← All sources
AI by Aakash

AI by Aakash

27 articles · updated May 28, 2026

GBrain.

GBrain, an open-source memory system created by Y Combinator CEO Garry Tan, enables AI agents to retain information across conversation sessions by building a persistent brain from accumulated conversations, notes, and saved information. Rather than starting fresh each session, the system allows users to search past context and synthesizes information from weeks of previous interactions, eliminating the need to re-explain situations or reintroduce people and decisions.

Read more →

Clicky.

Think about this for a second. Every AI interaction you’ve had for three years started with you explaining what’s on your screen to a model that cannot see your screen. You left your work, opened a tab, translated what you were looking at into

Read more →

I Ran 75 Tests on Claude Skills. Here's What Broke.

Claude Skills are replacing prompt libraries as the standard development pattern due to superior portability, versioning, and automatic context-aware loading. Anthropic announced a major compute deal with SpaceX providing access to 220,000 Nvidia GPUs through Colossus 1, enabling doubled rate limits for Claude Code and increased API capacity. The author conducted 75 tests on Claude Skills to evaluate what breaks and provide an audit checklist for improving existing skills in production environments.

Read more →

Hermes Agent.

Hermes, an AI agent from Nous Research, reached 100K GitHub stars in seven weeks by implementing a fundamentally different approach than existing AI tools. Unlike traditional AI applications that only function when actively used, Hermes runs in the background, executes tasks on a schedule, and improves at those tasks over time through a learning loop and a SOUL.md configuration file that personalizes the agent's behavior. The tool represents a shift from interactive AI assistance to autonomous AI infrastructure that continues operating without user intervention.

Read more →

Claude Design.

Anthropic launched Claude Design, a tool that transforms text descriptions into fully interactive, clickable prototypes displayed in the browser, requiring no design skills or software expertise. Users describe landing pages, presentations, interactive mockups, or other visual projects and receive live, navigable pages where every button and screen transition functions, and the tool is included with existing Claude Pro, Max, Team, or Enterprise plans.

Read more →

Claude Routines and Managed Agents + Opus-4.7 = Magic

Anthropic released Claude Opus 4.7 as the best publicly available model for agentic coding, while transparently displaying benchmark comparisons to the more powerful but gated Mythos Preview model it deemed too dangerous for public release. The company also launched Claude Routines for automating personal recurring tasks and Claude Managed Agents as a hosted production layer for deploying agents to end users. The combination of these three releases creates new capabilities for both individual automation and production-ready agent deployment.

Read more →

The Complete Guide to Karpathy's Second Brain

Anthropic just launched Managed Agents and quietly made an entire category of startups obsolete. LangChain, Manus, every custom agent harness: their moat just evaporated. And in today’s deep dive, I cover the knowledge system Karpathy posted

Read more →

I tried all 120 Claude releases this year so you don't have to

Anthropic accidentally shipped Claude Code's entire source code in an npm package, revealing 44 unreleased feature flags, a persistent background agent called KAIROS, and an anti-distillation system designed to poison competitors' data scraping. An analysis of Anthropic's 120+ features released over 90 days identified Auto Mode and Opus 4.6 as the most significant, with Opus 4.6 enabling Claude to maintain task focus for over 14 hours. These capabilities underpin other features like Agent Teams and Dispatch, which depend on the model's extended task horizon to function effectively on complex projects.

Read more →

The Complete Guide to Perplexity Computer

Perplexity Computer, launched February 25, 2026, is a cloud-based system orchestrating 19 AI models and 400+ app integrations to perform research, design, building, testing, deployment, and automation tasks. Unlike comparable tools requiring local installation and configuration, Computer runs entirely in the cloud without terminal access or API management. The system interprets vague instructions as permission to execute comprehensive workflows, replacing manual work across integrated applications.

Read more →

The Guide to Andrej Karpathy's Autoresearch

Andrej Karpathy open-sourced autoresearch, a system that automatically generates variations of AI-created content, retains the best-performing iterations, and discards weaker ones while running unattended. Earning 42,000 GitHub stars and dubbed "The Karpathy Loop," the tool extends beyond machine learning to optimize any measurable output including ad copy, email sequences, and video scripts. The system requires no GPU or machine learning knowledge to implement.

Read more →

🍌 Nano Banana 2: Ultimate Guide

An AI newsletter covers the week's significant developments, including Andrej Karpathy's automated research lab for machine learning experiments, Netflix's acquisition of InterPositive for film production, and other industry updates. The issue's primary focus examines Nano Banana 2, an image generation model offering expanded capabilities such as PDF processing up to 50MB, real-time web search integration, a doubled context window, and a reasoning mode that improves output quality. The guide provides practical workflows and prompt templates for applying the model to product mockups, competitive analysis, deck preparation, and other professional tasks.

Read more →

I Open-Sourced Claude Code Setup and 5 Claude Skills For You: AI Update #16

The author open-sourced a comprehensive setup guide for Claude Code and Claude Cowork, featuring instructions for building Claude's memory through an import feature and establishing five starter skills for personalized AI capabilities. The article also summarized recent AI developments including Google's Nano Banana 2 image generation system with improved text rendering, Anthropic's rejection of a Pentagon contract, and updates on tool integrations and major fundraising announcements from WorkOS and OpenAI.

Read more →

Complete Guide to NotebookLM

NotebookLM is a Google AI tool that generates podcasts, videos, slide decks, infographics, and other content formats from uploaded documents and sources, reaching 48 million monthly visits with 120% quarter-over-quarter user growth in Q4 2024. The platform uniquely restricts its answers to user-provided sources rather than blending with internet data, and recently launched prompt-based slide revision features enabling iterative refinement of generated presentations. NotebookLM can transform research materials into complete product deliverables including prototypes, customer discovery materials, and presentation decks in a single afternoon.

Read more →

You Should Be Using Claude Cowork: Complete Guide

Claude Cowork, an LLM harness for automating tasks in systems like Excel and PowerPoint, has recently received major updates including Windows support, browser automation, and direct integrations with Microsoft Office applications. The tool enables users to automate workflows such as extracting data from receipts into spreadsheets and creating formatted Excel files with working formulas and pivot tables. Claude's native Excel add-in allows the AI to analyze entire workbooks, provide cell-level citations, and assist with complex financial and marketing calculations across multiple sheets.

Read more →

OpenAI's Codex is the Best Way to Use ChatGPT: AI Update #13

OpenAI launched Codex App as its flagship application for autonomous code generation, available exclusively for GPT-5.3 users. The application integrates with external tools through Model Context Protocols, enabling workflows such as processing meeting transcripts into Linear tickets and automating competitive intelligence gathering. Codex allows developers and product managers to delegate tasks that execute asynchronously, with features like mid-turn steering for real-time adjustments.

Read more →

Openclaw fka Moltbot fka ClawdBot - Your Complete Guide: AI Update #12

This AI newsletter update introduces OpenClaw, an open-source local agent framework that autonomously executes tasks on personal machines with persistent memory and proactive capabilities, formerly known as Moltbot and ClawdBot. The guide details the simple 10-minute setup process and highlights high-impact use cases for automating workflows without requiring developer resources. The update also covers recent AI developments including Moonshot AI's Kimi K2.5 model, new Chrome features for autonomous web browsing, and significant funding rounds across the AI sector.

Read more →

Ralph Wiggum for Claude Code is Insane: AI Update #11

OpenAI announced ads coming to free and Go tier ChatGPT, bundling the announcement with revenue milestones and a new $8/month plan to build user lock-in despite operating at a loss on compute costs. The Ralph Wiggum technique, a bash loop that runs an AI coding agent repeatedly until task completion, enables automated software development at a fraction of traditional costs, with practitioners reporting $297 in API spending for work valued at $50,000 and YC hackathon teams shipping six working repositories overnight.

Read more →

Your Guide to Claude Cowork: AI Update #10

Claude Cowork was launched to make Claude Code accessible to non-technical users by providing a graphical interface as an alternative to the command line, enabling use cases like personal finance management and plant monitoring. Google released Personal Intelligence, allowing Gemini to securely access a user's Gmail, Photos, YouTube history, and Search data for highly personalized answers—a capability that influenced Apple's decision to select Gemini over OpenAI for powering Siri's next generation.

Read more →

Claude Code v2.1 is insane: AI Update #9

Claude Code reached $1 billion in annual recurring revenue six months after launch, with Anthropic releasing several major updates including a Chrome extension with browser automation capabilities, Slack integration for delegating coding tasks, and mobile access. The expanded Chrome extension enables Claude to navigate pages, click buttons, fill forms, and read console logs across existing browser sessions without requiring API connectors. These updates reflect a shift from Claude being a consultative assistant to functioning as a persistent agent system that maintains context across entire projects.

Read more →

Amazon’s AI Chip Bet: AI Update #8

Amazon's AI chip strategy, anchored by the 2015 acquisition of Annapurna Labs and the newly released Trainium3, represents an undervalued competitive play despite the company's stock rising only 1% compared to Google's 57% gain this year. Trainium3 delivers 2.5 petaFLOPS per chip with a single liquid-cooled rack containing 144 chips that matches Nvidia's GB300 NVL72 on FP8 performance, while AWS claims 30-40% better price-performance through vertical integration and manufacturing scale. Anthropic, one of the two frontier AI labs, trains its Project Rainier on hundreds of thousands of Trainium chips, validating Amazon's silicon strategy for production-level workloads.

Read more →

The Next Data Centers Won't Be on Earth: AI Update #7

A newsletter examines the debate over artificial intelligence data centers in space, a concept supported by Elon Musk, Jeff Bezos, and Sundar Pichai. Proponents including investor Gavin Baker argue that space offers superior power generation through constant sunlight (6x more solar energy than Earth), efficient cooling through thermal radiation, and faster laser-based networks compared to terrestrial data centers. Skeptics counter that cooling in vacuum presents significant physics challenges, with calculations showing that even single GPU systems would require enormous radiative surface areas to dissipate heat effectively.

Read more →

Steal My Top 5 Nano Banana Pro Prompts: AI Update #5

Four major AI companies released competing models in November, with OpenAI, xAI, Google, and Anthropic each claiming the top position for best-performing model within days of each other. The article showcases five practical Nano Banana Pro prompts for generating LinkedIn infographics, technical diagrams, UI mockups, data visualizations, and code explanations. Recent AI industry activity also included significant funding rounds, with xAI closing a $15 billion funding round and multiple new tools launching to market prominence.

Read more →

Gemini 3 isn't just the top model, it's rewriting AI infrastructure: AI Update #4

Google released Gemini 3, a top-performing AI model that excels across multimodal capabilities including text, images, video, and code, while also demonstrating state-of-the-art reasoning on benchmarks such as GPQA Diamond. The model was trained entirely on Google's custom TPUs rather than Nvidia's chips, proving that frontier AI performance can be achieved without dependence on Nvidia's supply chain. This infrastructure breakthrough signals a fundamental shift in the AI competition, where custom silicon and optimized training methodology may ultimately prove more strategically valuable than raw compute scale alone.

Read more →

The biggest model update this week wasn't GPT-5.1, it was Kimi K2: AI Update #3

Kimi K2, an open-source reasoning model from Moonshot AI, achieves frontier-level performance at one-tenth the cost through interleaved reasoning, which embeds verification and reflection directly into task execution to catch and correct failures step-by-step. The model uses a Mixture of Experts architecture with 1 trillion parameters but only activates 32 billion per token, enabling cost-efficient operation while handling complex multi-step tasks and tool orchestration that traditional reasoning models fail at scale. Performance comparisons demonstrate K2 outperforms GPT-5.1 on practical applications like product strategy by grounding recommendations in actual data and applying business judgment rather than abstract mathematical scoring.

Read more →

Steal 6 of My Claude Skills: AI Update #2

The author presented six Claude Skills designed to streamline workflows—including a LinkedIn Post Writer, Prompt Engineer, Agent Workflow builder, Idea Validator, PRD Writer, and Product Designer—that can be stacked together to reduce task completion time from eight hours to two. These skills address the pain point of knowing skills exist but not understanding which ones to build by providing actionable examples that move users through validation, execution, and sharing stages. The week's AI news highlighted Canva's development of its own foundation model trained specifically for design, positioning the company as essential infrastructure rather than just a tool, alongside major business deals and funding announcements across the industry.

Read more →

Claude Skills Tutorial: AI Update #1

A newsletter introduced a new AI Update section designed to deliver curated artificial intelligence news and practical tutorials. The inaugural tutorial covers Claude Skills, a feature from Anthropic that allows users to create reusable instruction manuals for reducing "context rot" while maintaining consistent outputs. Recent developments include Cursor 2.0's proprietary coding model, OpenAI's restructuring in preparation for a $1 trillion valuation IPO, and Microsoft 365 Copilot's new application-building capability.

Read more →