How to Build Production-Grade Agentic Workflows with GraphBit Using Deterministic Tools, Validated Execution Graphs, and Optional LLM Orchestration
The tutorial demonstrates how to build a production‑grade, agentic workflow for customer‑support ticket triage using GraphBit. It starts by configuring the GraphBit runtime, defining typed ticket data, and registering deterministic tools for classification, routing, and response drafting. These tools are first composed into an offline pipeline that generates metrics and validates logic, then elevated into a directed graph of LLM‑driven agent nodes with strict JSON contracts. Finally, a simple environment variable switch enables optional LLM orchestration, showing a seamless path from deterministic execution to fully autonomous agentic operation.
Create Business Podcasts That Solve Real Buyer Problems
What kind of podcast should your business create? One that solves real problems for your buyer. Period. - Focus on being useful, not just entertaining - Interview experts, share insights, or break down trends - Keep every episode relevant to...
Tiny AI-Embedded Objects Enable Deterministic Enterprise Software
When Salesforce says the enterprise needs deterministic systems, @massoudmaestro lays out what it is talking about. It took a while to get him to really explain what he's building, a new kind of object-oriented programming, which he used to build...
Get an Amazon Echo Dot for Christmas? Discover the 3 Features that Revolutionized My Smart Home Setup
The article showcases three Alexa-driven features—Routines, Hunches, and Alexa Guard—that turn an Amazon Echo Dot into a smart‑home command center. It explains how custom routines automate lighting, climate and entertainment based on schedules or sensor triggers. Hunches learn user habits and make...
Performance Before Payment Secures Deals
Yesterday, I got 2 emails from vendors trying to close deals by 12/31 with me. The first was a vendor that started off a bit rough, but then really delivered. They upgraded the team on the account, and they stepped...
California Tops List as Worst State for Startup Exits
California already taxes founders far, far more than any other state. Far more. 5 worst states for startup exits (tax rate + QSBS combo): California - 13.3% + NO QSBS exclusion 💀 Hawaii - 7.25% + only 50% QSBS Alabama - 5% +...
The 3 A.m. Call That Changed The Way I Design APIs
A critical outage at 3:17 a.m. exposed a single‑point failure in a customer‑facing API, costing $14,000 in SLA credits and eroding trust. The incident led the author to create the “3 a.m. Test,” a design checklist that ensures on‑call engineers can quickly...
In-Person Events Build Relational Wealth Beyond AI Hype
As marketing gets flooded with AI, one counterintuitive tactic is becoming more valuable. In-person connection. I'm talking about events. Dinners for 10 people. Mini-events for 20-30. Even larger gatherings with your customers. Nothing is going to replace human connection. Even if you don't...
AI Agents Halve B2B Sales Teams by 2026
Ok I'm not any sort of savant. But I chatted (using AI) with every SaaStr AI speaker from 2025 — from OpenAI to Anthropic to Zapier and beyond — reviewed 100+ past conversations, and synthesized what the best operators are actually...
AI Is Getting Better and Better at Generating Faces — but You Can Train to Spot the Fakes
A recent Royal Society Open Science study shows that AI‑generated faces are indistinguishable from real ones, even for super recognizers, who performed no better than chance. Typical observers performed worse than chance, routinely mistaking fakes for genuine photos. A brief...
Build AI Startup for $10M ARR, Not $1B Exit
If I were starting an AI company, I would not aim for a $1B exit. VCs will hate this, but I think the new startup model looks like this: In this 1,000 word post I’m going to cover: 1. Bootstrap...
Using Claude Supports Unethical Data Theft
Where “AI agents” use systems built or empowered by authorial data taken without permission or consent from the authors those systems are irresponsible and support theft. This means any work done using Anthropic is irresponsible. I’m not interested in anyone...
OpenAI Seeks New "Head of Preparedness" For AI Risks Like Cyberattacks and Mental Health
OpenAI announced a new senior position, Head of Preparedness, to oversee safety risks associated with its AI models. The role will address threats ranging from cyber‑attack facilitation and mental‑health impacts to the dissemination of biological knowledge and self‑improving systems. It...
Security Leadership Master Class 7 : Contrarian Takes
The final Security Leadership Master Class pivots to contrarian perspectives, exposing common cognitive traps and ritualistic practices in cybersecurity. It critiques binary thinking, where perfection is equated with success and any flaw signals failure, and highlights the rise of "ceremonial...
Resemble AI Drops Chatterbox Turbo, an Open-Source Text-to-Speech Model that Clones Voices in Five Seconds
Resemble AI has launched Chatterbox Turbo, an open‑source text‑to‑speech model that can clone a voice from just five seconds of audio. The model claims superior quality to Elevenlabs and Cartesia while producing the first audio chunk in under 150 ms, making...
10 AI Prompts to Supercharge Your Learning
AI isn’t just for producing answers — it’s a learning accelerator if you use it deliberately. This framework shows 10 high-leverage ways to learn anything faster with AI: 1. Explain like I’m 5 → simplify tough concepts 2. Examples &...
AI And The Death of The 2021 Sales Process
The post argues that the traditional 2021 B2B sales playbook is obsolete in an AI‑driven buying environment. Buyers now complete most research themselves and expect instant answers, so a four‑day response cost a $10k deal. Deploying AI agents that can...
AI Should Be a Chess Partner, Not a Replacement
Maybe a good analogy for how we should use AI in a sustainable way is chess. Chess engines surpassed human players decades ago, yet professional chess played by humans is still active and thriving. I am not a chess expert, but...
Hiring Head of Preparedness to Safeguard AI Risks
We are hiring a Head of Preparedness. This is a critical role at an important time; models are improving quickly and are now capable of many great things, but they are also starting to present some real challenges. The potential...
Identify Site Visitors, Generate 500 Leads in 3 Months
A friend of mine got 500 quality opportunities in 3 months after adding RB2B to his company's travel insurance site. Already closing deals from it. RB2B identifies visitors on their product pages, sends them through Zapier to Teams. Their sales teams then...
People Decisions Drive Business Success, Not Tools
The best investment I made this year wasn’t in a channel or a tool. It was in people. As the team grows, the difference between good and great becomes leverage. Strong leadership compounds. 👉 That’s why the talent bar can’t be delegated entirely. You...
The 7 Top Space and Defense Tech Startups From Disrupt Startup Battlefield
TechCrunch’s Startup Battlefield has shortlisted 200 space and defense innovators, highlighting seven standout companies ranging from electric vertical take‑off aircraft to AI‑driven edge solutions. Airbility showcases a fixed‑wing eVTOL with distributed fan‑jet propulsion, while Astrum Drive Aerospace offers a propellant‑less...
Owning the Medium: How Brands Build Durable Advantage in Competitive Markets
The article argues that brands should shift from chasing fleeting channel reach to owning a medium—an expression format they control and can retain audiences within. It distinguishes mediums such as email newsletters, SMS, research hubs, and communities from distribution channels...
Remote Work: What We’ve Actually Learned About Leadership, Productivity, and People
Remote work isn’t a binary success‑or‑failure story; it thrives when the right leaders, job designs, and employee self‑management align. Data from Great Place To Work and Gallup show productivity remains strong overall but hinges on trust, clear expectations, and leadership...
China Publishes Draft of Regulations for Human-Like AI Tech
China’s Cyberspace Administration released draft interim measures regulating anthropomorphic, emotionally interactive AI services. The rules impose full‑lifecycle responsibility, mandatory AI identity disclosure, and strict consent requirements for using interaction and sensitive data. Providers must undergo tiered risk assessments, security reviews,...
AI Advances Highlight Real Job Replacement Risks
New Study Reveals True AI Capabilities — And Job Replacement Risk AI’s rapid advances come with real implications for the job market. This article explores what new research says about what AI can actually do — and where human skills...
Financial Buyers Beat Strategic Acqs for SaaS Exits
Every founder dreams of the "strategic" acquisition. You imagine Google, Meta, or Salesforce knocking on your door with a blank check because they "need" your tech. It’s a great story but it’s a rare outcome. Strategic deals are notorious for: > Months of...
AI Data Centers Demand More Than Copper Can Deliver
AI‑driven data centers are hitting a "copper cliff" as GPU‑to‑GPU bandwidth pushes toward terabit‑per‑second rates, forcing copper cables to become thicker and shorter. Startups Point2 Technology and AttoTude propose radio‑frequency and terahertz‑band cables that deliver 1.6 Tb/s over 10‑20 m with far...
More Ad Spend Won’t Fix a Bad Offer
Scaling paid ads doesn’t fix a broken offer. It just makes the problem more expensive. Most marketers forget that paid traffic is just amplification. If your creative isn’t converting, more spend won’t save it. If ROAS drops the moment you scale, it’s the...
GLM 4.7 Auto‑fixes Rails Test, Saves Time
Good example of GLM 4.7 just one-shotting a fix for Rails PR to wrap it up while I was doing something else. All I fed it was the failing test from CI. Nothing groundbreaking, just time saved. https://t.co/E3ueHDW8AL https://t.co/7gje1UloFq
Meta's Pixio Proves Simple Pixel Reconstruction Can Beat Complex Vision Models
Meta AI unveiled Pixio, a masked autoencoder that learns solely through pixel reconstruction. By enlarging masked regions, adding multiple class tokens, and deepening the decoder, Pixio achieves superior depth estimation and 3D reconstruction despite having only 631 million parameters. In head‑to‑head...
Scaling Secrets in AI Era Revealed by 10,000 Experts
https://t.co/5gjWmKLRrD is back. MAY 12-14 2026. The Secrets to Scaling in the Age of AI 10,000 of the best sharing how it's done https://t.co/f9I8gHsF4U
Feedback Turns Years of Trial Into Five Conversations
Feedback can compress 5 years of trial and error into 5 conversations. Not asking for it is just ego.
London Eye Architect Proposes 14-Mile Tidal Power Station Off Somerset Coast
Julia Barfield, the architect behind the London Eye, has unveiled an £11 bn proposal for a 14‑mile West Somerset Lagoon tidal power station. The design calls for 125 underwater turbines delivering up to 2.5 GW, enough for roughly two million homes and...
Niche Real‑Time News SaaS Delivers $800K Revenue, 70% Growth
Niche SaaS plays like this are game changers. Real-time news API for global coverage live on @acquiredotcom > $800K TTM revenue > $600K TTM profit > 70% YoY growth Full listing: https://t.co/qAPFWjNXCv https://t.co/3T3Kq6mdfG
From Lookup to Autonomous Reasoning: RAG Evolution
RAG → Self-RAG → Agentic RAG AI retrieval is evolving fast — from simple lookup to autonomous reasoning. Great visual comparing all 3 approaches. Credit in image. #RAG #AgenticAI #AI #LLM #GenAI https://t.co/8NFynMyHJz
Make Your AI Bills Disappear Forever with This One AI Hub
1min.AI launched the Advanced Business Plan, offering lifetime access to multiple AI models and tools for a one‑time $74.97 fee, down from $540. The plan consolidates writing, image, video, audio, and document AI functions into a single hub. It includes...
AI Code Models Deliver Undeniable Speed‑ups on Rails, Basecamp
Opus, Gemini 3, and MiniMax M2.1 are the first models I've thrown at major code bases like Rails and Basecamp where I've been genuinely impressed. By no means perfect, and you couldn't just let them vibe, but the speed-up is...
Scaling to 2026 Starts with Culture‑Fit Hiring
Scaling into 2026 = people first. 🧑💻🚀 Moonshot AI’s CEO Aviv Frenkel on why hiring the right culture-fit talent is the hardest—and most important—part of scaling. 🎧 SaaS CFO Podcast Ep. 224 ▶️ https://t.co/4EAZEOUVMC #SaaS #AI https://t.co/zmI6T4zr2r
The US Must Stop Underestimating Drone Warfare
The article warns that the United States is vulnerable to low‑cost commercial drone attacks, citing recent strikes by Ukraine, Israel, and Houthi rebels that demonstrated drones’ ability to hit high‑value targets far from battlefields. Despite the Pentagon’s 2025 budget allocating...
LLMs Still Struggle With Reasoning, Knowledge, Understanding, Execution
Four important limitations of LLMs: 1. Reasoning 2. Knowledge or expertise 3. Understanding 4. Planning and execution Learn more: https://t.co/qs7PYuNc2I @mitsmr #CES2026 #AI #IoT #5G https://t.co/LoDCvxxMNf
Future AI Must Blend Tech and Human Skills
Artificial general intelligence and artificial superintelligence must have technohuman competencies.
People Don’t Change; Best Marketers Tap Timeless Emotions
Marketing tactics, channels and tools change rapidly. People don’t. The best marketers find new ways to connect with old emotions.
Fujifilm's Epic 40TB Tape Cartridge Is Here - Despite What Elon Musk Says, the Future of Offline Data Storage Looks...
Fujifilm has launched the LTO‑10 40 TB magnetic tape cartridge, delivering up to 100 TB compressed capacity and a 400 MB/s native transfer rate. The cartridge fits existing LTO‑10 drives, eliminating the need for new hardware, and features a thinner base‑film and refined magnetic...
All Four Machine Learning Types Visualized in One Cheat Sheet
The 4 types of Machine Learning — Supervised, Unsupervised, Reinforcement, and Semi-Supervised — explained in one clean visual. Great cheat sheet for anyone learning ML or working in AI. Credit in image. #MachineLearning #AI #DataScience https://t.co/1gPD08OMd6
Axiom 4 Science Missions.
The AX‑4 mission will return India, Poland, and Hungary to government‑sponsored human spaceflight, hosting a record‑setting 60 experiments from 31 nations aboard the ISS. Chief Scientist Dr. Lucie Low explains that experiment selection hinges on partner priorities, technical feasibility, and...
Put Grok Widget Directly on Your Lock Screen
Add the Grok widget to your lock screen
Growth Requires Clear Constraints, Not Just Dashboards
Most brands don’t have a clear growth strategy. They have: • Some goals • A few dashboards • A long list of “should probably do this soon” A real growth strategy is clear constraints and ruthless priorities. That’s it. Until you define those, you’ll always mistake...
Explore Creativity with Grok's New Imagine Feature
Try @Grok Imagine