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TACKLING REPETITIVE IMAGE GENERATION

AccDiffusion v2 improves diffusion models for generating higher-resolution images without training, addressing challenges like object repetition and local distortion.

OPTIMIZING AI INFERENCE AT CHARACTER AI

Character AI has a strong inference pipeline. In this post, the team walks through their int8 quantization and flash attention 3 implementation. It's a good read for folks interested in serving large language models at scale.

CERTAIN NAMES MAKE CHATGPT GRIND TO A HALT, AND WE KNOW WHY

OpenAI's ChatGPT employs hard-coded filters to prevent the AI from generating false statements about specific individuals, leading to broken conversations when these names are mentioned. This approach stems from past incidents like defamation lawsuits against OpenAI, prompting the company to restrict outputs related to contentious names. The hard-coded filters can pose challenges as they limit ChatGPT's functionality and leave the system vulnerable to adversarial attacks.

FINETUNING LLM JUDGES FOR EVALUATION

Evaluating LLMs has become challenging due to their complex and open-ended outputs. Traditional evaluation relies on human judgment, which is detailed but inefficient. Thus, automatic metrics and model-based evaluations like LLM-as-a-Judge are crucial for scalable assessment. Innovations such as specialized fine tuned judges (e.g., Prometheus) and synthetic data generation are enhancing LLM evaluation's precision and adaptability across diverse tasks and domains.

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FLOW

Flow is a lightweight engine for creating flexible AI workflows using dynamic task scheduling and concurrent execution.

THE GEN AI BRIDGE TO THE FUTURE

Generative AI is set to revolutionize wearable technology by creating on-demand UI interfaces that adapt to user needs and context.

WORLD LABS' AI CAN GENERATE INTERACTIVE 3D SCENES FROM A SINGLE PHOTO

World Labs, founded by AI expert Fei-Fei Li, has introduced an AI system capable of generating interactive 3D scenes from a single image.

FED CHAIR POWELL SAYS BITCOIN IS LIKE DIGITAL GOLD

Federal Reserve Chair Jerome Powell compared Bitcoin to digital gold during The New York Times' DealBook Summit, noting its volatility and lack of use as a payment method, positioning it as a speculative asset rather than a competitor to USD. He acknowledged Bitcoin's “staying power” and highlighted its role as an alternative to gold while emphasizing the Fed's cautious approach to crypto's interaction with the banking system.

PRESIDENT-ELECT TRUMP TAPS CRYPTO-FRIENDLY FORMER REGULATOR PAUL ATKINS TO LEAD THE US SEC

Donald Trump has nominated crypto-friendly former SEC commissioner Paul Atkins to lead the SEC, noting Atkins' commitment to balanced regulations that foster innovation and digital assets. Atkins' appointment, pending Senate confirmation, has been welcomed by lawmakers and crypto executives as a step toward regulatory clarity and support for the digital asset ecosystem.

PANCAKESWAP LAUNCHES SPRINGBOARD

PancakeSwap's SpringBoard is a no-code platform for creating and launching tokens on the BNB Chain. It offers features like automatic liquidity pool integration, multi-token pairings, and fair launch mechanisms. The platform focuses on ease of use and community engagement while also providing optional Farm Program boosts and liquidity support through CAKE.

VANA: POWERING THE FUTURE OF USER-OWNED AI

Vana, an open protocol for AI data sovereignty, allows users to pool and monetize their personal data through DataDAOs (data collectives) while maintaining cryptographic control through encrypted personal storage. It uses a two-layer architecture where data ownership records and permissions exist on-chain while actual data remains privately encrypted, with DataDAOs issuing tokens based on contribution quality. The platform aims to challenge Big Tech's data monopolies by creating a market where AI companies can purchase training data directly from user collectives. The VANA token facilitates transactions and governance while ensuring value flows back to data contributors through a burn mechanism.

AGENTS VS MEMECOINS

While agents can actively generate content and build direct user relationships, memecoins rely solely on external attention for value. This fundamental difference in distribution - where agents create self-sustaining user relationships through social media followings versus memecoins' dependence on continuous external promotion - suggests greater durability for agent tokens. This more stable distribution model, combined with growth potential, makes AI tokens more attractive to institutional investors than traditional memecoins.

A16Z BIG IDEAS IN TECH 2025 (CRYPTO)

The article explores the future of crypto, blockchain, and AI, focusing on how these technologies are poised to reshape industries and society. Key themes include AI autonomy through crypto wallets, decentralized autonomous chatbots, stablecoin adoption by enterprises, proof-of-personhood systems, tokenization of unconventional assets, onchain government bonds, and improved governance through liquid democracy and DAOs. Emphasis is placed on usability, with predictions of simplified blockchain experiences driving mass adoption and expanding applications for active crypto participation.

WHY AGENTS WILL REACH OVER $100B MARKET CAP

AI agent projects have a $6 billion market cap, with apps ranging from automated market analysis to asset management and UX enhancement. The tech is primarily being developed on Base and Solana, with agents capable of autonomous decision-making, asset ownership, and onchain interactions. Projects like Virtuals.io lead the development of interconnected AI communities, with future developments like more complex interactions, better analysis, and practical use cases coming soon.

DOUBLEZERO: A FRAMEWORK FOR HIGH-PERFORMANCE PERMISSIONLESS NETWORKS

DoubleZero has introduced a new category of blockchain infrastructure called N1 (Network 1) designed to create a high-performance decentralized physical network layer optimized for distributed systems. The protocol enables permissionless contribution of fiber links while providing built-in verification services, aiming to eliminate communication bottlenecks for existing L1 and L2 blockchains through increased bandwidth and reduced latency. Created by former Solana team members, the project represents an attempt to build a new internet infrastructure specifically optimized for modern distributed systems and blockchain networks.

BITCOIN HITS $100K

Bitcoin reaching $100K is a large marketing milestone that will dominate global financial headlines, signaling a renewed wave of interest in crypto.

YOUTUBE VIEWS OF CRYPTO INFLUENCER CONTENT HITS 12-MONTH HIGH

YouTube views of crypto influencer content hit a 12-month high of ~4.72 million in late November, reflecting renewed retail interest as crypto apps climb app store rankings, though engagement remains below previous cycle peaks.

REP. FRENCH HILL PLEDGES TO INVESTIGATE DEBANKING FOLLOWING CRYPTO EXECUTIVES' COMPLAINTS

Rep. French Hill has vowed to scrutinize alleged debanking practices targeting crypto companies following reports of government pressure on banks to sever ties with certain industries.

VIRTUALS PROTOCOL

Virtuals.io stands out with its modular AI agents, integrating specialized modules for onchain operations, content generation, and long-term memory.

WORLD LABS' AI CAN GENERATE INTERACTIVE 3D SCENES FROM A SINGLE PHOTO

Led by AI pioneer Fei-Fei Li, World Labs introduces an AI system that transforms single images into interactive, explorable 3D scenes. Unlike typical 2D generative tools, it ensures consistent environments obeying essential physics. Backed by $230 million in funding, the startup plans broader gaming, film, and design applications and targets a product release in 2025.

APPLE ILLEGALLY SURVEILLED AND CENSORED WORKERS, EMPLOYEE LAWSUIT SAYS

A new lawsuit targets Apple, alleging invasive employee surveillance and restrictive policies that violate California labor laws. Filed by Amar Bhakta, the suit claims Apple monitors personal devices through mandatory electronic SIM cards or virtual private networks that grant broad data access. Bhakta also challenges restrictions on discussing work conditions, citing professional and personal harm.

SPOTIFY WRAPPED FINALLY ENTERS ITS FLOP ERA

This year's Spotify Wrapped introduces AI-generated features like ‘Your Music Evolution' and an AI-hosted podcast to enhance user engagement. However, the omission of key metrics such as top genres and top albums has led to user dissatisfaction, with many finding the AI additions unappealing and the overall design lacking effort. The shift towards AI-generated content, at the expense of detailed user statistics, has raised concerns about the platform's commitment to personalized and meaningful user experiences.

THE STATE OF UX IN 2025 — A LOVE LETTER ABOUT CHANGE

The peak of UX's influence from the late 2010s has faded, with design now feeling more like a byproduct of business objectives than a driving force. Designers' once-central role in shaping creative vision and critical decisions seems less palpable in the broader state of UX today.

HOPE IS NOT LOST FOR HUMAN-CENTERED AI

The rapid rise of AI brings ethical and societal challenges, but designers can shape human-centered systems by understanding AI fundamentals. Early involvement ensures solutions prioritize user needs, while thoughtful input and output design enhances usability. Ethical considerations, transparency, and collaboration remain essential to guide AI's integration into fair, responsible, and user-centered applications.

PABLO SÁNCHEZ'S SEVEN RULES FOR DESIGNING THE UNEXPECTED

In this post, designer Pablo Sánchez explores communal creativity and plural consciousness in shaping digital interfaces like Ableton Note. Ableton Note reimagines music creation through minimalism, speculative design, and user empowerment. Emphasizing personal conviction, unique inspiration, and iteration, Sánchez advocates designing beyond conventions, fostering exploration, and remixing ideas for innovative outcomes.

CREATE VIRAL SHORTS IN SECONDS WITH AI

Submagic helps you edit short-form videos 10x faster.

BUTTONS GENERATOR

CSS button generator is a free online tool for creating CSS button styles with one click.

OFFF UNVEILS ‘CENTRE OFFF GRAVITY' BRANDING AND VISUAL IDENTITY FOR 25TH ANNIVERSARY

OFFF, the International Festival of Creativity, has rebranded as "Centre OFFF Gravity" to mark its 25th anniversary in May 2025. COLLINS crafted a new identity to reflect its central role in the global creative community. The rebrand, embodying a balance of timelessness and forward-thinking expression, includes a fresh logo, color palette, typography, and website.

BUILT WITH HEART: FOR GOOD DESIGN LAB CREATES A TACTILE BRAND WORLD FOR HEARTFUL PACKED WITH WARMTH

Heartful, a short-term accommodation service, emphasizes community, inclusivity, and environmental impact through a warm, human-centered brand identity created by For Good Design Lab. The design features a heart icon of abstract shapes, custom typography, and hand-painted illustrations by Jackson Joyce, reflecting Heartful's focus on meaningful connections.

NEGATIVE SPACE: THE ART OF LETTING YOUR DESIGNS BREATHE

Strategic use of negative space enhances design clarity and user-friendliness by emphasizing key elements and reducing clutter. Brands like Google, Nike, and Apple excel at using negative space in minimalist and impactful ways. Designers balance macro and micro spaces for focus, harmony, and creativity. Mastering it ensures visually engaging, user-centric designs across mediums.

BRANDOPUS REFRESHES MCCAIN'S PACKAGING PORTFOLIO

NABBING MACOS ICON ARTWORK

This guide celebrates curiosity, offering practical tips for exploring macOS app internals and acquiring high-quality icons.

THERE ARE LESSONS TO BE LEARNED FROM THE WICKED POSTER CONTROVERSY

Despite pre-release drama over its poster, the new Wicked movie has impressed critics.

THE ABJECT WEIRDNESS OF AI ADS

The Browser Company's ad for its AI-powered browser ‘Dia' shows a growing trend in AI marketing: showcasing features that inadvertently reduce human connection. In the ad, the AI replaces the simple act of asking a spouse for gift advice with a cold, robotic email, emphasizing functionality over emotional authenticity. This example reflects broader concerns about AI's role in automating core aspects of humanity, with ads often revealing how technology distances people from their personal interactions and relationships.

FOR NEWS, ALGORITHMIC SOCIAL NETWORKS ARE A FAILED EXPERIMENT

This piece critiques social networks' reliance on algorithms, contrasting Twitter's manipulation under Elon Musk and Threads' lack of timeliness with Bluesky's user-first approach. Bluesky's reverse-chronological feed and features like Starter Packs prioritize user control and authenticity, echoing early Twitter's vibrancy. While Threads struggles to stay relevant and timely, Bluesky's minimalist design shows the value of sparing algorithm use.

THE TINY LAYOUT TWEAK THAT LED TO 20% MORE CONVERSIONS [TEST RESULTS]

Moving social proof higher on a webpage can significantly boost conversions, as demonstrated by a 19.5% increase in signups when customer logos were placed under the hero banner. Testimonials from customers proved more effective than company-provided data points - conversions dropped 10% when data replaced testimonials. This highlights that people trust individuals more than corporations. Visitor intent also plays a critical role, as social proof is most effective for new visitors but may be less relevant for returning customers. To maximize the results of your own tests, base changes on data insights rather than assumptions and test the modifications thoroughly. After implementing changes, compare pre- and post-test data to identify potential unintended consequences.

THOUGHT LEADERSHIP POWER HOUR FOR BUSY B2B MARKETERS

This guide explains how to create thought leadership content with minimal CEO time. Using basic remote setups, it recommends bi-weekly one-hour interviews with prompts like "What bothers you about competitors?" or "What are industry misconceptions?" and frameworks like "First, Last, Best, Worst." Insights can be extracted via tools like Descript, which turns them into videos, infographics, and text posts. Content should be distributed on LinkedIn and YouTube Shorts, with high-performing posts boosted through paid promotion.

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YEAR ON TIKTOK 2024: A LITTLE CREATIVITY SPARKS A LOT OF IMPACT

TikTok's 170 million US users helped redefine cultural and business trends globally. TikTok Shop livestream sessions tripled, with sellers like Stormi Steele achieving $2M in sales during a single session. The #BookTok community inspired over 1.2M posts, driving a 300% surge in #Romantasy posts. Latin music thrived, with tracks like "Gata Only" generating over 50M TikTok creations and 1.3B Spotify streams. TikTok's Olympics-related hashtags garnered 50B views, and #WomenInSports posts grew 2,400%.

NEW RESEARCH: WE ANALYZED 332 MILLION QUERIES OVER 21 MONTHS TO UNCOVER NEVER-BEFORE-PUBLISHED DATA ON HOW PEOPLE USE GOOGLE

Google dominates the search landscape, holding over 90% of the global market share for 15 years and sending more than 60% of referring traffic to other sites. Data shows that queries with informational intent make up more than half of all searches, while commercial and transactional queries make up just 14.5% and 0.69%, respectively. These findings emphasize the importance of targeting searchers with commercial or transactional intent for the highest ROI, which requires precision in keyword optimization.

INFLUENCER MARKETING DOESN'T NEED MORE METRICS

As influencer marketing grows in popularity, brands continue to struggle to determine the value of sponsored content while influencers face challenges in pricing and maintaining authenticity. Brands often impose creative restrictions that compromise authenticity, while reliance on metrics incentivizes influencers to manipulate engagement data. These dynamics risk undermining trust, weakening relationships, and reducing the effectiveness of campaigns.

THE EFFICIENCY TRAP: RETHINKING VALUE AND COST IN MEDIA BUYS

In 2023, $10.8 billion was saved by addressing ad fraud, yet the focus on cost efficiency continues to sustain low-quality media practices. Cost pressure drives agencies to prioritize cheap impressions over meaningful engagement, reinforcing a cycle of inflated metrics and bot-driven fraud. Agencies end up prioritizing programmatic channels and MFA sites which sacrifice long-term brand value for short-term savings.

THE KIDS ARE ONLINE: HOW BRANDS ARE NAVIGATING GEN ALPHA MARKETING

Brands are embracing Gen Alpha by balancing direct engagement with ethical considerations. Companies like Evereden have shifted from targeting parents to reaching tweens directly through organic content on TikTok. Claire's combines digital strategies with in-store experiences, offering sections tailored to younger customers. Paid ads remain parent-focused since parents are the decision-makers, while brands exercise due diligence to ensure age-appropriate content and collaborations.

TIKTOK & HOLIDAY GIFTING IN 2024 INFOGRAPHIC

93.5 million US holiday shoppers used TikTok to look for holiday gifts.

RANKING CONTENT FORMATS FROM EASY VS. DIFFICULT AND FAST VS. LONG TERM

A graph ranking content formats including video, image, and text.

GTM STRATEGY CARD

A GTM framework for 2025 planning.