now. Years without many listings created so much pent-up demand that almost anything gets swarmed, making it hard to read real investor interest. Layer on a bull market, where even shaky companies feel “safe enough,” and the signals get even messier. Banks still have to anchor pricing to peer multiples, not hype. Then algorithms jump on every small move and amplify it, which is why day one keeps catching people off guard.
If models keep getting better every nine to twelve months, what does that mean for software companies trying to stay relevant? Value is drifting toward the data layer, where Snowflake and Databricks already sit, while “application” companies increasingly blur into agent labs that train their own models and move down-stack.
AI can make unattractive unit economics 'work' and remove bottlenecks that would previously be inhibitors to scale.
The AI in Practice survey maps where adoption is happening, where the gaps are, and how teams are hardening and scaling AI in practice.
The US stock market heavily relies on AI speculation, driving economic growth and political stability despite underlying weaknesses.
Founders rarely talk about the tension between chasing big goals and wanting an inner life that isn't ruled by striving.
A first in-house recruiter makes sense if hiring more than one person monthly for a year, as it saves on costly agency fees.
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Securing hybrid workloads can be complex. Fortinet FortiGate Next-Generation Firewall (NGFW) [5] integrates with AWS Gateway Load Balancer to simplify hybrid protection through centralized inspection, routing, and policy control.
EchoGram is a technique that exploits training data gaps in LLM guardrails by injecting “flip tokens” (nonsensical strings, such as “=coffee”) that cause both false positives and bypasses of safety controls in GPT-5.1, Claude, and Gemini. The attack is effective against both LLM-as-judge and classification-based guardrails. Researchers estimate that attackers can replicate the method within three months. Security teams face dual threats - malicious prompts that bypass defenses and legitimate requests being falsely flagged - leading to alert fatigue in critical sectors such as finance and healthcare.