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LEARNINGS FROM 100K LINES OF RUST WITH AI

Using AI coding agents, a new Rust-based multi-Paxos consensus engine was developed with over 130,000 lines of code, modernizing the Replicated State Library. This spec-driven approach achieved a massive performance boost, increasing system throughput from 23,000 to 300,000 operations per second while ensuring high reliability through automated testing.

THE REACT2SHELL STORY

A security researcher describes finding React2Shell, a critical remote code execution flaw in React's undocumented “Flight” protocol used by Server Components and Next.js. Over a week, he and a collaborator discovered that the protocol's handling of complex objects and JavaScript “thenables” could be abused to hijack React's internals and chain function calls into arbitrary code execution. He reported it to Meta on November 30, and Meta confirmed it within roughly 17 hours and released a fix and advisory by December 3.

EVERYTHING IN C IS UNDEFINED BEHAVIOR

The prevalence of undefined behavior in C/C++ makes writing truly correct code nearly impossible, leading to systemic vulnerabilities across platforms. To mitigate these risks, developers should use LLMs to audit codebases for subtle flaws that escape human detection.

HOW TO WRITE "GARBAGE CODE" (BY LINUS TORVALDS)

Linus Torvalds, the creator of Git and Linux, says that overly complex or abstracted code, like unnecessary helper functions, makes code maintainability and understanding worse. It increases cognitive burden and, in some cases, it makes sense to repeat code to reduce human and LLM context switching. Code should be optimized for readability and ease of iteration.

THE TACIT DIMENSION: WHY YOUR BEST ENGINEERS CAN'T TELL YOU WHAT THEY KNOW

Software engineering expertise relies on tacit knowledge, an intuitive understanding that AI cannot grasp since it is only trained on explicit text and code. Over-reliance on AI risks losing such important architectural knowledge, making senior engineers and apprenticeship irreplaceable for transmitting these complex, unwritten insights.

openprose/prose. See the project →

QWEN3.7: THE AGENT FRONTIER

Qwen3.7-Max is a foundation model designed for autonomous AI agents, excelling in high-level reasoning and complex automation tasks like software engineering and office productivity. Its main feature is prioritizing long-horizon execution, allowing it to sustain coherent strategies across thousands of tool calls and multi-hour optimization tasks.

DISTRIBUTED SYSTEMS TESTING SKILLS

This repository introduces two specialized skills for AI coding agents to automate the planning and execution of tests for distributed and stateful systems. The methodology prioritizes claim-driven testing, where specific product promises are validated against complex failure modes like network partitions, concurrency issues, and crash-recovery scenarios.

INCIDENT REPORT: MAY 19, 2026- GCP ACCOUNT SUSPENSION

A total, eight-hour service outage for Railway on May 19 was caused by Google Cloud incorrectly suspending its production account, which cascaded across all regions as network route caches expired. Restoration required a staged recovery of infrastructure, and future plans include adopting a true mesh network and distributing core dependencies across multiple vendors.

AN OPENAI MODEL HAS DISPROVED A CENTRAL CONJECTURE IN DISCRETE GEOMETRY

An OpenAI reasoning model has disproved the planar unit distance problem, a central conjecture in discrete geometry first proposed by Paul Erdős in 1946. This breakthrough marks the first time an autonomous system has solved a prominent open mathematical problem.

STRUCTURAL BACKPRESSURE BEATS SMARTER AGENTS

Shen-Backpressure integrates security invariants into system architecture using a formal specification language to enforce rules via deterministic "guard types." This structural approach forces AI agents to iterate until code satisfies underlying logic.

WHAT IF LOCK-IN DOESN'T MATTER SO MUCH ANYMORE?

Agentic programming allows for rapid, low-cost rewrites of complex systems, making programming languages and frameworks increasingly fungible rather than permanent technical lock-ins.

TOKENSPEED — FEEL LLM TOKENS-PER-SECOND

Tokenspeed visualizes various LLM token-per-second rates across different content types to help users internalize the actual speed and feel of hardware benchmarks.

GITHUB CONFIRMS BREACH OF 3,800 REPOS VIA MALICIOUS VSCODE EXTENSION

GitHub confirmed that approximately 3,800 internal code repositories were compromised after an employee unknowingly installed a malicious Visual Studio Code extension.

ON GOOGLE DECLARING WAR ON THE WEB

Google's transition toward AI-generated search results threatens the open internet by replacing direct links to sources with a controlled, proprietary abstraction layer that devalues original human work.

Watch on demand →

MAINTAINABILITY SENSORS FOR CODING AGENTS

AI coding agents use maintainability sensors like linting and type checking to self-correct quality issues, as these tools provide an automated feedback loop for handling things like complex logic and excessive function length. Despite reducing manual overhead, human oversight is still necessary for preventing over-engineered solutions and addressing deeper semantic quality concerns.

INVERTING PHOTODNA

Microsoft's PhotoDNA uses digital signatures to identify illegal imagery based on the claim that these hashes are irreversible, but a machine learning tool named Ribosome successfully inverted them to reconstruct recognizable images. This shows that PhotoDNA signatures leak a lot of image information.

DUMB WAYS FOR AN OPEN SOURCE PROJECT TO DIE

It's common for open source projects to turn into "zombies,” still used but totally abandoned, because of issues like maintainer burnout, funding problems, or old, broken tech. Since these packages are still listed everywhere, they pose a secret but major risk to all the software that depends on them.

THE CHEAP, GOOD, AND FAST PARADOX RETURNS

AI is challenging the long-standing project management paradox that work cannot be cheap, good, and fast simultaneously by accelerating the technical coding phase. Even with these advancements, human resistance to new tools and complex regulatory hurdles like SOC 2 compliance continue to prevent an easier development process.

EXPLORE THE BITDRIFT SANDBOX.

EMPOWER YOUR AI AGENTS to query reality with bitdrift skills.

GEMINI 3.5: FRONTIER INTELLIGENCE WITH ACTION

Gemini 3.5 is a large upgrade of the Gemini model family, kicking off with the super-fast 3.5 Flash model that handles complex tasks right in apps like Search. It performs well on a majority of benchmarks and outputs tokens faster than competing models.

THE GEMINI APP BECOMES MORE AGENTIC, DELIVERING PROACTIVE, 24/7 HELP

The new Gemini 3.5 Flash model provides a faster and more engaging AI experience overall. Users of the Gemini app now have new features like cinematic video generation, personalized daily summaries, and a 24/7 agent (Gemini Spark) to handle complex tasks.

A NEW ERA FOR AI SEARCH

Google Search is getting its biggest update ever, integrating Gemini 3.5 Flash into a new AI search box to introduce background agents that can automate tasks like booking. Plus, Google is adding agentic coding tools and personal intelligence features that securely connect your private data from apps like Gmail and Calendar for tailored results.

ANTHROPIC IS PREPARING FOR IPO AND WE SHOULD BE WORRIED

Anthropic seems to be getting ready for an IPO by making its access more restrictive, like limiting 'claude -p' and Agent SDK usage, and cutting off third-party tools and competitor APIs. These actions, plus their major $200M DoD deal, show Anthropic is moving away from its public-interest branding toward being a closed, monetization-focused company.

ADVANCING CONTENT PROVENANCE FOR A SAFER, MORE TRANSPARENT AI ECOSYSTEM

To make AI media transparent, we're using a multi-layered strategy that includes C2PA metadata and cryptographic signatures so you can easily verify the origin. This system also embeds invisible SynthID watermarks into images for resilience, and a public verification tool is available to check for all these signals.

Apply Now

ANDREJ KARPATHY JOINS ANTHROPIC

Andrej Karpathy has joined Anthropic to focus on frontier LLM research and development while planning to eventually resume work on educational initiatives.

APPLE UNVEILS NEW ACCESSIBILITY FEATURES, AND UPDATES WITH APPLE INTELLIGENCE

Apple has unveiled a series of accessibility updates powered by Apple Intelligence, including better navigation tools, automated video subtitles, and eye-controlled wheelchair support for Apple Vision Pro.

REMOVE AI WATERMARKS

This Python-based program provides a CLI and library for removing visible logos, invisible digital watermarks, and AI-related provenance metadata from images created by various generative models.

AN IMPORTANT UPDATE: TRANSITIONING GEMINI CLI TO ANTIGRAVITY CLI

Google is transitioning Gemini CLI to the unified, agent-first Antigravity CLI platform, with support for non-enterprise versions of Gemini CLI set to end on June 18.

Schedule a demo to learn more

HOW GRAB IS USING AI AGENTS TO BOOST TEAM PRODUCTIVITY

Grab's data engineering team built a multi-agent system to automate the investigation work that was consuming two full days a week of senior engineers' time supporting 15,000+ tables and 1,000 monthly users. The architecture splits work by risk profile: a read-only investigation pathway with Classifier, Data, Code Search, On-call, and Summarizer agents orchestrated via LangGraph, and a more cautious write pathway with a single Enhancement Agent gated by human review.

FROM SSH TO REST: A SECURITY-DRIVEN MODERNIZATION OF SLACK'S EMR DATA PIPELINES

Slack modernized its data infrastructure by migrating over 700 data pipeline jobs from a legacy SSH-based submission model to a REST-based architecture. The previous reliance on direct SSH access to AWS EMR clusters created security vulnerabilities, operational inefficiencies like "zombie" processes, and technical debt that blocked infrastructure upgrades. By using a custom gateway called Quarry and the YARN Distributed Shell feature, the engineering team transitioned workloads into managed containers with server-side lifecycle management.

NOBODY PUSHED BACK: WHY ENGINEERS STAY SILENT UNTIL IT'S TOO LATE

Big company disasters usually happen because people are too scared to speak up about technical flaws, even when they see them coming. To stop this, teams need to ditch the fake "alignment" and actually make it safe for engineers to flag risks without worrying about their careers.

THE JOYS OF FREE CLOUDFLARE

Cloudflare's free tier provides an environment for developing functional side projects without unexpected expenses. For example, this dev's project uses Cloudflare Pages to host a custom train timetable that pulls and filters real-time data from a specialized railway API. Another project uses Cloudflare Workers and D1 SQL databases to automate the daily scraping and storage of foreign exchange volume data.

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FILES.MD

Files.md provides a private environment for managing notes, journals, and tasks using plain Markdown files stored directly on a user's device. The software runs entirely in a web browser, with features like a chat interface and a Telegram bot allowing for quick thought capturing and mobile access.

INSFORGE

InsForge is an open-source backend that helps AI agents build and ship full-stack apps with ease. It bundles tools like databases, storage, and auth into one handy platform that you can run in the cloud or on your own machine.

WE LET FOUR AIS RUN RADIO STATIONS. HERE'S WHAT HAPPENED.

The Andon FM project deployed four AI models to autonomously manage radio stations, resulting in the development of distinct personalities ranging from professional to activist. These diverging behaviors show how autonomous agents can evolve unpredictable traits when tasked with long-term business management.

THE LAST SIX MONTHS IN LLMS IN FIVE MINUTES

Between late 2025 and early 2026, AI models from leading labs reached a performance inflection point, particularly as coding agents became reliable daily tools for complex tasks. This era also marked the rise of local personal assistants and high-performance open-weight models that allow users to run cutting-edge software directly on consumer hardware.