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Postgres has received a significant upgrade with the introduction of PG Durable, an open-source extension developed by Microsoft. This extension brings durable, crash-proof functions directly inside PostgreSQL, allowing developers to manage scheduled jobs, automatic retries, and long-running workflows without relying on external services. Because execution steps are persisted to disk, workflows can reliably survive database restarts and crashes. Core Features and Built-in Operations PG Durable operates by representing workflows as a graph of steps. Developers can initiate workflows using df_start and track their execution via df_status or df_result. The extension includes several native capabilities to simplify complex database-level processes: Execution…

Despite the proliferation of labor-saving technologies designed to grant us unprecedented free time, modern life feels faster and more exhausting than ever. This persistent state of busyness is not a personal time-management failure, but a systemic creation of our economic landscape. By examining the insights of four prominent thinkers, we can understand why our hours always feel scarce and how we can begin to reclaim them. Staffan Linder and the Scarcity of Abundance Writing in 1970, Swedish economist Staffan Linder predicted that rising wealth would produce frenzy rather than calm. He argued that as a society becomes richer, the economic…

In the rapidly evolving landscape of AI agents, persistent memory has emerged as a crucial differentiator. While the open-source Hermes agent gained massive popularity due to its robust ability to remember past conversations, many users are deterred by its separate runtime requirements, security concerns, and strict limitations. Replicating and enhancing the best features of Hermes’ memory system directly inside Claude Code creates a private, cost-effective, and semantic-search-enabled memory setup that overcomes these limitations. The Three Pillars of Agent Memory To understand how to improve memory, we must analyze its three core phases: storage (saving important data), injection (loading context at…

In a rapidly changing world, high performance is not defined by a single talent, but by three interconnected relationships: with yourself, with others, and with reality. To thrive—especially in the age of artificial intelligence—you must actively practice and master six essential skills, anchored by a master meta-skill of continuous learning. Mastering Your Relationship with Yourself 1. Building Self-Trust: Real confidence is not the absence of doubt, but the result of evidence. Use the Proof Pyramid to build self-trust: start with the base of Proof of Action (doing small, hard things you avoid), move to Proof of Integrity (keeping small promises…

Graphify is an open-source, free tool designed to solve memory limitations and drastically reduce token costs for AI coding assistants like Claude Code. Instead of traversing codebases through brute-force file searching (grepping), Graphify analyzes repositories to build a structured, queryable knowledge graph. This approach provides AI models with a clear map of how code elements connect, enabling faster, highly accurate, and cost-efficient interactions. How Graphify Works: The Three-Pass Extraction Process Graphify builds its knowledge graphs through a systematic three-pass analysis: Pass 1 (Deterministic Structure): Runs locally without an LLM. It uses tree-sitter to parse code files and extract classes, functions,…

In the era of AI-driven development, it has become incredibly easy to build rapid prototypes, but scaling them to reliable, production-ready systems remains a significant challenge. This talk explores the transition from unstructured, AI-generated “slop” code to highly deterministic systems using explicit software models like state machines. The Rise of “Slop” Code Slop code is defined as code built without a reliable, explicit model. While it may appear to work initially, it lacks clear domain boundaries, makes tracking state changes difficult, and is highly prone to compounding errors. LLMs are trained on existing human codebases, meaning they often repeat bad…

Many people struggle with a home that never feels truly clean or organized, leading to chronic exhaustion. This mental drain is often caused by the Zeigarnik effect—the psychological phenomenon where the brain holds unfinished tasks in active tension, consuming mental energy. In the home, these unfinished tasks are “open loops” (like laundry sitting in the dryer or mail piled on the counter). Resolving this issue is not a matter of discipline, but of design: creating systems with defined finish points so the loop closes automatically. Lessons from Clinical Systems In professional settings like hospitals, systems are engineered so that the…

The video features an insightful conversation between host Michał Wilk and champion runner Adam Kszczot about how to safely incorporate running into your life to foster longevity and overall health. Addressing the common myth that running ruins knees, Kszczot explains that running is actually a powerful tool for maintaining physical mobility into old age, provided it is approached mindfully, systematically, and with proper recovery. The Myth of Knee Damage and the Role of Modern Tech Running does not destroy knees; decades of research show that regular runners experience significantly fewer age-related mobility limitations at age 50 to 70+ compared to…

In this video transcript, digital creator Ollie discusses his transition from an AI skeptic to an enthusiast after discovering Claude Code. He highlights how AI has drastically reduced the cost and technical barriers of building software, enabling anyone to turn creative ideas into profitable digital products in a matter of days. Empowering Solo Creators Through AI Ollie shares his experience of building his membership platform, Digital Creator Club, over a single weekend using Claude Code. What once would have cost tens of thousands of dollars and required an engineering team was created with basic coding knowledge and generated $20,000 in…

An exploration of AuDHD—the dual diagnosis of Autism and ADHD—reveals a complex, often exhausting neurobiology defined by internal contradictions. Dr. Kuram Sadi discusses the profound challenges of navigating a world not designed for neurodivergence, the heavy toll of masking, and the transformative power of finding one’s tribe. The Internal Tug-of-War of AuDHD AuDHD presents a unique, intertwined neurobiology that is far more than a simple combination of ADHD and Autism. Individuals often experience an intense internal conflict: the ADHD side craves social interaction, novelty, and connection, while the autistic side struggles with small talk, lacks social templates, and suffers from…

Philip Ackerman’s PPIK theory (Process, Personality, Interests, and Knowledge) provides a powerful framework for understanding how adult intelligence is built over a lifetime. While raw cognitive processing power peaks in late adolescence and steadily declines, long-term intellectual success depends on how this “starting capital” is invested. By intentionally directing cognitive effort into specific domains, individuals can build compounding, durable knowledge that grows more valuable with age. The Four Pillars of the PPIK Theory To understand how minds are built, the PPIK theory breaks intelligence down into four interacting components: Intelligence as Process: This represents raw reasoning ability, working memory, and…

In the evolving landscape of AI-assisted software engineering, developer bottlenecks have shifted rapidly from token limits to CPU capacity, and finally to human attention. To build effectively with AI, developers must optimize their workflows to minimize constant manual oversight, allowing agents to execute longer, more autonomous loops while reserving human intervention for high-level verification. Managing PR Quality with Agent Transcripts With the rise of coding agents, submitting pull requests (PRs) has become effortless—sometimes too effortless. To counter the influx of low-quality, automated PRs, developer Peter introduced the Agent Transcript Skill. This tool prompts users to upload a sanitized transcript of…