Agent Skills vs MCP Which Is Better?
Entropic’s new agent skills package a skill as a simple folder containing a YAML metadata file, a skill.md description, and optional scripts or documents, providing a file-system, plugin-style alternative to the MCP client-server protocol. Unlike MCP, which exposes tools via API endpoints and loads heavy tool descriptions up front, agent skills expose only lightweight metadata until a skill is invoked, greatly reducing token usage and runtime context. Skills are easier to create, edit and distribute—no endpoints required—and can run locally or in the cloud as long as the agent can read files and execute code. The main tradeoff is that agent skills require code execution capability on the agent, whereas MCP can operate without it.
The State of AI + Software: Where It’s Going - Fast
Speakers argue that AI-native B2B products do not work out of the box and require intensive, hands-on onboarding — often via "forward deployed engineers" who sit with customers to ingest data, train models, and iterate until agents perform reliably. This...
Google’s Veo 3.1 Just Beat Sora?! 😳
Google has released Veo 3.1, a significant update to its AI video-generation model that improves output quality and introduces several new creative controls. Users can now supply one or multiple images as “ingredients” to populate or style generated videos, animate...
How SaaS Companies Turn Usage Revenue Into ARR | SaaS Metrics School | Usage Into ARR
In this SaaS Metric School episode Ben Murray outlines how usage-based software companies convert variable consumption revenue into an annual recurring revenue (ARR) metric. His research of public filings shows the two dominant approaches are trailing-period annualization—often using the prior...
NVIDIA’s New AI’s Movements Are So Real It’s Uncanny
The video spotlights a recent breakthrough in physics‑based character animation: the Adversarial Differential Discriminator (ADD). Building on the 2018 DeepMimic framework, which turned motion imitation into a video‑game‑style reward‑maximization problem, ADD replaces dozens of hand‑crafted score counters with a single...
Why Hire People and Get Out of Their Way Is BS Business Advice
A founder argues that the common advice to “hire people and get out of the way” is flawed, advocating instead for “focused involvement.” He says founders should selectively intervene in areas where they add meaningful impact—citing finance, sales and international...
Transforming Business with Rapid Change #saas #shorts #onecrew #podcast
Speakers discuss how businesses confronting fragmented workflows often rely on spreadsheets, pen-and-paper and unsuitable industry platforms, leading to inefficiencies and operational breakdowns. Their solution rapidly replaces these disparate systems and misapplied software—such as tools designed for residential construction or landscaping—with...
Should You Build A ChatGPT App?
A creator and CTO discuss treating ChatGPT’s new app platform as a potentially huge distribution channel—comparable in opportunity to Apple’s original App Store—despite uncertainty over its longevity. They argue the upside outweighs the downside: a few weeks’ development could yield...
AI News: NVIDIA DGX-1, GPT-6 2025, Claude Skills, Waymo DDOS, Datacenters in Space, and More!
A CNBC-sourced rumor suggests GPT-6 could arrive by year-end, though the presenter called such a rapid replacement of the recently launched GPT-5 unlikely. NVIDIA has begun shipping its new DGX Spark supercomputer to leading AI firms, promoting a significant boost...
Your Best Growth Channel Might Be Your Existing Customers
The speaker argues that companies often overlook expansion within their existing customer base in favor of chasing new logos, and that tapping current clients can be a prime growth channel. They describe a consulting approach that maps customer ‘white space’...
How I Grew My SaaS From $0-$1M ARR in 6 Weeks
Eighteen months after conceiving a SaaS product, the founder says his company reached $1M ARR within six weeks of launch and scaled to over $6M ARR with a three-person team and no external funding. Growth hinged on a public audience-building...
Claude Haiku 4.5 Just Matched Sonnet 4... At 2x Speed!
Anthropic has launched Cloud Haiku 4.5, a lighter-weight variant of its Sonnet model that the presenter says matches Sonnet’s performance while running twice as fast and costing one-third as much. The update claims Haiku 4.5 is marginally superior to GPT-5...
The Cold Email APOCALYPSE Just Started
Google has begun mass-suspending mailboxes tied to cold-email infrastructure, leaving many users and vendors unable to access accounts and prompting urgent remediation. Providers and infrastructure firms report widespread outages over the past days, with roughly a quarter of some vendors'...
Which AI Model Makes the Best Images?
The video benchmarks four image-editing AIs—Quen Image Edit (QN Image Edit Plus), Nano Banana, GPT Image 1 and Seadream—across multiple real-photo composite tasks (waterfall portrait, SUV in desert, office headshot, puppies on a beach, cat in a living room, product...
5 Proven Techniques for Presenting to Executives (And Getting a "Yes)
The video outlines five proven techniques for getting executive buy-in: start with the audience by framing your recommendation around executives’ priorities (money, market, exposure); condense your message into a 30-second, one-sentence executive summary; structure content to lead with the conclusion...
Qwen3-VL Just Changed Multimodal AI (Again) 🔥
OpenAI competitor Qwen released two compact vision-language models, Qwen-VL 4B and 8B, that pack multimodal capabilities into highly efficient, small architectures. They support FP8 for lower-precision inference, offer both dense and Mixture-of-Experts (MoE) variants, and expand language coverage to 32...
Ep. 95: Ed Bryne, Scaleworks | Scaling SaaS with Sustainable Growth Through Venture Equity
Ed Byrne, partner at Scaleworks, outlines the firm’s “venture equity” approach to scaling SaaS: buy or invest in revenue-generating software companies, emphasize profitability and cash flow over rapid fundraising, and grow them via an in-house operating team based in San...
The Worst Bug In Games Is Now Gone Forever
The video spotlights a breakthrough research paper that finally eliminates the age‑old clipping problem plaguing real‑time graphics. By replacing the traditional “logarithmic barrier” collision handling with a novel “cubic barrier” approach, the method guarantees that even millions of thin...
Build Live Voice Agents that Listen, Reason, and Respond, Using Google’s ADK
Google's new course, Building Live Voice Agents with the open-source Agent Development Kit (ADK), teaches developers how to create multi-agent AI applications that take voice input, reason, and produce voice output. The ADK provides modular, model-agnostic building blocks—models, tools, memory,...
How to Turn a Moment Into Momentum
Don Yeager, in a Ductate Marketing Podcast interview, argues that momentum is not merely a happenstance but a constructible, research-backed discipline. Drawing on 250 interviews and his book The New Science of Momentum, Yeager outlines a framework: build the right...
DGX Spark vs Cloud: Who Wins for AI Work?
NVIDIA’s DGX Spark is being touted as the world’s smallest portable AI supercomputer, packing up to 1 petaflop of compute, 128GB of memory and the capacity to train ~70B-parameter models or run inference on models up to 200B parameters (two...
The 120-Day Foundation Plan
The speaker outlines a standardized playbook used to create value in lower middle-market acquisitions, centered on a five-part framework. The initial phase, dubbed "Fortify the Foundation," is a 120-day plan that follows a 10-day "hot list" of immediate post-closing tasks...
The CEO's Clock: Balancing Daily Ops and Long-Term
A leadership coach urges CEOs to treat time as their most important technology, warning that defaulting to constant firefighting leaves them trapped in daily operations. He recommends consciously allocating hours across three perspectives: the microscope for day-to-day execution, the binoculars...
The 3 Levels of Data Storytelling (Which One Are You?)
The video outlines a structured approach to turning analysts into influential communicators by identifying three levels of data storytellers—Explorer (finds insights), Explainer (frames clear recommendations), and Inspirer (drives change)—and eight core skills that separate them. It emphasizes diagnosing your team’s...
OneCrew Raises $12M to Be the Operating System for Paving Contractors | The SaaS CFO | OneCrew
OneCrew, a vertical SaaS startup for paving contractors, has raised $12 million to build an operating system that spans lead-to-cash workflows—from CRM and estimating to dispatch, job costing and invoicing. CEO Ari Bleemer, a former Bain consultant, launched the product...
Want a Private Equity Exit? Start Tracking This Metric | SaaS Metrics School | Rose Metric
The video promotes the Rose metric — Return on SaaS Employees — defined as recurring revenue divided by fully burdened employee and long-term contractor costs, and argues it’s a better org-efficiency measure than revenue per FTE. The host recommends calculating...
DeepMind’s AI Just Solved Video Generation In A Way Nobody Expected
The video spotlights DeepMind’s latest generative video model, Veo 3, which can turn a simple text prompt into high‑fidelity video. The presenter, Dr. Károly Zsolnai‑Fehér of Two Minute Papers, frames the announcement as a “game‑changing” moment for AI, noting that the...
Writing a Manifesto: 3 Ways To Get Your AI Startup Manifesto Right
The video argues that an effective manifesto is a customer-focused, 6–10 slide content-driven deck—not a vanity mission statement or a buried webpage link—and that it should answer two questions: why you and why now. Key components include a compelling customer-centric...
There’s ONLY 5 Ways to Use AI in SaaS (Prove Me Wrong)
The presenter argues founders should focus on using AI the right way, not just using more of it, and outlines a framework of five distinct AI use cases for SaaS. He details three categories—AI as the core product, AI as...
Is AI Making You Dumber?
The speaker argues that widespread AI and screen technology are correlating with declines in literacy, numeracy and science scores—citing recent NAEP data showing U.S. reading at a 32-year low and falling math performance among teens and lower-performing students. They warn...
Fine-Tuning Explained in 60 Seconds (No Math!)
Fine-tuning adjusts a pre-trained language model’s billions of parameters to make it specialize on a specific task or domain rather than teach it entirely new knowledge. Instead of full retraining—costly in compute—practitioners often tune small parameter subsets using methods like...
The Only SEO Playbook for 2026
The video argues that SEO has evolved from a Google-centric discipline into “search everywhere optimization,” requiring marketers to optimize across platforms like YouTube, Instagram, Reddit, Amazon and emerging LLM interfaces. The presenter highlights that LLMs and AI overviews increasingly favor...
EP47: When (Not) to Hire an Agency / In Demand Podcast
Host argues founders should delay hiring full-service agencies until product-market fit and early customer signals are clearer, warning that agencies can quickly burn cash without delivering meaningful learnings. For companies with fewer than ~25–100 customers or operating in immature categories,...
How to Connect Your Instantly AI to HighLevel CRM Without Zapier
The video demonstrates a free, no-code method to pipe interested replies from cold-email tools like Instantly into GoHighLevel (GHL) without using Zapier or other middleware. It walks through setting up an inbound webhook trigger in GHL, copying the webhook URL...
The Future of SEO in the Age of AI Search
AI-driven search is reshaping SEO by prioritizing authoritative, structured content and producing more zero-click, personalized results that keep users engaged longer. Marketers are seeing new AI referral traffic from LLM-powered interfaces and higher downstream conversion rates—particularly in B2B—because AI surfaces...
ServiceUp Raises $70M to Grab $250B TAM in Fleet Operator Repairs | The SaaS CFO | ServiceUp
ServiceUp, a repair-platform startup founded in 2021, has raised a $55 million Series B—bringing total funding to about $70 million—to digitize vehicle repair for fleet operators and insurers across the U.S., Canada and Mexico. The company pivoted from a consumer...
SaaStr AI Day Streaming Live: How AI Native Contract Agents Accelerate Revenue with Agree's CEO
Agree CEO Marty Ringline outlined how "agentic revenue"—AI-native contract agents that manage the contract-to-cash workflow—can dramatically accelerate B2B revenue operations by automating invoicing, collections, and payment processing. He said agents reduce human error and silos that slow revenue recognition, citing...
SaaStr AI Day Streaming Live: AI GTM Agents in Action with Attention's CEO
Attention, a conversational AI platform, demonstrated how AI “go-to-market” agents integrate with CRMs to analyze sales interactions, automate follow-ups, and surface product feedback in real time. The company says customers see measurable gains—5x more efficient coaching, 40% higher win rates,...
SaaStr AI Day Live: How to Build AI SDRs to Convert More Inbound with Qualified
Qualified CMO Mara Rivera and VP of DemandGen Sarah McConnell outlined how to deploy inbound AI SDR agents—like their Piper—to scale lead engagement across use cases such as after-hours coverage, low‑priority traffic, demo form follow-ups and high‑intent pages. They advised...
SaaStr AI Day Streaming Live: How the AI Era Has Impacted Sales and Marketing with Snowflake
Snowflake veterans Chris and Denise told SaaStr AI Day that successful AI adoption in sales and marketing hinges on culture, executive sponsorship and close collaboration between functions. They urged combining bottom-up experimentation with a CEO-level mandate, running targeted quick wins...
SaaStr AI Day Live: The State of AI + Software with Jason Lemkin
At SaaStr AI Day, Jason Lemkin outlined how AI is rapidly reshaping B2B SaaS go-to-market teams, describing his own small team’s jump from zero to nearly 20 AI agents across support, SDR/BDR and Salesforce integrations in a matter of months....
B2B Sellers: How to Develop Targeting and Messaging that No One Can Compete with BY Feature
The presenter outlines a go-to-market framework that maps product features along two axes—value to the customer and demonstrability—to prioritize messaging around features that are both high-value and easy to prove. Using an IoT sensor platform as an example, he shows...
SaaS Marketing That Scales: How to Drive Growth, Pipeline & Valuation
The presenter, a former SaaS CM who sold his company to private equity, argues that many B2B firms underinvest in marketing despite strong operational metrics, leaving pipeline generation and enterprise value on the table. He maps company maturity on marketing...
Accelerate Pipeline with 1:1 LinkedIn Ads & More
Single Grain opened a webinar on accelerating B2B pipeline amid a weakening lead environment, reporting that many service firms are seeing lead flow drops of roughly 30–75%, with the host’s own business down about 35–45% month‑over‑month. The session featured Steph,...
Greg Brockman: AGI, Sora 2, Bottlenecks, White Collar, Proactive AI, and More!
OpenAI president Greg Brockman discussed scaling multimodal models with the recent Sora 2 release, saying video and text models share core transformer mechanics even as training techniques (diffusion, different inference stacks) and hardware optimizations diverge. He argued continued algorithmic and...
3 Secrets to Giving Powerful Virtual Presentations (And Preventing Multi-Tasking!)
The video presents practical techniques to overcome the engagement gap in virtual presentations by projecting stronger presence, designing screen-optimized visuals, and engineering purposeful interactions. For presence, presenters should test and target virtual eye contact, optimize their background and lighting, stand...
ChatKit + Agent Builder = Instant AI Apps (No Coding Needed)
OpenAI has launched two no-code tools—Agent Builder and ChatKit—allowing users to assemble agentic workflows and embed chatbots via drag-and-drop interfaces without programming. Agent Builder supports complex multi-step agents and integrations, primarily using OpenAI models but permitting external models for evaluation,...
Sora 2 - It Will only Get More Realistic From Here
OpenAI unveiled Sora 2, a next‑generation text-to-video model that impressed with viral demos but may exist in two flavors—an expensive Sora 2 Pro used for high-quality previews and a more limited standard release—while being rolled out gradually to iOS users...
Why Gamers Will Never See Hair The Same Way Again
The video spotlights a breakthrough research paper on hair rendering that promises to change how developers store and display hair in real‑time graphics. Rather than relying on traditional mesh‑based representations, the authors introduce a "hair mesh" that acts as...
NVIDIA Just Solved The Hardest Problem in Physics Simulation!
The video spotlights a breakthrough in computer‑generated physics called Offset Geometric Contact (OGC), a technique that finally delivers truly penetration‑free simulations at speeds previously thought impossible. Developed by a star‑studded team of graphics researchers and highlighted by NVIDIA’s hardware, OGC...
