Full-text search across article titles and summaries. Refine with sector, year, content type, and reading-time filters.
OpenAI has launched GPT-5.3-Codex with much improved coding performance with professional knowledge capabilities while operating 25% faster. This model is great at long-running tasks like research and complex execution, and it sets new industry benchmarks across coding, web development, and general computer use.
Claude Code's experimental Agent Teams feature allows multiple AI instances to collaborate on complex tasks, with a lead agent coordinating work and synthesizing results. Unlike subagents, agent teams collaborate and discuss among each other, making them great for tasks requiring shared problem-solving.
Kanjideck was started as an Anki side project in August 2024 to create a better resource for learning Japanese Kanji, which soon expanded into developing a physical card deck and launching a business. This involved navigating manufacturing challenges, setting up a US company via Stripe Atlas due to Kickstarter country restrictions, and planning pricing and digital infrastructure.
"Company as Code" is a programmatic representation of the entire organization, similar to Infrastructure as Code. This system would use a declarative language to define roles, units, policies, and their relationships, creating a dynamic, queryable, and version-controlled graph model. This makes it easier to have testable policy changes and make the “company” controllable through AI agents.
Anthropic's new Agent Teams is an improvement on multi-agent orchestration over previous attempts like Gas Town.
Frontier AI labs like OpenAI hope to automate research by 2026, expanding workforces to hundreds of thousands of agents.
To improve the quality and usability of their Notion documentation, one person implemented strategic policies and automated scripts to archive stale content, prune outdated pages, and promote current information in their company.
Comma.ai operates its own $5M data center with custom hardware and software like minikeyvalue and miniray, primarily to save money, avoid cloud vendor lock-in, and have better engineering practices for all its model training, metrics, and data needs.
Sponsored
If QA is a bottleneck on your software engineering team and you're releasing slowly because of it, you must check out QA Wolf.
Recall.ai, a company recording millions of meetings weekly, encountered perplexing 10-15 second connection delays to its Postgres database during peak loads. Investigations revealed the bottleneck was in Postgres's single-threaded "postmaster" process, which is responsible for spawning new connections and background workers. High rates of new connections and background worker churn during synchronized meeting “starts” saturated this core process, so the company implemented jitter in its EC2 connection bursts and removed parallel query spikes.
Voltra is a library for building native Live Activities and Widgets using standard React Native components. Voltra needed a single-pass, stateless process to convert JSX into a specific JSON structure, so it built its own custom renderer. The custom renderer functions by traversing the JSX tree, processing different node types into a platform-native JSON format, and hacking React's internal dispatcher.
Qodo has developed a new, rigorous code review benchmark to objectively evaluate AI systems. This benchmark intentionally injects diverse defects, including functional bugs and best practice violations, into genuine, merged pull requests from production-grade open-source repositories. The methodology allows for the simultaneous evaluation of code correctness and quality at a larger scale.
Apple squandered a huge opportunity with "Apple Intelligence" by failing to develop a truly agentic AI capable of automating computer use, a capability users are now achieving with open-source frameworks like OpenClaw on Mac Minis. This widespread adoption of headless AI agents shows a clear demand for powerful automation beyond simple summaries.
AI is an existential threat to traditional B2B SaaS, causing market devaluation and customer churn as some users vibe code their own custom internal tools. Customers are now demanding more flexibility and dropping expensive SaaS solutions that don't perfectly fit their unique workflows. To survive, SaaS companies must evolve by becoming foundational "Systems of Record” and adapt to customer needs rather than dictating them.
Hosted SQLite services like Turso and Cloudflare D1 introduce network latency and billing complexities that destroy SQLite's primary advantages. For cloud-scale needs requiring concurrent writers or advanced SQL features, Managed PostgreSQL is still better than complex SQLite sidecar configurations.
Fluid is a terminal agent that helps AI agents manage and debug production infrastructure like VMs and Kubernetes clusters. It operates by creating sandbox clones of the production environment, allowing AI agents to safely explore, run commands, test connections, and edit files without directly impacting live systems.
SQLDef is a CLI tool designed to diff two SQL schemas and manage RDBMS migrations using regular SQL DDLs. It generates the necessary `ALTER` statements to transition a database schema from its current state to a desired one, or vice-versa.
GitHub is tackling the flood of low-quality, AI-generated pull requests overwhelming maintainers. It is rolling out short-term fixes like the ability to disable PRs entirely, restrict them to collaborators only, and delete spam PRs from the UI. Long-term, the company is exploring AI-powered triage tools, better permission controls, and a requirement to be transparent when AI is used.
Building good coding agents isn't just about the model, but also about the infrastructure layer that manages context, tools, and hundreds of validation signals like linters and tests. Stanford research found that AI agent adoption doesn't predict productivity, but code quality does. High-quality codebases accelerate with AI, while low-quality ones actually decelerate.
Anthropic has announced that Claude will remain entirely ad-free as advertising is incompatible with its vision for AI. The company aims for Claude to be a genuinely helpful tool for deep thinking and work free from the commercial incentives that could influence responses or erode user trust.
Claude Code can connect to a local open-source AI model, using LM Studio, as a backup solution to continue coding when Anthropic's API quota is exhausted.
This article goes over various CPU hardware bugs, from Intel's embarrassing cosmetic misspellings in CPUIDs to a more serious pipeline flaw in an ITE RISC-V embedded processor.
Bunqueue is a high-performance, BullMQ-compatible job queue designed for the Bun runtime, with SQLite persistence and zero external dependencies.
Clipboardy is a cross-platform Node.js module that provides both synchronous and asynchronous APIs to access the system clipboard for text and image copy/paste operations.
AI coding agent performance can be improved by editing Claude Code markdown plans directly and providing feedback inline in the markdown files that Claude Code generates.
The `/insights` command in Claude Code generates an HTML report that analyzes users' interaction patterns across all their sessions. This process involves filtering session logs, extracting metadata, and using an LLM to perform qualitative "facet extraction" on session transcripts. The aggregated data and LLM insights then identify interaction styles, successful workflows, and friction points, and proposes actionable suggestions.
Subagents are specialist agents that your main AI agent can spawn to handle focused tasks in their own clean context, keeping your main conversation readable instead of cluttered with noise. The two useful patterns are chaining them sequentially (like scout files → implement → verify) or running them in parallel for exploration.
To improve productivity when using Slack or Teams, organize channels into priority-based categories (read now/daily/weekly), mute lower-priority groups until scheduled check-ins, and use message reminders instead of leaving things unread.
A dev left Amazon for a $300K startup in SF and got let go after 3 weeks when he admitted he didn't actually like the work. Startups need obsession and not just talent, and he wasn't willing to sacrifice everything for someone else's vision.
Despite AI making it easier to build custom solutions, the true value of buying software lies in paying another entity to own and continually maintain a specific problem domain, freeing the buyer from that ongoing responsibility.
Xcode 26.3 introduces agentic coding, allowing developers to integrate AI agents directly into their app development workflow. This new capability enables agents like Anthropic's Claude Agent and OpenAI's Codex to autonomously tackle complex tasks, interact with project architecture, and visually verify their work.
Deno Sandbox is a new platform designed to securely run untrusted code, especially LLM-generated code, that frequently calls external APIs with sensitive credentials. It provides lightweight Linux microVMs with defense-in-depth security with features like granular network egress control and a unique mechanism that protects secrets from exfiltration by only materializing them during approved outbound requests.
Vercel's v0 now allows users to work directly on existing codebases, integrates Git workflows for entire teams, has secure database connections, and guarantees enterprise-grade security by default.
A former software engineer ventured into hardware by launching "Brighter," a powerful lamp, after a successful crowdfunding campaign. He immediately faced numerous challenges, including prototype brightness issues, unexpected tariff hikes, manufacturing errors with parts like heatsinks and knobs, and quality control problems with wiring and accessories. Despite these hurdles, the team iteratively fixed problems, produced the 500 units, and delivered them to customers.
Banteg embarked on a project to resurrect the cult classic 2003 game Crimsonland by reverse engineering its binary to achieve a pixel-perfect, behaviorally identical rewrite. This process involved static and runtime analysis using tools like Ghidra, Binary Ninja, Windbg, and Frida to understand the game's undocumented architecture and logic. A large part of the project was using AI, particularly GPT-5.2 and Codex, to automate tasks like function renaming and deciphering custom file formats.
From June to October 2025, the Notepad++ update infrastructure was compromised in a supply chain attack, allowing threat actors to deploy malware.
While a kilobyte is commonly understood as 1,024 bytes in computing due to binary systems, its precise and standardized definition is 1,000 bytes.
Google's Project Genie is an AI world-builder that triggered stock declines for Unity and Roblox.
OpenClaw, an autonomous AI agent with full shell access and browser control, has security risks, including prompt injection and session theft, so developers must use dedicated hardware and burner accounts to keep their main accounts safe.
Sponsored
Blame Recall.ai [4].
OpenAI's Codex CLI is a cross-platform local software agent. The core agent loop orchestrates interactions between the user, the model, and various tools, iteratively building prompts from user input, system instructions, and tool definitions, querying the model, executing requested tool calls, and appending results to the prompt. To manage performance and context window limitations, Codex uses prompt caching and conversation compaction to summarize past interactions.
Through profiling, Claude Code was found to spend 70% of its time on `futex` calls and make 89,000 `sched_yield` calls, showing inefficient thread spinning rather than proper I/O waiting. Quantitatively, Claude Code executes billions of instructions per "frame" for text rendering and network I/O, an order of magnitude more than SM64 uses for its 3D world.
There's a common issue in responsive web design where layouts switch to mobile versions prematurely, leading to awkward designs. To address this, it's best to implement more breakpoints, use container queries, and use modern CSS features like Grid and Flex.
This dev got frustrated with Claude Code constantly changing and adding features he didn't need, so he built his own minimal coding agent called “pi” with just 4 tools (read, write, edit, and bash) and a tiny system prompt under 1,000 tokens. He deliberately skipped everything that other agents have (no MCP servers, no permission prompts, and no plan modes). Despite being so simple, it scored competitively on Terminal-Bench, proving that less can actually be more at times.
Sponsored
AI coding tools like Cursor and Copilot generate outdated patterns. Clerk Skills gives agents current authentication knowledge via installable packages. One command: _npx skills add clerk/skills_. Handles custom flows, B2B auth setup, database syncing, and more. Works with Claude Code, Cursor, Windsurf, and Copilot.
OpenAI has launched the Codex app for macOS for managing multiple AI agents, running work in parallel, and collaborating on long-running tasks. It also includes AI agent skill management and the ability to create automations for scheduled background work.