The AI community is divided over whether scaling computation alone will lead to Artificial General Intelligence (AGI) or if novel scientific breakthroughs are required. Proponents of "scaling laws" believe that increasing computational power will continue to drive AI advancements, while skeptics argue that scaling is approaching its limits and new approaches are necessary. This debate mirrors religious schisms, with different factions advocating for distinct paths toward AGI. The outcome could significantly impact the future direction of AI research and industry.
The complex relationship between Growth and Design teams stems from fundamentally different incentives and working styles. Growth teams prioritize rapid experimentation and validation with a focus on short-term metrics, while Design teams focus on delivering polished, cohesive user experiences with long-term brand considerations. To bridge this gap, Growth teams should involve designers in experimentation reviews, allow time for design planning, and establish shared metrics that balance business outcomes with user experience quality.
Achieving sustainable SaaS growth requires aligning sales and marketing teams around shared revenue goals rather than treating them as separate entities. Companies should assign responsibilities and optimize collaboration across teams by breaking down the sales funnel into new business, renewals, and expansions. This alignment fosters predictable revenue generation by ensuring that both marketing and sales contribute to pipeline development and work together to meet revenue targets.
The problem of false positives in scientific experiments and A/B testing can lead to the approval of ineffective drugs and unreliable scientific findings. Companies and researchers may manipulate results by running multiple trials and only publishing favorable outcomes. To avoid unintentional p-hacking in A/B tests, marketers should focus on forming and testing theories rather than randomly experimenting, emphasizing the importance of validated learning and seeking large, impactful effects.
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Over the past two years, software companies have shifted their focus from growth to profitability, driven by macroeconomic conditions. However, recent trends suggest a renewed emphasis on growth, particularly as companies invest in AI and other emerging technologies. While profitability is still important, the market appears to be rewarding growth more, signaling a potential shift back towards expansion as companies prepare for a new growth cycle.
2024.11.18·cloudedjudgement.substack.com·8 min read·TLDR Founders As companies approach the end of early employees' vesting schedules, it's important to define a clear compensation philosophy and set a strategy for equity grants. This includes determining when and why to issue new hire, retention, promotion, and performance-based grants, while ensuring continuous vesting through methods like boxcar grants to avoid gaps in equity incentives. Regular reviews and data-driven approaches help ensure that employees remain motivated and fairly compensated.
Effective board management is crucial for companies, especially startups, to build trust and secure future funding. Regular, transparent communication through investor updates, pre-meetings, and well-prepared board meetings is essential. The focus should be on strategic discussions rather than lengthy updates. Provide context and control the conversation to maximize value from board interactions.
Enterprises are predominantly using smaller AI models under 13 billion parameters, with large models over 100 billion parameters representing only 15% of implementations.
Logikcull, a SaaS company, experienced rapid growth early on but hit a plateau at $10 million ARR.
In a 2015 email exchange, Sam Altman shared his thoughts with Elon Musk about the inevitability of AI development and suggested that YC could lead an AI project similar to the Manhattan Project to ensure the technology benefits humanity.
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Tibber is a provider of green energy options for customers in Northern Europe and Germany. It reported that customer data belonging to 50K German customers of its smart hardware online store was stolen. The leaked data includes names, email addresses, order amounts, and incomplete address data.
Three variants of a new macOS malware have been detected. One variant was written in Python, one in Golang, and one using Flutter, which heavily obfuscates code by default. The malware was embedded in a clone of Minesweeper. No evidence of exploitation has been found - the callback domain returns a 404. The malware appeared to target cryptocurrency developers. It had several of the hallmarks of a Lazarus group attack.
The Gogs self-hosted Git service version 0.13.0 has a vulnerability (CVE-2024-44625) that allows remote code execution. Attackers can exploit this by gaining access to an account that can push to a repository and editing files from the web interface. The issue remains unaddressed by Gogs developers despite multiple reports, prompting users to take security measures and consider migrating to Gitea.
This in-depth guide to bypassing SELinux on Android devices begins with an overview of how SELinux works and breaks down the relevant sections of the implementation code. It then discusses some bypasses that don't work either for hypervisor blocks or read only memory such as disabling SELinux by setting the enforcing mode to permissive, overwriting the permissive map, AV Cache poisoning, and SELinux initialization overwriting. Two bypasses that do eventually work involve overwriting the SELinux hooks and overwriting the allow_unknown field in the selinux_state.
This is the first out of two articles that cover DOMPurify security bypasses discovered in early 2024 by various researchers. Affecting versions 3.1.0-3.1.2, the vulnerabilities include exploits that use deep nesting and DOM clobbering techniques.
A technical analysis that explores ChatGPT's sandbox environment. It covers how to gain file system access, command execution capabilities, and prompting techniques to extract system information. The author emphasizes responsible disclosure and educational goals and requests readers notify OpenAI of any issues prior to publication.
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Whispr is a CLI tool for injecting secrets from various secret vaults into an app environment. It supports vault services from AWS, Azure, and GCP.
PowerHuntShares is PowerShell tool designed to help cybersecurity teams and penetration testers better identify, understand, attack, and remediate SMB shares in the Active Directory environments they protect.
SurePath AI provides visibility and control over gen-AI use across public and private models, with role-based access controls that decide what data is allowed to leave the organization and what end-users have access to.
This past February, NIST announced that it did not have enough resources to keep up with the CVE enrichment backlog and stated that changes would be made to keep up. Now, the NIST has announced that it is fully staffed, has partnered with other federal agencies and industry partners, and has provided enriched CVE data for all vulnerabilities in the KEV. However, NIST also stated that the format that it receives data from its Authorized Data Provider is difficult to import and enhance.
A common cybersecurity trope is to never use unsecured, public WiFi without a VPN. The author of this article challenged this notion by monitoring the HTTPS and non-HTTPS connections made by their iPhone and Chromebook. They found that anyone monitoring their connection could only see 0.25% of requests from their Chromebook and that there were zero connections to HTTP websites and services from their iPhone.
PyPI has introduced digital attestations (PEP 740) to improve package security. Digital attestations offer better usability and verifiability than PGP signatures. Attestations are automatically enabled for publishers using Trusted Publishing with pypa/gh-action-pypi-publish v1.11.0+.
Ilya Lichtenstein has received a 5-year sentence for the 2016 Bitfinex hack.
Threat actors are using SVG attachments in phishing emails to avoid detection, with some of them displaying HTML and then executing JavaScript when the image is loaded.
Microsoft has announced that it will use the Common Security Advisory Framework, which helps organizations understand and fix security issues faster, for vulnerability disclosures.
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Streaming trends reveal a shift from linear TV to digital, with streaming now making up 41% of US TV time. Netflix stands out as the dominant platform, while others face challenges like churn and retention. "Serial pausers," who resubscribe within 6 months, complicate loyalty efforts. Disney and Comcast showed streaming profitability, with boosts from live sports and blockbuster content, while Warner Bros. Discovery and Paramount made gains but struggled with legacy TV and box office downturns.
A study found that after ChatGPT's launch, demand for freelance jobs in automation-prone fields dropped 21%, with writing, software development, and engineering jobs most affected. Graphic design and 3D modeling gigs fell by 17% due to AI image generation tools.
To reduce content clutter and improve site health, focus on posts with low traffic, no conversions, or outdated information. Remove content that targets zero-search keywords, has no backlinks, or shows minimal engagement. Eliminate duplication or redundancy, especially if similar topics are now merged in search intent. Remove programmatically produced posts with low search value and translations in languages with no relevant search volume.
Melissa Kwan's eWebinar achieved $1M ARR in 36 months despite costly missteps like a $130K affiliate marketing spend yielding only $500/month. Her experience reveals the challenges of scaling a product-led company, including failed Product Hunt launches and ineffective paid ads due to unclear messaging and execution. Kwan's journey shows the value of learning from failures to discover sustainable, scalable growth strategies.
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B2B strategies should focus on organic (40%) and direct (30%) channels to build trust, while paid and social channels support. B2C businesses prioritize speed, using paid and social channels (30% each) supplemented by organic and direct. Diversify channels to avoid over-reliance, build owned assets like email lists, and monitor metrics for optimization. Test strategies, set realistic timelines, and limit dependency on paid ads to manage growth and costs effectively.
Nano influencers charge as low as $25 per post, while mega influencers can exceed $20K. Typical rates are $10 per 1K followers on Instagram, $5–$2.5K on TikTok, and $20 per 1K subscribers on YouTube. Collaborations can range from sponsored content to giveaways, with costs shaped by content type and influencer engagement.
Long-term creator-brand deals are gaining traction, with creators like Airrack advocating for year-long partnerships. Smaller brands often stick to one-off deals as budget constraints limit flexibility, but larger brands are gradually moving toward collaboration-driven strategies. Industry leaders suggest that integrating creator deals into media budgets, rather than PR or social video spend, could streamline the process and foster growth in the long run.
Create a #marketing-ideas channel on Slack or Teams to make an immediate impact in a new marketing job. Invite colleagues from all departments. The channel should encourage all suggestions, with no “bad” ideas, and be actively maintained by sharing examples weekly. This approach helped one marketer at Wiz launch a successful "Cloud Security Job Board" by adapting a competitor's concept.
Emerging social networks like Bluesky and Mastodon have small user bases, making them inefficient for brand investment. New platforms require time to learn and adapt, limiting content performance. Focus on optimizing established networks with larger audiences instead of chasing new ones. Secure your brand name on new platforms but wait for them to mature before committing resources. Trend reports should account for Millennials, a large and active online audience, instead of over-focusing on Gen Z.
This post discusses lesser-known secrets, such as trend jumping, disruptive content, and growing on social media.
Wiz's CMO shares what she's learned from listening to customers, why she moved from product to marketing, and lessons from the company's rapid growth.
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2024.11.18·sourcegraph.registration.goldcast.io·Sponsor·TLDR Web Dev A performance regression in Campsite's API was identified through observability tools after code was refactored to transform rich text into plain text and Markdown. Profiling revealed that the bottleneck was the use of a certain node lookup. This was replaced with a more efficient HANDLERS_BY_NODE_NAMES hash lookup, which reduced processing time from 200ms to under 1ms.