workflows

Matt Pocock published his daily-used Claude Code skills for real engineering, with over 90,000 stars and MIT license.

Anthropic quietly shipped /workflows in Claude Code, replacing LLM orchestrators with code-based control flow to avoid token tax and context sloppiness.

Boris Cherny, creator of Claude Code at Anthropic, explains on a podcast why some users save 10 hours a week while others save none, highlighting hidden features like CLAUDE.md, task chaining, batch operations, and automations that most users overlook.

A security research reveals a technique named Megalodon for mass backdooring of GitHub repositories by exploiting CI workflows.

A tweet announces an Agent Mode version of a report for Every subscribers, containing the full essay, sources, references, and workflows, designed to be used with Codex or Claude Codex.

Pao announced the launch of Handinger, a managed cloud agent for automating business tasks such as email workflows, reporting, and data analysis.

The author reflects on the current limitations of AI agents for complex, long-running tasks, citing reliability issues and suggesting that agents are better suited for narrow, supervised tasks rather than full autonomy.

The framing that AI is only for coders has become outdated; many of the most interesting AI workflows are now run by non-programmers.

An exploration of how using multiple AI models for agent workflows reveals hidden uncertainties and reasoning gaps, suggesting that future systems may rely on cross-model consensus rather than single-model chains.

SaaS-Bench is a new benchmark built on 23 deployable SaaS systems across six professional domains, containing 106 long-horizon tasks for evaluating computer-using agents. Experiments show that even the strongest models complete fewer than 4% of tasks end-to-end, highlighting significant limitations in current agent capabilities.

A founder shares 19 reusable skill instructions for AI agents (Claude/Claude Code) to automate early-stage startup functions like positioning, pricing, prospecting, and copywriting, based on their own SOPs.

Mintlify introduces self-updating knowledge bases through workflows, automating documentation maintenance.

Hermes is an AI assistant that can automate various personal and business workflows; the author lists nine key workflows including daily briefs, meeting prep, content analysis, and knowledge management.

The article highlights a small but useful workflow feature in Hermes Agent that saves significant time for daily users of Hermes Desktop.

Resend Automations enables building event-driven email flows for automated communication.

A founder shares his experience with AI tool adoption, noting that most people collect tools without achieving real results. He advocates focusing on one critical business problem and iterating until the workflow genuinely works, citing his own success reducing client reporting time from 4-5 hours to under 45 minutes.

Trigger.dev raised $16M in Series A funding to expand its platform that enables developers to build and deploy reliable AI agents and workflows using a simple SDK. The Y Combinator-backed company highlights features like long-running task execution, real-time streaming, and programmatic checkpointing.

The post describes using LLM Wikis to capture information and HTML Artifacts to present it interactively, enabling powerful workflows with AI agents for tasks like inbox zero, research, prototyping, and more.

The author shares a practical breakdown of an agentic research system they built to identify and evaluate AI use cases within companies. The system uses six agents for discovery, evaluation, and context extraction, emphasizing human-in-the-loop decision-making over full autonomy.

OpenAI's Codex has surpassed Anthropic's Claude Code in functionality for some users, driven by the capabilities of GPT-5.5 and an improved desktop application. The article discusses migration strategies and personal use cases for adopting Codex as a primary tool for knowledge work.