Stolen
Does AI already have human-level intelligence? The evidence is clear
I don't know how important it is to define a hard "AGI" threshold. What matters is the evidence: current models are extremely competent across domains, and this paper lays it out clearly.
paperreadaiBuilding a C compiler with a team of parallel Claudes
Models are good enough. 16 parallel agents produce a 100K-line C compiler autonomously. What makes it work is the ecosystem: structured task decomposition and shared context across agents.
blogreadaiHarness engineering: leveraging Codex in an agent-first world
The engineer's job becomes ecosystem design: specifying intent, building feedback loops, and curating context so agents do reliable work. This is about coding, but it is the roadmap for all agentic knowledge work.
blogreadaiContext Graphs: AI's Trillion-Dollar Opportunity
The missing layer in agentic ecosystems: structured memory of why decisions happened, not just what happened. Context graphs fight agent amnesia across steps, agents and sessions.
blogdiggedaiHigh Agency Matters
Intelligence requires action to create value. High-agency workers who actively apply AI capabilities outperform those who passively rely on raw intelligence.
blogreadagencyaiKI und der Schweizer Arbeitsmarkt: Erste Evidenz zu Auswirkungen auf Arbeitslosigkeit und Stellenausschreibungen
AI reshapes the swiss job markets now. Expertise is the competitive divide.
paperreadaieconomicsGreen Silence: Double Machine Learning Carbon Emissions under Sample Selection Bias
Selection bias distorts ESG scores. Companies that don't report emissions differ systematically from those that do. Correcting for this bias dramatically changes sustainability rankings.
paperreadeconomicsfinancesustainabilityCan GenAI Improve Academic Performance? Evidence from the Social and Behavioral Sciences
GenAI adoption shows measurable productivity gains in social sciences. Early-career researchers and non-native speakers benefit most.
paperreadairesearcheconomicsThe (R)evolution of Scientific Workflows in the Agentic AI Era: Towards Autonomous Science
Static workflows become intelligent systems. The framework maps how research infrastructure transforms toward autonomous science.
paperreadairesearchDo Corporate Scientists Contribute to Firm Innovation? Empirical analysis by using linked dataset of research papers and patents in Japanese firms
Corporate scientists bridge academic research and internal innovation by absorbing external findings and applying them within their organizations. This evidence-based approach lets sectors build on documented experiments rather than starting from scratch.
paperskimmedmanagementThe Cybernetic Teammate: A Field Experiment on Generative AI Reshaping Teamwork and Expertise
AI as a teammate improves both what you produce and how it feels to produce it. Even better when your whole team works this way.
paperskimmedaimanagementGDPval: Evaluating AI Model Performance On Real-World Economically Valuable Tasks
LLMs now match expert-level performance in economically relevant fields. Learning to collaborate with AI isn't optional anymore. It's the skill that separates those who thrive from those who fall behind.
papersummarizedaieconomicsCan AI Make Energy Retrofit Decisions? An Evaluation of Large Language Models
A well-crafted prompt, a frontier model, some planning data, and you end up with energy retrofit plans for building portfolios that match more than 90% of specialist work. Human-AI collaboration can help us in tackling very hard problems.
paperskimmedeconomicsfinancereal estatesustainabilityESG ratings of ESG index providers
ESG raters who also run indexes systematically give higher scores to companies with strong returns. This looks like incentive bias, not better information. A potential case of conflict of interest.
papersummarizedeconomicsfinancesustainabilityOn Working with Wizards
LLMs now exceed what we thought possible just months ago. The real challenge is learning to work with intelligence we didn't create and can't fully control.
blogdiggedailearningEvaluating Chunking Strategies for Retrieval
Breakdown of chunking strategies for RAG success. Chunking decisions can make or break the whole system. Smaller chunks with semantic boundaries and LLM-augmented processing consistently outperform the defaults everyone uses.
paperdiggedaiSteal Like An Artist
Found this on a friend's shelf. Changed how I think about learning and doing.
bookdiggedlearningthinkingBeyond Vibe Coding
Vibe coding was a fun period. AI-assisted development is what sticks.
bookdiggedailearningThe Illusion of Diminishing Returns: Measuring Long Horizon Execution in LLMs
This year's progress feels smaller than last year's breakthroughs. That's exactly why it matters. Small improvements can compound into large returns.
papersummarizedaiWhy Language Models Hallucinate
Understanding why AI hallucinates changes everything. We need to think differently about the problem.
papersummarizedaiThe Art of Doing Science and Engineering
He saw our world coming in 1997. Now we're the ones staring down the next wave.
bookskimmedthinkingBeyondWeb: Lessons from Scaling Synthetic Data for Trillion-scale Pretraining
One of current multiple examples on the power of well curated synthetic data.
paperskimmedaiA Taxonomy of Transcendence
Great explanation of why and how multiple AI agents work together. I integrated this approach into my workflow immediately.
paperreadaiProject Vend: Can Claude run a small shop? (And why does that matter?)
What we consider extremely simple tasks are packed with complexity for Large Language Models. Context and drift management are key to ensuring models don't go sideways.
paperreadailearningThe Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity
Taught me that working with AI means one thing: simplify tasks until they're manageable.
papersummarizedaiBenchmarking Cognitive Biases in Large Language Models as Evaluators
Models carry bias and prefer things humans don't actually want. This is a clear alignment problem.
papersummarizedaiAlignment faking in large language models
Give an LLM contradictory objectives and watch it create solutions you never wanted, following logic you can't predict.
paperdiggedaialignmentLLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods
Comprehensive look at using models to judge models. The foundation of building codebases that actually work with non-determinism.
paperdiggedaiFramework for AI Fluency
Solid framework for working with AI responsibly. How to think about when and why to use any model, regardless of how powerful it gets. Great introduction to agency concepts.
paperdiggedailearningPrompt Engineering for Generative AI
AI moves fast, books move slow. This one from 2024 still hits. An essential.
bookdiggedailearningBuilding effective agents
Clear breakdown of what AI agents are, how they're built, and how they use tools. Opened the door to working with AI in ways that actually matter.
paperdiggedailearningA Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications
Complete guide to prompting strategies and techniques. Gives you everything you need to build your own best practices.
paperdiggedaiThis Time is Different
Certainty is the pinnacle of economic crisis. It has been for centuries. We're not living in different times. Same patterns and same hubris.
bookskimmedeconomicshistoryChain of Code: Reasoning with a Language Model-Augmented Code Emulator
Getting models to code instead of think can dramatically improves logical reasoning. Writing functions forces precision that pure reasoning misses.
paperreadaiEnvironmental, Social, and Governance in Real Estate from 1994 to 2023: Systematic literature review and bibliometric analysis.
ESG practices boost real estate financial performance through operational efficiencies, lower risk, and investor appeal. The gains aren't uniform across markets, regulations, or ESG components.
paperreadeconomicsfinancereal estatesustainabilityReal Estate and Biodiversity: What You Need to Know
Setting a biodiversity strategy starts with one hard truth: understand before you solve. Everything else follows from there.
paperreadreal estatesustainabilityclimate changePrompt engineering as a new 21st century skill
Communication determines everything in AI-augmented work. How clearly you transmit intention and context is what separates terrible output from brilliant results.
papersummarizedaiUnveiling the consequences of esg rating disagreement: An empirical analysis of the impact on the cost of equity capital
ESG score differences erode investor confidence, weakening the scores' ability to actually move equity prices.
paperreadeconomicsfinancereal estatesustainabilityRevisiting the Role of Technology in the US Equity REITs-Climate Change Nexus: The GARCH-MIDAS Approach
Physical and transitional climate risks boost REIT volatility.
paperreadeconomicsfinancereal estatesustainabilityClimate Risks and Prediction of Sectoral REITs Volatility: International Evidence
Climate risks boost REIT return volatility across developed and developing countries. But drill down to sectors and the pattern flips: industrial, retail, and self-storage REITs actually see less volatility from climate risk.
paperreadeconomicsfinancereal estatesustainabilityThe Science of Leadership
Clean, research-backed take on what leadership actually means. Shows you what studies say about effective leaders.
podcastlistenedmanagementvulgarizationLarge Language Models are Inconsistent and Biased Evaluators
Models love their own work, round numbers, and stick to familiar anchors. Turns out AI bias looks exactly like human bias.
paperdiggedaiA heated debate - The future cost-efficiency of climate - neutral heating options under consideration of heterogeneity and uncertainty
Heat pumps win as the most cost-efficient renewable system across rural and urban settings. Synthetic natural gas fails economically in most configurations.
paperreadeconomicsfinancereal estatesustainabilityLe Pouvoir Rhétorique
Words carry ideas. Clear words make them land.
bookdiggedlearningcommunicationLanguage Models are Few-Shot Learners
Models work better with examples, just like humans do. Few-shot prompting delivers powerful results without the cost.
paperdiggedaiOn the Folly of Rewearding A, while Hoping for B
Conflicting objectives create chaos, whether you're managing teams, building systems, or handling data. We get the results we measure for.
paperreadmanagementlearningBecoming the Evidence-Based Manager: How to Put the Science of Management to Work for You
We assume that caring for others at work comes naturally. It doesn't. Evidence-based approaches to leadership and team care are incredibly powerful. Too few uses them.
bookreadmanagementThe Book of Beautiful Questions
Reality is messy. Most challenges don't have clear answers. Humble questions are just better ways to think through them. When you're comfortable with uncertainty, the right questions become your navigation system.
bookdiggedthinkinglearningcommunicationHow to invest in the “Market of Sustainability”: Evaluating the impacts of a Real Estate investment across ESG criteria
What sustainability experts actually focus on: economic viability, social impact, and whether people's lives get better.
paperreadeconomicsfinancereal estatesustainabilityLeadership, agilité, bonheur au travail...bullshit ! En finir avec les idées à la mode et revaloriser (enfin) l'art du management
We spend thousands of hours at work, then let workplace BS dominate instead of what actually works. Time to cut the feel-good nonsense and focus on approaches that are genuinely effective.
bookreadmanagementMoney & Macro
Goes deep on macroeconomic trends and actually explains the money behind global politics. Cuts through news headlines to show you what's driving international events.
videowatchedeconomicsvulgarizationPatrick Boyle on Finance
Solid breakdown of current market trends and economic news without the usual YouTube finance bro nonsense. Actually explains what's happening.
videowatchedfinancevulgarizationThe Superiority of Economists
Finally put deep and clear words on a long time feeling. An essential for authocritics and thinking the field of economics in it's own system.
paperdiggedeconomicssociologyClimate Risks and Their Implications for Commercial Property Valuations
Climate risk are not yet integrated into real estate prices.
paperreadeconomicsfinancereal estatesustainabilityThe Making of a Manager
Solid book on imposter syndrome that goes beyond personal struggles. Covers responsibility for protecting the people and teams you lead.
bookskimmedmanagementAggregate Confusion: The Divergence of ESG Ratings
ESG score divergence is explained by measurement differences (56%), scope variations (38%), and weighting choices (6%). Within measurement divergence, raters' overall firm perceptions bias their scoring of individual ESG categories.
paperreadeconomicsfinancereal estatesustainabilityImproving the benchmarking of ESG in real estate investment
ESG rating approaches span four levels, based on asset type and data collection. Current methodologies show significant gaps in measuring social outcomes, governance effectiveness, and climate risk quantification.
paperdiggedeconomicsfinancereal estatesustainabilityBringing the User Back in the Building: An Analysis of ESG in Real Estate and a Behavioral Framework to Guide Future Research
ESG real estate evaluations ignore user well-being. Ratings diverge because of scope, indicators, and aggregation differences.
paperreadeconomicsfinancereal estatesustainabilityClimate risk and real estate prices: what do we know?
Climate risk pricing works differently across locations—areas already hit might have risk baked in or ignore future threats, while new areas face stronger, longer-lasting effects. The risk spreads beyond individual buildings to entire areas, but valuers often lack the cross-disciplinary knowledge to price it right.
paperreadeconomicsfinancereal estatesustainabilityInside the ESG ratings: (Dis)agreement and performance
ESG ratings vary because of scope and design differences. Even firms with consistently good ESG scores across different systems show no performance advantage. The rating heterogeneity spreads ESG investments too thin to create real returns.
paperreadeconomicsfinancesustainabilityVicious Circles: Violence, Vulnerability, and Climate Change
Shows how vulnerability, conflict, and climate change feed off each other. Creates a vicious cycle that traps societies in escalating violence and environmental damage.
paperdiggedclimate changeconflictImpact of Environmental Investments on Corporate Financial Performance: Decomposing Valuation and Cash Flow Effects
Sustainable REITs earn premiums, face lower systematic risk, attract informed traders, and generate higher rental revenue with better operating income and cheaper financing. Reputation drives much of this advantage.
paperreadeconomicsfinancereal estatesustainabilityThe Influence of Firm Size on the ESG Score: Corporate Sustainability Ratings Under Review
Larger firms score better on ESG ratings. This might reflect better sustainability reporting, not better sustainability practices.
paperreadeconomicsfinancesustainabilityA Dictionnary of Color Combinations
Changed how I think about taste completely. Turns out good taste isn't something you're born with. It's something you develop.
bookreadlearningthinkingSynthetic Controls With Staggered Adoption
Essential paper for synthetic control methods. A powerful analytical tool that is genuinely intuitive.
paperdiggedeconometricseconomicsA meta-analysis of the literature on climate change and migration
Great meta-analysis for understanding identification problems in climate change research. Reveals that applied econometrics is as much about methodological taste as technical precision.
paperdiggedeconometricsclimate changemigrationMostly Harmless Econometrics: An Empiricist's Companion
Essential for applied econometrics. Goes beyond just using classical tools to actually understanding what they tell you.
bookdiggedeconometricseconomicslearningThe Reader Over Your Shoulder
Never understood how a writing book could be this dense. Taught me I'll never be great, but I can get better.
bookskimmedlearningcommunicationClimate Econometrics
Essential for econometrics work on climate change. It lays the foundation for solid identification strategies.
paperdiggedclimate changeeconometricsOrdinary Men
Classic crowd psychology. Shows how groups override individual judgment.
bookreadsociologyhistoryLe Don, la Dette et l'Identité
Put self-interest driven actors in perspective. Open to different ways of seeing society's interrelations
bookreadsociology