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Anthropic, an artificial intelligence research company, has announced the launch of a new Slack integration that allows users to interact with large language models like ChatGPT directly within Slack. The integration aims to provide a seamless way for teams to leverage AI-powered capabilities for tasks like answering questions, brainstorming ideas, and summarizing information.

The article discusses the limitations of large language models (LLMs) in writing correct code, highlighting their tendency to produce code with bugs or syntax errors. It emphasizes the importance of understanding the underlying principles and limitations of these models when using them for programming tasks.

The article discusses the acquisition of AOL by Time Warner, considered one of the worst business deals in history. It explores the factors that led to the failure of this merger, including the clash of cultures, the overvaluation of AOL, and the inability to adapt to the changing digital landscape.

The article announces the release of TypeScript 6.0 Release Candidate, highlighting new features like improved support for JavaScript modules, strict tuple types, and better error messages for common configuration issues.

The article discusses a potential issue with the Go programming language, where the new hash function in Go 1.19 may cause compatibility issues with existing code that relies on the old hash function. The discussion explores potential solutions and the impact on the Go ecosystem.

This article explores the unique digestive system of elephants, revealing that it can take up to 72 hours for an elephant to fully digest its food and produce waste, a much longer process compared to other large mammals.

Nintendo has sued the U.S. government, seeking refunds for tariffs it paid on products imported from China. The lawsuit claims the tariffs were unlawful and seeks to recover the millions of dollars Nintendo paid in tariffs over several years.

The article reports that users of the X-verification software by Au10tix in Israel have found their real names being searched on Google, raising privacy concerns about the possible misuse of their personal data by the company or the government.

I recently shared this on reddit and it got 500 upvotes so I thought I’d share it here as well, hoping it helps more people.

Every time I launch a new product, I go through the same annoying routine: Googling “SaaS directories,” digging up 5-year-old blog posts, and piecing together a messy spreadsheet of where to submit. It’s frustrating and time-consuming.

For those who don’t know launch directories are websites where new products and startups get listed and showcased to an audience actively looking for new tools and solutions. They’re like curated marketplaces or hubs for discovery, not just random link dumps.

It’s annoying to find a good list, so I finally sat down and built a proper list of launch directories: sites like Product Hunt, BetaList, StartupBase, etc. Ended up with 82 legit ones.

I also added a way to sort them by DR (Domain Rating) basically a metric (from tools like Ahrefs) that estimates how strong a website’s backlink profile is. Higher DR usually means the site has more authority and might pass more SEO value or get more organic traffic.

I turned it into a simple site: launchdirectories.com

No fluff, no paywall, no signups just the list I wish I had every time I launch something.

Thought it might help others here too.

A study in Sweden has found that wild crows are capable of collecting and disposing of cigarette butts, demonstrating their potential to aid in environmental cleanup efforts. The crows were trained to deposit cigarette butts into a dispenser in exchange for a food reward, highlighting their ability to be used as natural cleanup crews.

TL;DR Claude Code did my 2024 and 2025 taxes. Added a skill that anyone can use to do their own.

I tested it against TurboTax on my own 2024 and 2025 return. Same result without clicking through 45 minutes of wizard steps.

Would love PRs or feedback as we come up on tax season.

Learnings from replacing TurboTax with Claude

Skill looping The first iteration of my taxes took almost an hour and a decent amount of prompting. Many context compactions, tons of PDF issues, lots of exploration. When it was done, I asked Claude to write the skill to make it faster the next time (eg: Always check for XFA tags first when discovering form fields)

Skills aren’t just .MD files anymore Now they’re folders that can contain code snippets, example files, rules. In 2025 we were all building custom agents with custom tools. In 2026 every agent has its own code execution, network connection, and workspace. So it’s custom skills on the same agent (trending towards Claude Code or Cowork)

The best ways to organize research links are usually the simplest ones. Capture fast. Group by project. Save context. Review regularly. Keep one clear home base. That is the system.

agents. Not a custom truncation strategy, not a sliding window, not dropping old messages and hoping for the best. The failure mode is well-understood: your context window fills up, you truncate from the top, and the agent loses the thread. It forgets the task it was working on, the file path it just wrote to, the UUID it needs to reference. The conversation breaks. The problem is everyone keeps solving it by throwing away information instead. Truncation is fast to implement and quietly wrong. The agent appears to work until it doesn't, and debugging context loss in a long-running session is painful. context-compact summarizes old messages via your LLM of choice and replaces them with a compact summary. Fires automatically at 85% context utilization. Preserves UUIDs, file paths, and URLs verbatim so identifiers survive compaction. Handles histories longer than the summarization model's own context window by chunking sequentially with a running summary carried forward. Works with Anthropic, OpenAI, or any SDK. Zero dependencies.

I think in-process key management is the right abstraction for multi-key LLM setups. Not LiteLLM, not a Redis queue, not a custom load balancer.

The failure modes are well-understood: a key gets rate-limited, you wait, you try the next one. Billing errors need a longer cooldown than rate limits. This is not a distributed systems problem — it's a state machine that fits in a library. The problem is everyone keeps solving it with infrastructure instead. Spin up LiteLLM, now you have a Python service to maintain. Reach for Redis, now you have a database for a problem that doesn't need one. key-carousel manages a pool of API key profiles with exponential-backoff cooldowns: 1min → 5min → 25min → 1hr for rate limits, 5hr → 24hr for billing. Falls back to OpenAI or Gemini when Anthropic keys are exhausted. Optional file persistence. Zero dependencies.

Soapbox, a social media platform, has announced the launch of Sheila, a new feature that allows users to create and share audio messages with their followers. Sheila aims to provide a more personal and engaging way for users to connect and communicate on the platform.

Nintendo has filed a direct lawsuit against the U.S. government, challenging the tariffs imposed on video game consoles imported from China. The lawsuit argues that the tariffs are unlawful and seeks to have them removed or reduced.

The article discusses the development of an 'Agent Office' system, which is a web application that allows users to manage real estate agents and their activities. The system includes features such as agent scheduling, task management, and performance tracking.

The article discusses the increasing popularity of remote work and its impact on people's work-life balance. It explores the benefits and challenges of working from home, such as improved flexibility but also potential isolation and burnout.

The article discusses a PostgreSQL extension called 'pg_sorted_heap' that provides an alternative to the standard B-tree index. It offers improved performance for certain types of queries by storing data in a heap structure sorted by the indexed column.

The article describes the Anthropic Platform Marketplace, which allows users to access a variety of AI models and applications developed by Anthropic. The platform offers a range of tools and services to help businesses and individuals leverage AI technology for their needs.