The Context Tuning Playbook
The post reframes large language models (LLMs) as conditional probability engines rather than search tools or obedient employees. It argues that every prompt merely conditions the model’s output distribution, shifting the practitioner’s focus from issuing commands to shaping context. The author highlights a gap in existing AI literature: a deep dive into the human role when AI executes tasks. Understanding this role, the piece suggests, is essential for sustainable AI orchestration.
AMD Makes a Big Splash with the MI355X in MLPerf Inference 6.0: Over One Million Tokens per Second in Multi-Node...
AMD announced that its Instinct MI355X GPU achieved over one million tokens per second in multi‑node inference, topping the new MLPerf Inference 6.0 suite. The benchmark showed 1,042,110 tokens/s on Llama 2 70B and 1,031,070 tokens/s on GPT‑OSS‑120B across 11‑12 nodes, with 92‑93% scaling efficiency. MLPerf 6.0 introduces...
AMD Expands Ryzen AI Embedded P100: More Zen 5 Cores, Up to 80 TOPS, and ROCm for Edge AI
AMD announced an expanded Ryzen AI Embedded P100 line featuring eight to twelve Zen 5 cores, RDNA 3.5 graphics, an XDNA 2 NPU and up to 80 system TOPS. The new chips claim up to 39% higher multithreaded performance and up to 2.1‑times the TOPS...
Potentially Impactful Research: Unjournal AI-Assisted Prioritization Dashboard (~Prototype)
Unjournal released a public prototype dashboard that uses GPT‑5.4‑class models to scan recent economics and policy papers from sources like NBER, arXiv, CEPR, SSRN, Semantic Scholar, EA Forum, OpenAlex, and Anthropic Research. The AI assigns scores based on decision relevance,...
AI For Ecommerce: How Ecommerce AI Solutions Are Shaping The Future Of Retail
Artificial intelligence has moved from novelty to necessity in ecommerce, reshaping how retailers recommend products, enable visual and voice search, and interact with shoppers. Modern recommendation engines now analyze hover time, add‑to‑cart behavior and removal patterns to deliver real‑time, hands‑free...
“Hallucinations” By West and Lexis AI? A Cautionary Study and Cautions About the Study
A 2024 academic study, later published in the Journal of Empirical Legal Studies, found that leading legal AI tools—Westlaw CoCounsel and Lexis+—produce hallucinations, with roughly one‑third of Westlaw’s answers containing false information. The Sixth Circuit’s U.S. v. Farris decision highlighted...
What's Actually Inside 1,259 Hours of AI Safety Podcasts?
A new AI‑safety search tool now indexes 392 podcast episodes—totaling 1,259 hours and over 75,000 searchable moments—from creators like Lex Fridman, 80,000 Hours, and the Future of Life Institute. The author, a non‑developer, built the platform using AI‑assisted coding and...
On the Effects of Artificial General Intelligence on Transport
The article explores how Artificial General Intelligence (AGI) could transform transport by eventually automating all modes—from cars and trucks to trains, planes, and ships. In the near term, humanoid robots may act as interim operators, allowing legacy fleets to stay...
Anthropic Shifts Claude Enterprise to Usage-Based Billing, Potentially Doubling or Tripling Costs for Heavy Users
Anthropic has replaced its flat‑rate Claude Enterprise plan with a usage‑based model, charging a $20 per‑user monthly base plus compute fees. The change follows soaring demand for Claude Code and Claude Cowork, which have squeezed subscription margins. Analysts warn that...
AI - From Hype to Helpful
Dean, a self‑described non‑early‑adopter, outlines how he integrates generative AI—primarily ChatGPT and Claude—into his investment research and daily workflow. By templating conference briefs and company primers, he claims to shave 6–8 hours and over four hours respectively from routine tasks....
Major Crypto Exchanges Including Coinbase and Binance Are Racing to Access Anthropic’s Mythos Model to Defend Against AI-Powered Attacks
Major crypto exchanges are scrambling to secure Anthropic’s new Mythos AI model to protect against AI‑driven attacks. Coinbase’s CSO confirmed close talks with Anthropic, while Binance is already testing Mythos alongside its own tools. Fireblocks reported that Claude Opus 4.6 exposed...
If AI Answers Everything, What Becomes of Us?
The piece argues that generative AI is moving beyond answering questions to pre‑filtering reality, delivering information before people experience it firsthand. By collapsing the gap between curiosity and answer, AI threatens the very tension that fuels imagination, learning and cultural...
Meta President Says Mark Zuckerberg Moved His Desk Into the AI Lab and Is Coding Alongside Alexandr Wang and Nat...
Meta President Dina Powell McCormick revealed at the World Economy Summit that Mark Zuckerberg has moved his desk into Meta's Superintelligence Labs, working side‑by‑side with lab lead Alexandr Wang and former GitHub CEO Nat Friedman. Zuckerberg is reportedly coding five...
No Privacy without AI
Norman Sadeh argues that the rise of autonomous, agentic AI intensifies privacy concerns while simultaneously becoming essential for safeguarding personal data. AI systems now read emails, draft documents, manage calendars, and act on users’ behalf, continuously observing and inferring sensitive...
Anthropic Doesn’t Want Your Subscription Anymore
Anthropic announced on April 4 that Claude Code subscriptions are now restricted to personal use, eliminating the option for enterprises to buy direct subscriptions. Large business customers must access Claude through the API, ending the flat‑fee, subsidized pricing that previously covered...
An Explanation of AI that Could Be Wrong (Which Is Good)
Chief Strategy Officer at 1EdTech, Michael Feldstein, announces his new paper “Distinctions Worth Preserving,” which proposes a falsifiable theory of what AI models actually learn during training. The work draws on decades of interdisciplinary research spanning cognitive science, linguistics, philosophy,...
Streamline AI Launches New Version of AI-Powered Platform for In-House Work
Streamline AI unveiled a major upgrade to its AI‑powered platform aimed at in‑house legal departments. The new version adds agentic capabilities that automatically handle intake, triage and high‑volume legal work, reducing manual effort. Built on large‑language‑model technology, it integrates with...
Reimagining Post: AI-Powered Rough Cuts Editing Overnight
Eddie AI unveiled version 3 on April 14, 2026, introducing the Night Shift workflow that automatically logs, syncs, and assembles a rough cut while footage renders overnight. The AI assistant organizes interviews, B‑roll, and multicam sequences, then exports a ready‑to‑edit project for Adobe...
Eddie AI Introduces Night Shift to Let AI Help Process Footage Overnight After a Shoot Day
Video‑editing platform Eddie AI launched its V3 Night Shift feature, allowing editors to offload footage processing to overnight runs. By texting a link to cloud storage, Eddie automatically ingests, sorts, syncs, logs, and assembles a rough cut, delivering a ready‑to‑edit...
AI Summer, Data Winter: What the AI Index Reveals — and What It Doesn’t Yet Measure
The Stanford HAI AI Index Report 2026 paints a picture of an ongoing AI summer, with rapid adoption—over half the global population using AI within three years—record investment, and near‑human performance across many domains. At the same time, the report warns...
Faster, but in Which Direction?
The post argues that AI is a powerful amplifier that magnifies whatever brand foundation you feed it. Companies with clear identity, purpose, and direction can use AI to accelerate execution and maintain coherence. In contrast, brands lacking clarity end up...
Five Hyperscalers Now Own over Two-Thirds of Global AI Compute
Five hyperscalers—Google, Microsoft, Meta, Amazon, and Oracle—now command roughly two‑thirds of the world’s AI compute capacity, up from about 60% at the start of 2024. The share increase reflects continued investment in custom silicon and massive data‑center expansions. AI labs...
Need Some CPUs? Good Luck With That
The AI boom has moved from GPUs to a surge in CPU demand, leaving cloud providers and PC makers scrambling for capacity. Microsoft’s GitHub and AWS report severe shortages as AI reasoning models require intensive CPU cycles for validation, reinforcement...
“Too Dangerous To Release” Is Becoming The New AI Marketing Strategy
Anthropic has placed its latest model, Mythos, behind a restricted access program called Project Glasswing, echoing earlier warnings from OpenAI about AI’s existential risk. The company frames the model as "too dangerous to release," a narrative that serves both safety...
The ROI of Ambient AI in Health Care and Autonomous Coding
Ambient AI is moving beyond a digital scribe to reshape the entire note‑to‑bill continuum in health care. Early pilots showed 20‑40% reductions in documentation time, easing clinician burnout, but CFOs now demand measurable revenue impact. By feeding real‑time documentation into...
The New Reality: From Engineers to PMs
Generative AI tools like Claude Code and Codex are reshaping software delivery, enabling a company to rebuild a Webflow site into Next.js in two days and allowing a 15‑engineer team to push over 10,000 pull requests in a month. The...
Silicon Valley’s Anthropic Anxiety
The HumanX conference in San Francisco highlighted a surge in AI spending, especially on Anthropic, with executives reporting a ten‑fold increase in their budgets. While salespeople and investors flooded the event, actual customers were noticeably scarce. CEOs across software and...
Why SAG's 'Tilly Tax' Falls Short of Bollywood's AI Future
The Writers Guild of America clinched a four‑year contract that adds $321 million to health and pension funds but stops short of securing compensation for the use of writers’ work in AI training. Studios must only notify the WGA if they...
Stanford AI Engineering: 10 Lessons Most Builders Get Wrong
Stanford’s CS230 AI engineering session distills ten hard‑won lessons about why most AI products fail at the engineering layer, not the model. A BCG‑led study showed that untrained AI performs worse than no AI, highlighting prompt training as the highest‑leverage...
Tesla Full Self-Driving Shows Stunning Maneuver in Europe to Silence Skeptics
Tesla’s Full Self‑Driving (FSD) system earned its first European public‑road approval in the Netherlands and quickly demonstrated the technology on narrow rural routes. In one clip the software steered onto a bike path to bypass a tractor that blocked half...
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Volume 25 [Members Edition]
The latest Volume 25 members edition spotlights a wave of AI‑focused initiatives and market moves. Anthropic and Andreessen Horowitz unveiled joint fellowships to nurture next‑generation talent, while OpenAI announced the shutdown of its Sora video‑generation model. Notion made headlines by purchasing...
ComfyUI Now Supports Sonilo via Partner Nodes
ComfyUI now integrates Sonilo, an AI‑powered video‑to‑music service, through Partner Nodes. The new node generates frame‑by‑frame soundtracks that align with a video's length, pacing, and emotional cues, delivering full‑length tracks in seconds. All output includes commercial‑ready usage rights, removing licensing...
Artificial Intelligence Is Changing Medical Writing Today
Artificial intelligence is rapidly becoming a staple in medical writing, helping clinicians draft, edit, and synthesize research faster than ever. Yet many writers feel a lingering shame, treating AI assistance as a secret and even disguising their prose to appear...
The Compute Crunch
The AI industry is hitting a compute crunch, with token throughput now the real scarcity rather than raw GPU counts. OpenAI’s API traffic surged from roughly 6 billion to 15 billion tokens per minute in five months, and agentic AI models multiply...
Why AI Needs to Stop Guessing and Start Reading the Knowledge Graphs
The industry’s AI‑first mantra is hitting a wall because building systems lack a shared, machine‑readable truth. In the PAE Living Building project, engineers cataloged 3,000 assets and generated a knowledge graph with 122,000 RDF relationships, exposing how equipment truly interconnects....
1 Human, 5 AI Agents: How to Start a Million-Dollar Business
The post argues that solo founders can replace a small team with five well‑defined AI agents, but only after they have a clear, paying offer. It stresses starting with a single, revenue‑generating product before layering automation, echoing advice from Anthropic...
You’re Not Hiring Fast Enough. You’re Prompting Slow 🧠
The post argues that most leadership delays stem from clarity gaps, not resource constraints. AI can produce strategy memos, hiring simulations, and product prototypes in minutes, while human decision cycles still stretch weeks or months. This mismatch creates a lethal...
Waymo Launches Sixth-Generation Robotaxi System
Waymo announced that its sixth‑generation robotaxi system is now operational, featuring a streamlined sensor suite that lowers per‑vehicle cost. The new platform relies on 17‑megapixel cameras and a reengineered short‑range lidar capable of centimeter‑scale detection of vulnerable road users. Waymo...
Get Your Digital Products, Courses and High-Ticket Services Recommended by ChatGPT, Claude and Google.
A new Unplugged VIP course promises to teach digital product creators how to get recommended by AI assistants like ChatGPT, Claude and Gemini. The program highlights a shift, with 37% of consumers now starting product searches on AI tools instead...
The End of the App Era: How Agentic AI Is Rebuilding the Smartphone with Div Garg
Div Garg, a Stanford AI researcher and founder of AGI, Inc., argues that the traditional app model is giving way to agentic AI that operates invisibly on smartphones. By partnering with chipmakers like Qualcomm and Lenovo, his team is embedding...
Opening Pandora’s Interface: AI Assistants and the DMA
The European Commission has launched DMA Article 6(7) proceedings to define Google’s obligations for AI‑assistant features on Android, targeting hot‑word detection, screen‑content access, and audio‑output monitoring. This follows earlier Apple cases where the EU forced openness for NFC, Wi‑Fi and Bluetooth,...
Advanced Deep Learning Interview Questions #24 - The Generative Routing Trap
Meta’s interview scenario highlights a common pitfall: using separate CycleGAN models for each pair of clothing styles. With ten seasonal and regional styles, a naïve approach would require 90 distinct generators, creating massive VRAM and cloud‑compute demands. The recommended solution...
In the AI Era, Coherent Investment Is the Cost of Entry
Legal technology leaders argue that in today’s AI‑driven market, a coherent, organization‑wide AI investment is no longer optional—it’s the baseline cost of entry for law firms. The article outlines how firms are committing $2‑$5 million annually to build integrated AI stacks...
4 Local AI Apps Every Small Business Owner Should Build
The post shows small business owners how to build four practical local AI apps that run entirely on their own computers, removing the need for costly cloud subscriptions. It guides users through installing Ollama and the LLaVA vision model to...
Regression Should Predict Full Distributions
The post argues that regression models should output full predictive distributions rather than single-point estimates. It highlights tabular foundation models such as TabPFN and TabICL, which internally generate discretized distributions and can return quantiles with a simple parameter change, without...
The More AI Personalizes, the More Alone You Become
The post warns that AI‑generated, hyper‑personalized media will give each user a unique version of videos, movies or articles, erasing the shared experiences that fuel social interaction. Unlike earlier filter bubbles that merely reordered existing content, AI creates entirely new,...
Big Tech’s Prescription: One Chatbot, Taken Daily
Big tech firms are launching AI chatbots that promise medical advice as U.S. healthcare costs rise and insurance coverage falls. Elon Musk’s Grok, OpenAI’s ChatGPT Health, Amazon’s Health AI agent, and Meta’s Muse Spark all market diagnostic and wellness services,...
Ecovacs Unveils New Robot Vacuum with Water Jets to Target Stains with AI
Ecovacs introduced the Deebot X12 OmniCyclone, a premium robot vacuum that adds AI‑driven water‑jet stain removal to its cleaning arsenal. The device uses cameras and machine‑learning to spot dried‑on marks and blasts them with a cleaning solution before the mop...
Shipping AI Features that Are Based on Evidence, Not Assumptions, with Catalina Turlea of Lovelace
Catalina Turlea, co‑founder of Lovelace, observed that many startups ship AI features built on untested prompts that miss real user needs. Drawing on 14 years of product experience and a tech consultancy, she identified a systemic gap: AI initiatives often...
You’re Paying $200/Month for AI. The Same Models Are Now Free.
The author paid $200‑$340 per month for premium AI services until open‑source models like Gemma 4, GLM‑5, DeepSeek‑V3.2 and Kimi K2.5 became freely available. A two‑week experiment replacing paid subscriptions with free hosted platforms and local inference showed that 80% of daily...