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HOW DEPENDABOT ACTUALLY WORKS

Dependabot-core is an open-source, stateless Ruby library responsible for the mechanics of tracking and updating dependencies across numerous package ecosystems. The full Dependabot service, including scheduling, state tracking, and pull request coordination, is managed by GitHub's proprietary infrastructure, making the service difficult to replicate independently. The library itself is a massive and complex codebase that often resorts to workarounds to handle ecosystem-specific nuances.

4 CSS FEATURES EVERY FRONT-END DEVELOPER SHOULD KNOW IN 2026

CSS recently shipped `sibling-index()` and `sibling-count()` for creating staggered animations and other calculations based on an element's position relative to its siblings. `@container scroll-state()` is new and can be used for querying specific scroll states like 'stuck' or 'snapped', and `text-box` for control over typographic whitespace. `typed attr()` is an advanced function that allows HTML attributes to be used in CSS with type checking and fallbacks.

THE SAUNA ALGORITHM: SURVIVING ASYNCHRONY WITHOUT A CLOCK

The Sauna Algorithm is a metaphor for reasoning about time and safety in fully asynchronous systems without clocks. By anchoring an action to the arrival and departure of another participant who enters after you, it shows how causal relationships (happened-before) can bound execution safely without measuring time. The idea maps directly to distributed systems, where nodes rely on causality, rather than synchronized clocks, to guarantee consistency and correct ordering.

LMARENA IS A CANCER ON AI

LMArena is a popular online AI leaderboard that is a broken system for evaluating AI models. The platform rewards superficial qualities like verbosity, aggressive formatting, and emojis over factual accuracy because users quickly vote based on aesthetics rather than careful evaluation. These wrong incentives lead models to optimize for "hallucination-plus-formatting."

AN EXPERIENCED C PROGRAMMER TRIES AI AGENTS

A veteran C programmer found that treating agents like skilled interns is the best way to use them. He delegates specific, tedious tasks while he himself focuses on high-level design, analysis, and optimization.

HEADLAMP

Headlamp is an easy-to-use and extensible Kubernetes web UI. It combines traditional resource viewing with advanced functionalities, supporting both in-cluster deployment and local desktop use. It has multi-cluster management, plugin capabilities, and RBAC-driven access controls.

TOOL UI

Tool UI is a React component framework that renders schema-validated JSON outputs from tools as inline, assistant-anchored, and interactive elements for conversation-native UIs within chat applications.

THE CONTEXT IS THE WORK (WHAT THE DAY-TO-DAY LOOKS LIKE NOW)

Coding agents have made code generation inexpensive, shifting the core challenge in engineering from writing code to properly defining intent, constraints, and trade-offs. As a result, PR descriptions have become even more important, as they need to communicate this context. A good PR description includes executive intent, reviewer guidance, and detailed provenance to effectively convey information to various audiences.

KERNEL BUGS HIDE FOR 2 YEARS ON AVERAGE. SOME HIDE FOR 20

An analysis of over 125 thousand Linux kernel bugs over 20 years revealed an average bug lifetime of 2.1 years, with some, like race conditions, hiding for over five years before discovery. While newer bugs are being found faster due to improved tooling, a backlog of ancient bugs still exists. To address this, a new tool called VulnBERT integrates neural pattern recognition with 51 handcrafted code features to successfully predict bug-introducing commits with 92.2% recall.

THE GRIEF WHEN AI WRITES MOST OF THE CODE

Devs express grief and a sense of loss over AI increasingly writing most of their code, as it diminishes the personal satisfaction and value derived from years of mastering the coding craft.

AI WRITES CODE FASTER. YOUR JOB IS STILL TO PROVE IT WORKS

AI makes code generation faster, but it shifts the bottleneck from writing to proving its functionality, making human verification and accountability needed for good code review.

I GOT PAID MINIMUM WAGE TO SOLVE AN IMPOSSIBLE PROBLEM

Through over-optimizing a floor-sweeping task, a Computer Science student realized that prioritizing technically correct but ill-chosen metrics invariably results in practically useless or even detrimental outcomes.

NOI

Noi is a macOS/Windows application and browser extension that improves productivity and reduces digital clutter through features like AI chat prompt management, multi-window organization, and an integrated terminal.

what Figma, Reddit, Doordash, Lyft, and many more already know.

ONGOING ATTACKS EXPLOITING CRITICAL RCE VULNERABILITY IN LEGACY D-LINK DSL ROUTERS

CVE-2026-0625, a critical command injection vulnerability in legacy D-Link DSL routers' dnscfg.cgi endpoint, has been actively exploited in the wild since November 2025, targeting end-of-life models including DSL-2740R, DSL-2640B, DSL-2780B, and DSL-526B. The unauthenticated remote code execution flaw enables attackers to hijack DNS settings without credentials, allowing them to redirect traffic and persistently compromise all downstream devices behind the router. Organizations must immediately retire affected unpatchable devices and upgrade to actively supported models, as the vulnerability leverages the same DNS configuration mechanism used in previous large-scale DNSChanger campaigns.

INSURER PROSURA HIT BY CYBER DATA BREACH, CUSTOMERS CONTACTED BY THREAT ACTOR

Australian rental car insurance provider Prosura suffered a data breach that impacted an undisclosed number of customers. The leaked data may include names, email addresses, phone numbers, country of residence, travel details, invoicing and pricing data, and policy dates. The threat actor also directly contacted impacted customers, alleging that the company has been ignoring them.

LEDGER CUSTOMERS IMPACTED BY THIRD-PARTY GLOBAL-E DATA BREACH

Ledger has informed some customers who made purchases on ledger.com that their personal data was compromised as part of a breach impacting the third-party payment processor Global-e. Ledger and Global-e have confirmed that no financial information or wallet seed phrases were leaked as part of this breach. Global-e is also notifying other impacted companies that utilize its services.

THE MAC MALWARE OF 2025

The 2025 macOS threat landscape was characterized by a surge in sophisticated infostealers and state-sponsored backdoors that increasingly leverage "Malware-as-a-Service" models and social engineering vectors such as "ClickFix" and fake job interviews. Technical analysis reveals that attackers are bypassing Gatekeeper and static analysis by utilizing signed or notarized binaries and executing multi-stage payloads written in Go, Python, and AppleScript directly in memory. To combat these evolving threats, security professionals must move beyond static signatures to implement behavioral monitoring of process, file, and network activity while educating users on the dangers of executing terminal commands from untrusted sources.

VIBE HACKING: PROXYING FLUTTER TRAFFIC ON ANDROID WITH CLAUDE

Cronometer's Android app uses Flutter's own TLS stack, which ignores system proxies and bakes certificate pinning into libflutter.so, making traditional MITM approaches fail. By combining Frida on a rooted Pixel with custom hooks, it becomes possible to detect and patch Flutter's TLS verification, observe DNS lookups and socket connections, and then transparently redirect selected hosts through a proxy like mitmproxy. Injecting an HTTP CONNECT tunnel at the syscall level lets HTTPS traffic flow through the proxy without modifying the APK.

ALL YOU NEED TO KNOW ABOUT JA3 & JA4 FINGERPRINTS

JA3 and JA4 are both methods for building a client fingerprint from the TLS Client Hello. JA4 adds functionality and human readability and is harder for threat actors to change. Both fingerprints can be effective in threat hunting or monitoring.

DIASYMBOLVIEW

DiaSymbolView is a tool for visually inspecting debug information recorded in .pdb files. It relies on the MSDIA API and presents a hierarchy of debug symbols and their 200+ properties.

LYNIS

Lynis is a security auditing tool for Linux, macOS, and UNIX-based systems. It helps with compliance testing (such as HIPAA, ISO27001, and PCI DSS) and system hardening. It is agentless, with optional installation.

OPTI (PRODUCT LAUNCH)

Opti is an IAM platform that uses specialized LLMs to automate identity governance, least-privilege decisions, and remediation across enterprise environments.

AUTOMATED DATA POISONING PROPOSED AS A SOLUTION FOR AI THEFT THREAT

AURA is a tool that injects plausible false data into AI knowledge graphs, rendering stolen proprietary data useless while authorized users maintain access through secret keys that filter out the poisoned information. The technique degrades unauthorized systems' accuracy to 5.3% while maintaining 100% fidelity for legitimate users, with an under 14% increase in query latency, though experts express skepticism about data poisoning's effectiveness and note that the solution doesn't prevent insider tampering with knowledge graphs. Security professionals should recognize that AI systems face unique challenges in detecting and recovering from compromised data, as poisoned information can propagate through machine learning processes faster than traditional database corruption.

KRAKENLABS RESEARCH HIGHLIGHTS 2025: THE SHIFTS THAT REDEFINED THE THREAT LANDSCAPE

2025's threat landscape evolution was characterized by AI integration into cybercrime workflows, industrialized Crimeware-as-a-Service platforms like Olymp Loader and LabInstalls PPI distribution, and Initial Access Brokers monetizing compromised edge devices, including Belsen Group's sale of 15,000 FortiGate device accesses. The year witnessed a decline in traditional carding fraud under regulatory pressure, while threat actors shifted toward identity abuse and trust exploitation, exemplified by attacks on Salesforce-hosted airline data and on cryptocurrency platforms targeted for geopolitical impact rather than financial gain. Analysis revealed the convergence of ideological hacktivism with ransomware business models, including pro-Palestinian actor zerodayx1's BQTLock RaaS offering and leaked Black Basta chats that exposed operational dynamics, underscoring that basic security failures and third-party risk management remain decisive factors in organizational breach outcomes.

HACKERONE 'GHOSTED' ME FOR MONTHS OVER $8,500 BUG BOUNTY, SAYS RESEARCHER .

Security researcher Jakub Ciolek reported two high‑severity Argo CD denial‑of‑service bugs through HackerOne's Internet Bug Bounty, expecting about $8,500 after CVEs were assigned and patches shipped. Instead, he faced months of silence despite repeated follow‑ups, raising concerns about trust in crowdfunded bounty programs and the impact of noisy, low‑quality, or AI‑generated reports on serious submissions.

QUANTUM STRUCTURED LIGHT COULD TRANSFORM SECURE COMMUNICATION AND COMPUTING

International researchers demonstrated quantum structured light techniques that pack significantly more information and security into photons by engineering high-dimensional quantum states.

CYBERSECURITY FIRMS SECURED $14 BILLION IN FUNDING IN 2025: ANALYSIS

Cybersecurity vendors attracted nearly $14 billion across 392 funding rounds in 2025, marking a 47% jump from 2024 and the strongest year since the 2021 peak.

LACK OF MFA IS COMMON THREAD IN VAST CLOUD CREDENTIAL HEIST

A threat actor called Zestix used common infostealers like RedLine, Lumma, and Vidar to harvest long-lived credentials from infected machines and log dumps, then logged into corporate ShareFile, OwnCloud, and Nextcloud instances that lacked MFA.

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AUDIO ADS BEAT YOUTUBE VIDEO ADS IN EFFECTIVENESS

LINKEDIN JOBS ON THE RISE 2026: THE 25 FASTEST-GROWING ROLES IN THE US

US job growth is being driven by AI and advisory roles. More than 56% of professionals plan to job hunt this year, while 76% say they feel unprepared. The list shows strong growth in founders and independent consultants, which shows a shift toward self-employment. Sales and marketing also show up on the list in several places. The rankings are based on LinkedIn data from January 1, 2023, to July 31, 2025, and include insights on skills, locations, experience, and flexible work.

WHEN TO SHOW VS HIDE PRICES

Delaying price disclosure increases purchases for premium products but reduces purchases for affordable or discounted items. Across 6 experiments, people were 21.1% more likely to buy an expensive espresso machine when the price appeared after adding it to the cart. People were 18.1% less likely to want a 30% off espresso machine when the sale price appeared after a click. People were 11.4% less likely to buy from a daily deal email when prices were hidden.

WHY YOUR FIRST 200 WORDS ARE CRUCIAL FOR AI SEARCH OPTIMIZATION

AI search systems now prioritize the first 200 words as the main source of context and credibility. Engines such as Google's AI Overviews and ChatGPT use the opening paragraph to define topic relevance, author authority, and audience fit. Pages that open with clear entities and purpose are 38% more likely to be cited. Effective introductions state the subject and identify the source, enabling accurate classification and reuse in generative search results.

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HOW TO CREATE AN ENGAGING NEWSLETTER (WEBINAR)

Learn how to build an internal newsletter people actually read. This session covers content structures, smart timing, and ways to fix content gaps. It also explains how to measure success beyond open rates. It will take place on January 28 at 11 AM ET.

GOOGLE TO ALLOW PREDICTION MARKETS ADS UNDER STRICT RULES

Google will start allowing US ads for prediction markets on January 21, but only for CFTC-regulated exchanges and certified brokers that pass Google's compliance process. The move opens a new channel for a small group of federally regulated players while keeping strict rules in place for ads, products, and landing pages.

MRBEAST, SVEDKA, RITZ, GRUBHUB, AND MORE EARLY SUPER BOWL TRENDS

Early Super Bowl 60 advertising trends hint at a mix of AI experimentation, creator-led content, and brand reinvention. Svedka plans the first fully AI-generated ad for the Big Game, while MrBeast may take creative control of Salesforce's commercial. Other brands like Dove, Grubhub, and Ritz are using the event to reintroduce themselves with new positioning or consumer-driven storytelling. Despite rising costs that exceed $8M, enthusiasm remains high among fans, especially for celebrity-driven and humorous spots.

AMAZON'S AI SHOPPING TOOL SPARKS BACKLASH FROM ONLINE RETAILERS THAT DIDN'T WANT WEBSITES SCRAPED

Amazon's AI shopping tools, including Shop Direct and “Buy for Me”, face backlash from retailers whose products were listed without consent. Some businesses received orders for items they didn't sell or that were out of stock. Over 180 retailers on platforms like Shopify and Squarespace reported that their products appeared on Amazon without permission. Amazon says businesses can opt out and that the tools drive incremental sales.

THE 30 BEST PIECES OF COMPANY BUILDING ADVICE WE HEARD IN 2025

Effective company builders prioritize execution over theory, proving the value of early customer insights, immersive founder involvement, and scrappy GTM experiments. Founders were advised to stay close to product development and validate value through reverse demos and onboarding built like video games. Successful exits in vertical AI and breakout revenue growth at companies like Clay and EvolutionIQ showed that tailored sales, opinionated design, and ego-free iteration are essential in today's market.

THE EVOLUTION OF SOCIAL MEDIA IN 2026 (1 MINUTE VIDEO)

Brands should act like TV networks by running distinct show accounts that drive attention back to the main one.

NOBODY'S CLICKING ANYMORE

AI overviews cut clicks, so the priority is to become the trusted answer people recall without visiting your site.

A RANDOM TOPGOLF MOMENT EXPOSED WHY SO MANY BRANDS FAIL ON SOCIAL MEDIA

The “Logan Party” meme is a masterclass in what builds community online.

XAI RAISES $20 BILLION TO EXPAND GROK AI MODELS AND ENTERPRISE TOOLS

xAI has successfully closed a $20 billion Series E funding round. The capital will be used to accelerate the development of the company's compute infrastructure. xAI has introduced several business-oriented offerings, including Grok Business, a team plan priced at $30 per seat per month, and Grok Enterprise, which includes Custom SSO and SCIM features. It has also released a Collections API that features built-in RAG, OCR, layout-aware parsing, and more.

HOW GOOGLE GOT ITS GROOVE BACK AND EDGED AHEAD OF OPENAI

Google was behind in the AI race in August, but by September, its Gemini AI app had become the most downloaded app in Apple's App Store. The company launched its most powerful Gemini model yet two months later, leapfrogging over OpenAI to the front of the AI pack. Google's deep roots in science and research, willingness to invest in custom hardware, and leadership changes in recent years cleared the way for faster experimentation. The company's AI work has begun generating substantial revenue through search ads, paid versions of Gemini, and sales of new computer chips developed in-house.

COMMONWEALTH FUSION SYSTEMS INSTALLS REACTOR MAGNET, LANDS DEAL WITH NVIDIA

Commonwealth Fusion Systems (CFS) has installed the first magnet in its Sparc fusion reactor, a demonstration device scheduled to turn on next year. The reactor will have 18 magnets in total in a donut-like shape. These magnets will create a powerful magnetic field for confining and compressing superheated plasma. If successful, the plasma will release more energy than it takes to heat and compress it. CFS is working with Nvidia and Siemens to develop a digital version of the reactor.