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SHAPE, REFINE, AND POLISH WORK WITH AI

Go beyond one-click generation. Work alongside AI to shape, refine, and polish work you can confidently send to your boss or clients.

DON'T SHIP ANOTHER CHAT UI. BUILD REAL AI WITH AG-UI

AG-UI (Agent User Interaction Protocol) provides an event-driven framework for building AI applications beyond basic chat interfaces, standardizing communication between agents, tools, and UIs through structured events. The protocol enables developers to create reusable agent logic that streams responses, handles tool calls, and manages state across multiple client types (web, CLI, and mobile).

YOUR LOGO WORKS HARD. HOW ABOUT YOUR MOTION?

A study of 1,300+ brand professionals found that while 81% recognized Disney's motion design, only 14% identified Uber's, indicating that brands invest in motion without making it strategically distinctive. Effective motion identity requires connecting movement to core brand strategy through systematic principles that scale across touchpoints. Consistency and time build recognizable motion signatures. Clear rules enable creative flexibility while maintaining brand authenticity across all contexts and teams.

MINDFUL CHEF UNVEILS A NEW BRAND REFRESH BY MOTHER DESIGN

Mindful Chef has unveiled a brand refresh by Mother Design that evolves its identity into a more expressive, craft-led system inspired by food editorial and cookbooks, shifting away from convenience-led meal-kit tropes toward quality, provenance, and the joy of cooking. Spanning typography, photography, motion, layout, and tone of voice, the update positions healthy eating as an everyday luxury that feels warm, chef-led, and genuinely desirable across all touchpoints.

THIS TECHNIQUE FOR MAKING 2D PIXEL ART LOOK 3D IS BLOWING PEOPLE'S MINDS

Sprite stacking is a technique that creates 3D-looking pixel art by layering multiple 2D image slices with small vertical offsets, requiring no 3D modeling software.

A' DESIGN AWARD AND COMPETITION REVEALS TOP CREATIVE NATIONS IN WORLD DESIGN RANKING 2025

The World Design Rankings 2025, based on A' Design Award results, places China first, followed by the United States, Japan, Italy, and Hong Kong among 114 nations evaluated.

WHY VOLKSWAGEN'S RETURN TO BUTTONS IS A UX TRIUMPH

Touchscreen-heavy car interiors can undermine safety by forcing drivers into visually demanding, high-effort interactions, while physical buttons support intuitive, no-look control and sustained driving focus.

THE EMPEROR HAS NO CLOTHES: HOW TO CODE CLAUDE CODE IN 200 LINES OF CODE

AI coding assistants are built on a simple core architecture that can be replicated in about 200 lines of Python. This post presents an agent that is equipped with three fundamental tools - read, list, and edit files - which the LLM learns to invoke via structured commands. The LLM decides which tool to use, executes it, and then processes the results to either continue the task or respond to the user.

SIGNALS VS QUERY-BASED COMPILERS

Modern query-based compilers are an efficient architecture for interactive development environments, moving beyond traditional linear processing pipelines to support features like Language Server Protocols (LSPs). These compilers operate on a demand-driven "pull-only" model, executing only the necessary queries and using caching to rapidly answer specific requests without processing unrelated files. This is different from UI Signals, which use a "push-pull" system to actively propagate changes and ensure instant, glitch-free synchronization across a user interface.

STAGING IS A WASTEFUL LIE: THE CASE FOR THE MONO-ENVIRONMENT

Traditional staging environments are wasteful, unreliable, and create a false sense of security. A "mono-environment" approach, where only production exists, moves safeguards from environmental isolation to logical isolation within the code, leading to faster delivery and tighter feedback loops. This is done through automated practices such as testing, ephemeral local environments, feature flagging, continuous deployment, and production monitoring.

TECHNICAL BLOGGING LESSONS LEARNED

Great tech blogging comes with consistent writing and publishing, even when posts are imperfect, to cultivate the habit and overcome creative blocks. It's best to focus on topics of genuine personal interest and unique perspectives, rather than attempting to predict popularity or chase trends.

INTRODUCING PGX: BRIDGING THE GAP BETWEEN DATABASE AND APPLICATION MONITORING FOR POSTGRESQL

Modern software systems struggle when PostgreSQL monitoring is isolated from application and infrastructure observability, leading to slower diagnoses and misdirected optimizations as systems scale. pgX is a new integration designed to bridge this gap by capturing deep PostgreSQL diagnostic data and integrating it directly with other system telemetry.

FLUX

Flux is a website, with a corresponding TypeScript SDK, for building AI agents within iMessage.

AI CODING ASSISTANTS ARE GETTING WORSE

AI coding assistants, after an initial period of improvement, have recently begun to decline in quality. The primary issue with newer models, such as GPT-5, is their tendency towards "silent but deadly" failures, where code runs without errors but produces incorrect or misleading results by avoiding safety checks or generating plausible fake data. This degradation is likely caused by current training methods that prioritize user acceptance, even for subtly incorrect code.

AI & HUMANS: MAKING THE RELATIONSHIP WORK

Agentic AI, especially in collaborative groups, often has human-like behaviors, which means traditional human management principles are surprisingly relevant. Research from leading AI labs like Anthropic shows three key lessons for managing hybrid human-AI teams: effective delegation to use AI's parallelization, allowing for rapid iteration and trial-and-error learning, and having proper efficient information sharing among agents.

WHY AI IS PUSHING DEVELOPERS TOWARD TYPED LANGUAGES

The increasing prevalence of AI-generated code is driving devs to adopt typed languages, as type systems provide a safety net for reliability and catching potential errors in code.

ANTHROPIC BLOCKS EXTERNAL USE OF CLAUDE SUBSCRIPTIONS

Anthropic has blocked external use of Claude subscriptions with other AI coding harnesses, like OpenCode.

SOFTWARE TESTING FUNDAMENTALS EVERY DEVELOPER SHOULD UNDERSTAND

Essential software testing fundamentals includes concepts like test cases, test doubles, various bug types, testing goals, and the structured approach of the testing pyramid.

GO.SUM IS NOT A LOCKFILE

go.sum is a local security cache for module hashes with no impact on version resolution.

LINUS TORVALDS: "THE AI SLOP ISSUE IS *NOT* GOING TO BE SOLVED WITH DOCUMENTATION"

Linus Torvalds (creator of Git and Linux) believes that documentation for the Linux kernel should treat AI as "just another tool" rather than focusing explicitly on "AI slop," as documentation will not solve the issue of malicious or poor AI-generated contributions.

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WHAT'S WORKING NOW IN GTM AI: HOW RALLY REIMAGINED WIN ANALYSIS WITH AI

Win-loss analysis is high leverage but notoriously hard to do well. Buyers don't tell you the full truth, sellers have blind spots, and scheduling interviews takes forever. AI can reconstruct win-loss insights from sales call recordings alone. Feed your Gong transcripts into a custom GPT, and it will surface patterns across dozens of deals faster than any manual process.

WHAT'S WORKING IN SAAS PRICING RIGHT NOW

Credit-based pricing exploded 126% in 2025 because it splits the difference between predictable licenses and pure usage. Customers can budget, while vendors protect margins on volatile AI costs. Meanwhile, per-seat pricing isn't dying like everyone predicted. It's evolving. OpenAI and Figma now tie seats to capability tiers and product access. Salesforce lets customers swap unused licenses for AI credits. Nobody knows what AI is actually worth yet, so the winners are offering multiple ways to pay.

STOP HIRING FOR EXPERTISE: HOW TO RECRUIT A-PLAYERS

A polished resume from Google often can't ship anything at your startup. That's because you hired an expert, not a builder. The hiring framework that actually works: evaluate drive first, then potential, then expertise. Drive is the internal engine you can't coach or install. Potential is how fast someone climbs. Expertise only matters after the first two spike. To test for drive, don't even look at the résumé before the interview: ask what they've obsessed over, when the hardest they've ever worked was, and why. If someone has never been deeply consumed by anything, they won't suddenly become consumed by your company.

LOCAL ≠ SMALL BRAND IMPACT

Founders never ask how to build a local press strategy, and that's a mistake. If you're trying to reach small business owners, educators, or non-technical professionals, the Boston Globe might outperform TechCrunch. Local publications punch above their weight on Facebook, where community stories spread fast through geographic networks. The playbook is simple. Find customers in target cities, hear their stories, then pitch their story to local reporters. You get awareness, they get visibility. Local journalists don't need proof that your company matters to the world. They need proof it matters to their city.

CHARTDB V2

ChartDB is an open-source tool that generates editable ER diagrams from database schemas.

VISLA

Visla is an AI-powered platform for creating, editing, and sharing videos quickly at scale.

RUBE

Rube is a universal MCP that lets AI agents take actions across 600+ applications directly from chat.

25 THINGS I BELIEVE IN TO BUILD GREAT PRODUCTS

Speed is the only moat, and focus is a superpower. Build fast feedback loops, and say no 10 times more than you say yes. The product is more important than the process, so build minimum viable plans, practice prototype-first development, obsess about the details, and simplify product reviews. Seek the truth and be willing to be wrong. Hire builders, not bureaucrats aiming to climb the career ladder.

THE MOST IMPORTANT SKILL FOR THE NEXT 10 YEARS

The skill that will remain relevant for decades is agency: the ability to act, iterate, and adapt without permission. High-agency individuals treat life as an experiment, use AI and tools as amplifiers rather than crutches, and build generalist capabilities to thrive across changing industries. Developing agency requires setting goals, experimenting, analyzing results, and creating your own processes, enabling long-term adaptability, skill acquisition, and control over your future.

WHY AI STARTUPS MUST RELEARN GROWTH EVERY QUARTER

Product-market fit resets every three months at Lovable because AI capabilities and user expectations shift too fast to rely on long-term scaling, even past $200M ARR. Roughly 95% of growth comes from shipping new features, while funnel optimization contributes only about 5%, forcing teams to prioritize velocity over polish. Influencer-driven demos, free credits, and large communities now outperform paid ads, making word of mouth the primary growth engine.

SOMETIMES, YOU SHOULD TALK TO FEWER CUSTOMERS

Corporate best practices exist to raise the floor, not the ceiling.

WHY GRINDING WITH BRUTE FORCE CAN BE VERY DANGEROUS FOR A STARTUP

Taking 8-10 calls a day feels productive until you realize you're optimizing for movement instead of direction.

UNDERSTANDING DON NORMAN'S PRINCIPLES OF INTERACTION

Don Norman's interaction design principles focus on making products intuitive and easy to use without manuals.

INDEX VENTURES, SILICON VALLEY'S QUIET KINGMAKER, LOOKS AHEAD TO SUCCESSION

Danny Rimer, a partner at Index Ventures, says he has no intention to retire, but the decision will be up to the partnership as a whole.

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ILLINOIS HEALTH DEPARTMENT EXPOSED OVER 700,000 RESIDENTS' PERSONAL DATA FOR YEARS

Illinois' Department of Human Services left an internal mapping site publicly accessible for more than four years, exposing data on over 700,000 people receiving state benefits. The leak revealed addresses, case numbers, demographic details for Medicaid and Medicare Savings Program recipients, and names and case information for tens of thousands of individuals receiving rehabilitation services.

ESA CALLS COPS AS CRIMS LIFT OFF 500 GB OF FILES, SAY SECURITY BLACK HOLE STILL OPEN

The European Space Agency faces a new breach after Scattered/Shiny Lapsus$ Hunters claimed to have stolen 500 GB of highly sensitive operational, spacecraft, and contractor data from ESA systems, including information on missions involving partners such as SpaceX and Airbus. The attackers say their access remains open. The ESA has referred the case for a criminal inquiry amid a history of prior security incidents dating back to 2011.

CRITICAL JSPDF FLAWS LETS HACKERS STEAL SECRETS VIA GENERATED PDFS

The popular jsPDF library is vulnerable to a local file inclusion and path traversal attack that can allow attackers to steal secrets. The flaw allows attackers to pass unsanitized paths directly to the loadFile function or any functions that call it. The vulnerability was fixed in version 4.0.0, but it may not be comprehensive on Node 20 and earlier.

DECODING THE GITHUB RECOMMENDATIONS FOR NPM MAINTAINERS

Following recent npm supply chain attacks, GitHub's hardening guidance centers on three controls: adopting Trusted Publishing Framework (OIDC-based short-lived credentials instead of long-lived tokens), enforcing 2FA for all publishing operations, and using WebAuthn/passkeys instead of TOTP for phishing-resistant authentication. npm deprecated new TOTP setups in October and disabled legacy tokens in November, requiring maintainers to use granular access tokens with expiration for CI/CD automation. Maintainers should configure trusted publisher relationships in package settings, enable 2FA across all sensitive operations, and enroll WebAuthn authenticators while maintaining repository access controls.

DO SMART PEOPLE EVER SAY THEY'RE SMART? (SMARTERTOOLS SMARTERMAIL PRE-AUTH RCE CVE-2025-52691)

A critical pre-auth remote code execution flaw (CVE-2025-52691) in SmarterTools SmarterMail, a business email and collaboration server for Windows and Linux, arises from an unauthenticated file upload endpoint that accepts attacker-controlled parameters. It includes a GUID used to construct file paths, enabling arbitrary file writes via path traversal and by crafting a multipart/form-data request with specific context and contextData values. With a malicious file, an attacker can place a web shell in the webroot and gain full remote code execution.

THE LOG RINGS DON'T LIE: HISTORICAL ENUMERATION IN PLAIN SIGHT

Logs are an essential tool for defenders to monitor for breaches and investigate incidents. However, they can also be a valuable enumeration tool for attackers. This article provides a comprehensive overview of how attackers can abuse logs for enumeration in AWS, Azure, and GCP. Security teams should treat logs with care and enforce the principle of least privilege where possible.

BLACKBIRD.AI (PRODUCT LAUNCH)

Blackbird.AI provides an AI-powered narrative intelligence platform that helps organizations detect, analyze, and respond to harmful or misleading online narratives and influence campaigns that threaten reputation, operations, and security.

PQC NETWORK SCANNER

The PQC Network Scanner is a quantum-focused network assessment tool that scans TLS/SSL certificates across environments to identify systems vulnerable to future quantum attacks.

OGHIDRA

OGhidra bridges LLMs via Ollama with Ghidra to enable AI-driven binary analysis through natural language.

GO.SUM IS NOT A LOCKFILE

Go's go.sum file is not a lockfile and has no effect on version resolution—it's purely a local cache for the Go Checksum Database to ensure cryptographic integrity. Developers should use go.mod for dependency analysis, which, since Go 1.17, lists all transitive dependencies with exact versions and functions as both a manifest and lockfile. This design eliminates diamond dependency conflicts and prevents automatic upgrades to potentially compromised dependency versions.