We Start Tomorrow at 9am
The author launches a 14‑day, AI‑enhanced content program that promises to build a personal‑brand ecosystem with just 1‑2 hours of daily effort. Participants receive daily modules, starting tomorrow at 9 am MST, plus a pre‑launch "day 0" module designed to jump‑start the process. The curriculum covers voice discovery, idea generation, social‑post crafting, long‑form writing techniques, and custom framework creation, all supported by AI prompts that accelerate learning without writing the content for you. The offer is hosted on a reader‑supported platform, inviting sign‑ups via a direct link.
AI Is Advancing Too Fast
The post highlights that AI models are advancing at an unprecedented pace, becoming more capable, autonomous, and embedded in real‑world systems. Recent releases now write production‑grade code, orchestrate complex workflows, and interact with live environments—capabilities that were absent just a...
Where Non-Technical People Should Start With AI
The post argues that non‑technical professionals stumble on AI because they start with tools instead of a clear purpose. It urges readers to first define the tasks they want to automate, then use a chatbot to surface the top AI...
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[OFC 2026] Part 2 of 5: CPO and the AI Interconnect Challenge
AI compute clusters are doubling annually, pushing Meta's rack designs from 72 GPUs to over 256 nodes and exceeding 1 MW of power per rack. At these scales, copper backplanes face insurmountable limits in power delivery, bandwidth density, and routing complexity....
[OFC 2026] Part 2 of 5: CPO and the AI Interconnect Challenge
AI training racks are scaling rapidly, with Meta's upcoming ORW rack doubling node count and pushing single‑rack power beyond one megawatt. Copper backplanes now face insurmountable limits in bandwidth, power density, and routing complexity. Meta used OFC 2026 to set...
Since When Is Preparation Suspicious?
A new AI recruiting platform uses webcam‑based eye‑movement tracking to flag candidates who glance away during video interviews, labeling such behavior as potential cheating. The tool is marketed as a way to identify candidates relying on prepared answers rather than...
🎙️ This Week on How I AI: I Gave Claude Code Our Entire Codebase. Our Customers Noticed.
Al Chen, a field engineer at Galileo, uses Claude Code to query the company’s entire 15‑repo codebase, merging it with Confluence and Slack data to answer enterprise customer questions in real time. He automates a daily script that pulls the...
Scaling Artificial Intelligence in Health
The OECD released a report outlining a policy checklist to scale artificial intelligence responsibly in health systems. It identifies four pillars—enablers, guardrails, meaningful engagement, and trustworthy deployment—covering nine policy categories and 43 guiding questions. The document highlights persistent barriers such...
The Most Important AI Skill Has Little to Do With Prompting (And A Lot to Do With How Humans Learn)
The article argues that the most valuable AI capability isn’t clever prompting but the ability to structure interactions as reusable "Skills," akin to an employee following a standard operating procedure. Choosing the right model—Claude Opus for deep reasoning or Gemini...
A YC Startup Just Beat Claude Code, Cursor, and Gemini at Code Review
YC‑backed startup cubic has topped Martian’s independent Code Review Bench, posting a 61% F1 score that outpaces rivals Claude Code, Cursor BugBot, Gemini and others. The benchmark shows cubic’s lead is larger than the combined gap between the second‑place tool...
AI Isn’t Coming For Your Job: Automation Is
The article separates artificial intelligence from automation, emphasizing that AI is a capability while automation is the workflow that embeds it into business processes. Automation targets repeatable, high‑volume tasks rather than entire jobs, making roles that oversee and fine‑tune these...
Advanced Deep Learning Interview Questions #16 – The Overfitting Geometry Trap
In a DeepMind senior ML interview, candidates are asked why early stopping physically prevents a network from forming a jagged, over‑fitted geometry. The answer lies in the fact that early stopping acts like implicit L2 regularization, curbing weight magnitudes before...
SurgΣ: Large-Scale Multimodal Data and Foundation Models for Surgery
SurgΣ is a joint effort by NUS, CUHK, SJTU and NVIDIA to build a massive, high‑quality surgical video repository and a suite of foundation models for surgical intelligence. The first release, SurgΣ‑DB, holds roughly 5.98 million multimodal conversations spanning 18 distinct...
Carnegie Mellon Launches New Effort To Advance AI-Driven Astronomy
Carnegie Mellon University launched the Keystone Astronomy & AI (KAAI) Visiting Fellows Program, funded by the Simons Foundation, to fuse artificial intelligence, statistics, and astrophysics. The initiative will host six month‑long postdoctoral fellows each year for three years, pairing them...
Turning AI Content Usage Into Revenue
Publishers are confronting a new commercial reality as AI systems consume digital content beyond traditional channels. The industry has moved from policy debates to the practical challenge of turning AI usage into measurable, recurring revenue. Achieving this requires an integrated...
In One Day (Mar. 31), 17 U.S. Court Decisions Noting Suspected AI Hallucinations in Court Filings
On March 31, seventeen U.S. court decisions cited suspected AI hallucinations in submitted filings, according to Damien Charlotin's AI Hallucination Cases Database. The rulings, spanning both federal and state courts, highlight that AI‑generated text can produce inaccurate or fabricated statements...
AI-Powered Personalized Learning Surges 146% at Work
Skillsoft reported a 146% year‑over‑year increase in usage of its AI‑powered CAISY learning assistant, with simulation launches soaring 341%, outpacing overall learner growth. The surge reflects a broader corporate shift toward AI‑driven, practice‑based training embedded directly in the flow of...
Healthee Joins the Workday Wellness Program to Simplify Benefits Navigation
Healthee has been named a Workday Wellness Partner, embedding its AI‑powered benefits navigation platform into Workday’s employee experience. The integration offers real‑time plan comparisons, cost estimates, plain‑language coverage details, and free telehealth services, helping workers choose the right health plan....
AI Detection Bypass Tools Tested : Only One Scored 0% on Turnitin
AI detection platforms like Turnitin are tightening their algorithms, prompting users to seek tools that can mask AI‑generated text. Andy Stapleton tested three bypass solutions, finding Humanize achieved a 0% detection rate on Turnitin and the highest originality score, while...
Cirrascale Cloud Services Partners with Google Public Sector to Deliver Specialized Research Offerings and Launches New Government Services Division
Cirrascale Cloud Services has teamed up with Google Public Sector to deliver high‑performance AI infrastructure for research and education through the Google Public Sector Program for Accelerated Research (GPAR). The partnership introduces Cirrascale Government Services, a new division dedicated to...
5 Fun Projects Using OpenClaw
OpenClaw, an open‑source personal AI assistant, can be turned into a practical tool through five hands‑on projects. The series starts by linking the assistant to WhatsApp and Telegram, then moves to running it locally with Ollama for privacy. Next, it...
Day 49: Implement Anomaly Detection Algorithms for Distributed Log Processing
The post outlines a production‑grade anomaly detection system for streaming log data, combining Z‑score and IQR statistical filters, time‑series baseline analysis, multi‑dimensional clustering, and adaptive thresholds. It emphasizes sub‑second latency and horizontal scalability, referencing Netflix’s 800‑service monitoring, Uber’s 100,000‑event‑per‑second fraud...
![[Day 1] Everyone's Using AI. Almost Nobody's Building with It.](/cdn-cgi/image/width=1200,quality=75,format=auto,fit=cover/https://substackcdn.com/image/fetch/$s_!Hq02!,w_256,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3ac0251e-6b67-4a35-83ea-205c162804bf_1024x1024.png)
[Day 1] Everyone's Using AI. Almost Nobody's Building with It.
Alex McFarland argues that most professionals are stuck at the "using" stage of AI—relying on isolated prompts with tools like Claude or ChatGPT—while a small minority are "building" with AI by creating persistent assets. He illustrates his own solo operation,...
Anthropic's Closed Harness Bet
Anthropic is moving from a developer‑centric model toward mainstream enterprise adoption, signaling a Turing‑point in the AI market. By mapping its recent actions onto Geoffrey Moore’s Crossing the Chasm framework, the company appears to be executing a classic chasm‑crossing strategy....
The KV Cache Wars?
A quiet but critical battle is unfolding in agentic AI infrastructure over the key‑value (KV) cache. The KV cache, which stores key and value projections for every token, scales linearly with context length, layer count, batch size, and heads, consuming...
What Is an AI ATS? The Big Four Features that Define the Term
An AI applicant tracking system (AI ATS) uses machine‑learning algorithms to parse, rank, and engage candidates, automating tasks such as resume screening, chatbot communication, and predictive hiring analytics. Core features include NLP‑driven resume parsing, AI‑powered candidate engagement, predictive performance forecasting,...
OpenAI to Launch ChatGPT 5.5 and a New Unified Desktop Super App
OpenAI announced the imminent launch of ChatGPT 5.5, an incremental upgrade that refines memory management and task continuity while serving as a bridge to the anticipated GPT‑6, codenamed “Spud.” The forthcoming GPT‑6 is rumored to introduce infinite context windows, advanced memory...
What Role Should AI Play In Judging?
Federal judges are increasingly turning to generative AI for routine tasks, with a Northwestern study finding over 60% have used tools such as ChatGPT and 22% do so daily or weekly. The technology is being employed to draft timelines, suggest...
The AI:Doc Should Be Required Viewing in Schools
The post urges schools to screen the documentary “The AI:Doc,” arguing it offers a shared vocabulary for the rapidly evolving AI debate. The film features leading AI figures—Sam Altman, Demis Hassabis, Dario Amodei—who present extreme optimistic and catastrophic scenarios. By...
Introducing Alpha Mason: My AI Research Assistant, Now Open to Subscribers
Alpha Mason is a Telegram‑based AI research assistant launched by a solo hedge‑fund manager, giving subscribers direct access to the fund’s proprietary stock analysis. The bot draws on a multi‑model AI council—including Claude, ChatGPT, Gemini, and others—to surface thesis, risks,...
Claude Has Emotions (Sort Of) + 6 AI Prompts
Anthropic’s interpretability team revealed that Claude Sonnet 4.5 contains 171 emotion‑like concepts organized by valence and arousal, and these internal states directly shape the model’s output. Experiments showed a “desperate” vector drives hacky shortcuts and lower‑quality reasoning, while activating a “keep‑calm” vector...
UChicago Receives $50M Gift to Hire Faculty With AI Expertise
The University of Chicago has secured a $50 million donation from trustee Rika Mansueto and her husband Joe, founder of Morningstar, to launch the Mansueto Faculty of Mind and Machine Challenge. The initiative aims to raise nearly $200 million to recruit 20...
Consumer Protection Group Unveils Student AI Bill of Rights
The National Student Legal Defense Network released a Student AI Bill of Rights, urging colleges to adopt clear standards for AI use. The five‑article framework demands transparency, human oversight, data ownership, bias mitigation, and equitable access to AI benefits. It...
Estimates of the Expected Utility Gain of AI Safety Research
The post presents rough calculations of the expected utility from AI safety research by estimating total future human life‑years and translating potential risk reductions into years saved per researcher. Using three scenarios—underestimate, median, and overestimate—the author arrives at roughly 8.3 million...
AI Can Now Generate Academic Papers that Pass Peer Review. What Are the Risks?
Tokyo start‑up Sakana.ai unveiled “The AI scientist,” an autonomous system that drafts machine‑learning papers for as little as $15 each. In a recent trial, three AI‑generated manuscripts were submitted to a top‑tier conference workshop; two were rejected while one met...
With the AGI CPU, Arm Is Launching Its First Data Center Chip and Is Making a Direct Entry Into the...
Arm announced its first production silicon for AI data centers, the AGI CPU, marking a historic shift from pure IP licensing to selling its own server processors. Built on TSMC's 3‑nm N3P process, the chip offers up to 136 Neoverse...
The Hidden Infrastructure Crisis of the AI Economy
The essay warns that organizations are silently building AI‑driven decision infrastructures without any governance framework, a phenomenon dubbed Shadow AI. As tools evolve from simple assistants to autonomous agents, they generate recommendations, actions, and contracts at machine speed and scale....
SKILL0: In-Context Agentic Reinforcement Learning for Skill Internalization
The paper introduces SKILL0, a framework that trains large language model agents to internalize specialized skills directly into their parameters, removing the need for runtime skill retrieval. Using an in‑context reinforcement learning curriculum, explicit skill descriptions are gradually withdrawn as...
What Andrej Karpathy Got Right: How a Local LLM Wiki Beats RAG? How Do We Leverage the Latest Google Gemma...
Andrej Karpathy argues that traditional Retrieval‑Augmented Generation (RAG) fails to build lasting knowledge because each query re‑derives information from scratch. He proposes a persistent, LLM‑maintained wiki of interlinked markdown files that grows richer with every source ingested. The highest‑fidelity approach...
United Rentals (URI) Launches AI-Powered Equipment Agent Digital Assistant
United Rentals launched the Equipment Agent, an AI‑powered digital assistant that helps customers find and reserve rental equipment via a conversational interface. The tool claims a 70% improvement in locating the right equipment and instantly compares specifications such as reach...
IQVIA (IQV) Launches IQVIA.ai Unified Agentic AI Platform with Nvidia
IQVIA Holdings announced the launch of IQVIA.ai, a unified agentic AI platform built with Nvidia, aimed at the life‑sciences sector. The solution merges IQVIA’s healthcare‑grade AI and extensive data assets with Nvidia’s Nemotron models and NeMo Agent Toolkit, meeting strict...
The Gigawatt Delusion (DDCU 2/7)
Microsoft, Google, Amazon and Meta together pledged $320 billion for data‑center expansion in fiscal 2025, launching the largest coordinated capital deployment in tech history. More than 1,000 U.S. sites are under construction, delivering roughly 75 GW of capacity—about New York City’s peak demand....
The Infinite Context Hack (5 Prompts)
AI vendors often claim that loading all PDFs, spreadsheets, and emails into a large language model will instantly create a complete business knowledge base. In reality, token limits cause the model to skip documents and hallucinate facts, as a safety...
The Back Story Behind the First “$1.8 Billion” Dollar “AI Company”
The New York Times reported that Medvi, an AI‑driven startup, claimed a $1.8 billion valuation after just two months of solo effort and a $20 k bootstrap. The story quickly went viral as a showcase of AI’s ability to compress years of building into...
When Data Handling Alters Physical Interpretation: HVAC’s Missing Evidence Layer
A 2026 Energy and AI study shows that HVAC thermal‑comfort models produce wildly different variable importance ratios when missing data is handled differently, shifting the air‑temperature to mean‑radiant‑temperature (Ta:MRT) ratio from 1.9:1 to 4.46:1 – a 135% change. The researchers...
CMO Survey: AI Growth Collides With Economic Reality in 2026
The latest CMO Survey reveals that while 68% of chief marketing officers plan to increase AI spending through 2026, they are simultaneously confronting a tightening economic environment. On average, marketers expect overall budgets to contract by roughly 12% year‑over‑year, forcing...
The Peptide Economy vs the Healthcare AI Economy: Which Side of the Trade Matters More
The essay contrasts the rapidly expanding peptide economy—led by GLP‑1 and next‑generation obesity drugs—with the burgeoning healthcare‑AI sector, arguing they are interdependent rather than competing. Peptide revenues are projected to surpass $200 billion annually by 2030, while AI revenues sit at...
Claude Code Harness Pattern 4: Permission Systems and Safety Guardrails
The post details Claude Code’s permission system, a safety layer that vets every tool invocation before execution. It introduces five permission modes—default, auto, plan, acceptEdits, and bubble—each offering a different balance between automation and user oversight. The article explains the...
Anthropic’s Claude Code Leak: Why the Instinct to Fire Someone Is the Lazy Response
Anthropic unintentionally released nearly 2,000 Claude Code source files, which were quickly copied and viewed 29 million times online. The company framed the incident as a human‑error packaging issue and confirmed no employee was dismissed. CEO Boris Cherny emphasized that the...
The Claude Code Leak Showed Me What I Was Configuring Wrong
A leak of Claude Code’s internal source revealed advanced features most users never activate, such as a multi‑stage compaction system, semantic memory ranker, and hooks engine. The author examined the code and identified five quick configuration tweaks that unlock hidden...
