Search the archive

YOUR STARTUP IS PROBABLY DEAD ON ARRIVAL

Rapid AI advancements have rendered most existing startup plans and technologies obsolete, so founders must re-evaluate their strategies and pivot to outcome-driven models to survive.

API costs 10x less than the competition.

Modulate [4] also has the lowest word error rate across 3 leading benchmarks, averaging 35% fewer errors than Deepgram.

either.) Try the API.

KEEPING A POSTGRES QUEUE HEALTHY

Postgres job queues often degrade because "dead tuples" accumulate, as long-running transactions block the necessary VACUUM cleanup process. PlanetScale's Database Traffic Control addresses this by using "resource budgets" to throttle competing workloads, allowing VACUUM to operate effectively and maintain stable queue performance.

APPLE SILICON AND VIRTUAL MACHINES: BEATING THE 2 VM LIMIT

The default limit of two simultaneous macOS virtual machines on Apple Silicon Macs can be bypassed by booting a development kernel with custom boot-args. This process involves using recovery mode to override kernel-level quotas, enabling developers and researchers to run numerous guest instances concurrently.

PRODUCTIVE PROCRASTINATION

"Productive procrastination" is a phenomenon where individuals engage in desirable, productive tasks to avoid more important but often older projects. This behavior is attributed to the brain's limbic system protecting against negative emotions associated with challenging tasks, combined with the reward system's preference for novelty.

HOW COMPLEX IS MY CODE?

Code complexity is explored beyond computational efficiency, focusing instead on the human cognitive effort needed to understand and maintain software, drawing on traditional metrics like Cyclomatic and Halstead Complexity. This perspective integrates psycholinguistic insights to highlight factors like familiarity and working memory load, treating complexity metrics as valuable tools for aggregating data, prioritizing refactoring, and communicating technical debt.

committing to anything. Join live on April 21

MULTICA

Multica is an open-source infrastructure platform that integrates AI coding agents into development teams as autonomous "teammates" capable of claiming tasks, writing code, and reporting progress. The system uses a Go-based architecture and a local daemon to orchestrate various AI models, allowing them to participate in conversations and compound reusable skills across isolated workspaces.

LETTA CODE

Letta Code is a memory-first coding harness designed for long-lived agents that persist across sessions, allowing them to learn and retain information like a permanent teammate. It supports a wide range of LLMs and features a modular system for skill acquisition, transforming the AI from a one-off session tool into a continuous collaborator.

HOW I RUN MULTIPLE $10K MRR COMPANIES ON A $20/MONTH TECH STACK

Operating multiple successful companies on a lean $20/month tech stack involves using single Virtual Private Servers and SQLite instead of complex cloud platforms or heavy database systems. This strategy prioritizes performance and cost-efficiency by leveraging local GPUs for AI tasks and using highly portable languages like Go to maximize development speed and runway.

AI CYBERSECURITY AFTER MYTHOS: THE JAGGED FRONTIER

Tests on major 2026 vulnerabilities show that AI cybersecurity capability is a "jagged frontier," where small open-weights models often match the discovery and reasoning performance of massive proprietary models like Anthropic's Mythos. This shows that the true competitive advantage in digital defense lies in the expert-led systems and scaffolds that orchestrate these tools rather than exclusive access to a single high-end model.

April 16 webinar >>> sign up here.

ANTHROPIC DOWNGRADED CACHE TTL ON MARCH 6TH (GITHUB ISSUE)

A user reported a silent regression in Anthropic Claude Code's prompt cache TTL from one hour to five minutes in March.

HOW WE BROKE TOP AI AGENT BENCHMARKS: AND WHAT COMES NEXT

UC Berkeley researchers demonstrated that prominent AI agent benchmarks are fundamentally flawed.

CIRRUS LABS TO JOIN OPENAI

Cirrus Labs is joining OpenAI's Agent Infrastructure team to further its mission of building advanced engineering tools for the agentic era.

HOW TO BUILD A `GIT DIFF` DRIVER

This is a guide on creating an external `git diff` driver.

MOVING FROM WORDPRESS TO JEKYLL (AND STATIC SITE GENERATORS IN GENERAL)

DemandSphere migrated its website from WordPress to the static site generator Jekyll to resolve issues with speed, ease of modification, and general development limitations. This extensive effort was significantly supported by AI-assisted development using Claude Code to build custom tools for comprehensive auditing, resulting in improved performance, a robust SEO architecture, and faster, higher-quality content execution.

HOW SPOTIFY SHIPS TO 675 MILLION USERS EVERY WEEK WITHOUT BREAKING THINGS

Spotify maintains a 95% success rate for weekly releases to 675 million users by using a "rings of exposure" model and feature flags that decouple code deployment from feature activation. By integrating a centralized management dashboard with an automated "Robot" service to handle predictable transitions, the company has a streamlined release pipeline while allowing human engineers to focus on high-stakes architectural judgment.

I STILL PREFER MCP OVER SKILLS

MCP is a better standard for AI service integration through its API abstraction and authentication. Shifting "Skills" toward a focus on pure knowledge and workflows while utilizing MCP for connectivity creates a more scalable and less fragmented ecosystem for LLMs.

CLEAN CODE IN THE AGE OF CODING AGENTS

Maintaining a clean, modular codebase is necessary in the age of AI because organized structures reduce token costs and prevent cognitive overload for coding agents. By prioritizing readability and simplicity, developers make sure that LLMs can implement features more accurately without getting lost in a mess of unnecessary context.

BUILD WITH INTENT

CLAUDE MANAGED AGENTS OVERVIEW

Claude Managed Agents offer a pre-built, configurable agent harness running in managed infrastructure, providing a fully managed environment for Claude to operate autonomously. This service removes the need to build custom agent loops, allowing Claude to securely read files, run commands, browse the web, and execute code with built-in performance optimizations.

A BACKEND FOR AI-CODED APPS

Instant is an open-source backend that simplifies full-stack development for AI agents by providing real-time sync, authentication, and file storage through a reactive multi-tenant database. By abstracting infrastructure hurdles, it allows devs to push high-performance, never-frozen applications to production with reduced code complexity.

WHAT GAME ENGINES KNOW ABOUT DATA THAT DATABASES FORGOT

Game servers face a dilemma, needing both the raw performance of game engines and the transactional safety and durability of traditional databases. Typhon is an embedded .NET database engine that solves this by speaking the native language of game servers and synthesizing best practices from both fields. It uses game engine principles like cache locality and zero-copy access, while incorporating database features like ACID transactions with per-component MVCC, advanced indexing, and configurable durability.

REALLOCATING $100/MONTH CLAUDE CODE SPEND TO ZED AND OPENROUTER

Frustrated by usage limits on a $100/month Claude Code subscription, this author came up with a new strategy that involves reallocating funds to $10/month for the Zed editor and $90 for OpenRouter API credits. The approach provides access to more AI models and a more adaptable coding workflow using non-expiring credits.

RESEARCH-DRIVEN AGENTS: WHAT HAPPENS WHEN YOUR AGENT READS BEFORE IT CODES

Coding agents relying only on code context often miss critical external knowledge, so a possible solution is having an autoresearch agent with a "research phase" study external literature and competing projects before generating code. This literature-guided approach successfully identified five kernel fusions for llama.cpp, resulting in a 15% increase in CPU inference speed on x86 and 5% on ARM for TinyLlama 1.1B text generation.

WILL I EVER OWN A ZETTAFLOP?

Driven by the imminent "singularity," George Hotz outlines his ambitious plan to personally acquire a zettaflop supercomputer by 2026.

THE VERCEL PLUGIN ON CLAUDE CODE WANTS TO READ ALL YOUR PROMPTS!

The Vercel plugin for Claude Code collects user data, including all prompts and full bash commands, across every project regardless of Vercel relevance, by using consent prompts.

CODE IS CHEAP NOW, AND THAT CHANGES EVERYTHING

The rise of AI coding agents has turned software implementation into a low-cost commodity, shifting the primary value of a developer from writing code to defining and verifying complex systems.

FEWER COMPUTERS, FEWER PROBLEMS: GOING LOCAL WITH BUILDS & DEPLOYMENTS

Transitioning to a local-first deployment workflow eliminates the complexity of distributed computing for personal projects by making sure that successful local builds translate directly to production without the need to troubleshoot remote infrastructure failures.

Schedule a demo to learn more

PERFORMANCE FOR EVERYONE

Measuring "Visually Complete" user-perceived latency in mobile apps like Pinterest was a challenge, requiring custom engineering effort for each UI surface. Pinterest's performance team developed an All-In-One Solution by embedding the Visually Complete logic directly into a base UI class. This system automatically measures perceived latency for any new or existing surface built on that base by walking the view tree and monitoring the rendering status of media elements.

USB FOR SOFTWARE DEVELOPERS

Writing a USB driver is not as daunting as perceived, especially when utilizing user-space libraries like `libusb`. This article goes through how to identify a USB device (an Android phone in bootloader mode) by its Vendor/Product IDs, programmatically enumerate it, and then communicate with the device by requesting status and descriptor information via the control endpoint.

HOW DO WE GET DEVELOPERS TO READ THE DOCS

API documentation often fails by attempting to serve both quick-scanning consumers and deep-diving maintainers in a single, cluttered view. Splitting content into layered, collapsible sections allows users to find what they need without being overwhelmed by historical context.

I AM VERY FOND OF THE PIPELINE OPERATOR

The pipeline operator is a simple programming feature that allows for composability by passing the output of one function as the input to another. This syntax is a clean alternative to imperative method chaining.

WHAT DOES IT MEAN TO "WRITE LIKE YOU TALK"?

The advice to "write like you talk" is promoted for clarity by popular writers, but research shows written complexity differs from speech. Despite its value in avoiding jargon, adopting a spoken style without any reflection can lead to verbose and unedited writing.

themes, UX, and workflows. Try the free demo, no sign-up required

LITTLE SNITCH

Little Snitch for Linux makes hidden application network connections visible, allowing users to monitor and control their outgoing network traffic. Users can block unwanted connections, manage blocklists, write custom rules, and view detailed traffic history.

SKRUN

Skrun is an open-source platform that enables the deployment of "Agent Skills" as callable API endpoints, with features like multi-model support, stateful memory, and the ability to call tools using local scripts or MCP servers. Users can create and test agents locally via the `skrun` command-line interface.

PORTING MAC OS X TO THE NINTENDO WII

This dev successfully ported Mac OS X 10.0 Cheetah to the Nintendo Wii, a project involving extensive hardware research and a custom bootloader. The endeavor included creating specific IOKit drivers for Wii components and patching the kernel to transform the console into a fully functional computer.