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📬 A focused Sunday briefing to complement your regular issues.
🟣 Sunday Special - Your AI Events, Learning, and Career Briefing
Issue # 44
Each Sunday, we cut through the noise to surface the AI signals that actually matter for builders, operators, and career-minded professionals.
Inside this issue:
Featured Spotlight: "Workslop" hit the mainstream this week — $8M+ in hidden costs per org. McKinsey's new research shows the fix: redesign workflows, not just deploy tools.
New This Week: OpenAI's Codex breaks out of the terminal with computer use, memory, and 90+ plugins — the super-app play is live.
Builder Signal: The SCSP National Security Hackathon offers $70K+ in prizes and a real path from prototype to DoD contract. Registration closes April 24.
Disclaimer: Curated for informational purposes. Verify details before registering.
Featured Spotlight
AI Is Expanding the Productivity Frontier — But "Workslop" Is Eating the Gains
Two stories collided this week that tell the same truth from opposite ends.
The problem: "Workslop" went mainstream. The Guardian's recent investigation showed workers drowning in AI output that looks polished but needs so much correction it creates more work than it saves.
Image source: ChatGPT/TheAIEntrepreneurs
The numbers: 92% of execs say AI boosts productivity but 40% of non-managers say it saves them zero time. A 10,000-person company loses ~$8.1M annually in rework.
The fix: McKinsey's Agents, Robots, and Us shows AI could unlock $2.9T in US value by 2030 — but only if orgs redesign workflows, not just deploy tools. Demand for AI fluency has jumped 7× in two years. The companies seeing real gains are reimagining processes so humans guide and validate while AI executes.
Image source: McKinsey & Company
So what, for builders: If your team ships AI output without a quality gate, you're not saving time you're creating workslop.
Last Round Oversubscribed. $750B Market Disruption.
Regulation crowdfunding exists so that everyday investors can access deals previously reserved for the wealthy. RISE Robotics — MIT-founded, Pentagon-contracted, $24M+ raised — opened its community round to anyone. Limited shares are available.
AI Events
For builders and operators who want exposure to applied AI, infrastructure, and real-world systems.
📌 MLCon Conference & Training | Amsterdam | April 20 – 24
Developments in generative AI, machine learning engineering, and production-ready AI systems.
📌 Pharma Meets AI Conference | Barcelona | April 20 – 21
How AI is reshaping drug discovery, clinical trials, personalized medicine, and pharma strategy.
📌 Leaders in AI Summit NYC 2026 | New York | April 21 – 22
How enterprise leaders are deploying AI at scale across governance, agents, and business transformation.
📌 Data & AI Warsaw Tech Summit 2026 | Warsaw / Online | April 21 – 22
A look at AI engineering, modern data platforms, and AI-native enterprise systems.
📌 ISRAI 2026 | Germany | April 20 – 22
Breakthroughs in robotics, artificial intelligence, and machine learning with real-world applications.
📌 Codex for Beginners | Livestream | April 21
An OpenAI session introducing Codex and how it supports coding, debugging, and software workflows.
New This Week
Codex Breaks Out of the Terminal — OpenAI's "Super App" Play Is Now Live
OpenAI dropped a major Codex update that goes far beyond coding. Codex can now operate Mac apps with its own cursor, running multiple agents in parallel without interfering with your work. It remembers your preferences, resumes tasks across days, schedules future work, and ships with 90+ plugins, an in-app browser, and SSH access to remote devboxes.
Image source: OpenAI
Why it matters: OpenAI is pushing Codex from a coding agent toward a control surface for the entire developer workflow. With 3M weekly users and a new $100/month Pro tier mirroring Anthropic's pricing, Codex is becoming the trojan horse for turning ChatGPT into a work operating system.
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AI Learning Opportunities
For professionals building fluency, not just familiarity.
🎓 [Beginner–Intermediate] Introduction to AWS DevOps Agent
Learn how an AI DevOps agent can automate testing, deployment, and software delivery workflows.
🎓 [Intermediate] Efficient Inference with SGLang: Text and Image Generation
Learn how to reduce latency and cost in LLM and image generation systems using efficient inference techniques.
🎓 [Beginner] Discover AI for Leaders in Healthcare
Explore healthcare AI use cases, responsible adoption, and strategies for scaling AI across organizations.
🎓 [Beginner–Intermediate] Claude Code 101
Learn how Claude Code helps automate coding tasks directly from the terminal and developer workflows.
Builder Signal
National Security Hackathon: Build for Defense, Win $70K+, Demo to 20,000
The SCSP National Security Hackathon kicks off April 25–26 across SF, DC, and Boston with finals at the AI+ Expo on May 9 in Washington, DC.
Image source: expo.scsp.ai
The setup: $70K+ in cash prizes ($10K per track winner). Finalist teams demo on stage to 20,000+ attendees. Tracks cover autonomous labs, electric grid optimization, and generative AI for military applications. Co-hosted with Palantir, OpenAI, Scale AI, IQT, and Deloitte.
What makes this different: Winners may land follow-on DoD prototyping contracts, since the hackathon counts as a competitive process under Army prize challenge authority. This is a pipeline from prototype to government contract, not a weekend side project.
The takeaway: If you've been building agents and wondering where the high-stakes, real-budget use cases are defense and critical infrastructure are it. Free to enter, registration closes April 24.
AI Career Opportunities
For builders, engineers, and leaders working on real-world AI systems.
👩💻 Principal Product Manager – AI Multimodal Growth (Microsoft) | Hybrid, US
Drive growth and adoption of multimodal foundation models across products and platforms.
👩💻 Senior AI Engineer | Arlington
Design and deploy production AI platforms using LLMs and agentic workflows.
👩💻 AI Deployment Engineer – Codex (OpenAI) | Remote
Help customers integrate AI coding tools into real software development workflows.
👩💻 Senior Data Analyst – Fraud & AML (xAI) | New York / Palo Alto
Build analytics and machine learning systems for fraud detection and compliance.
👩💻 Principal Software Engineering Manager – CoreAI (Microsoft) | Hybrid, US
Lead platforms for building and deploying multi-agent AI systems at enterprise scale.
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✨ Final Note
Keep building. Keep exploring.
One new idea every week and the future gets more interesting.
If this week’s issue helped you, forward it to one person who’d love faster smarter workflows.
