hebel. today · 8 November 202633 / 73
Technology · Productivity Tools
Automating workflows with persistent agents versus transient chats
Delegating administrative tasks. Kirti Chaturvedi advocates for offloading repetitive calendar and deadline management to AI agents like Meta Muse. By connecting tools like Google Calendar to a dedicated agent, users can automate scheduling, conflict…
From 5 newsletters · 1 min read · one thing to try
Delegating administrative tasks. Kirti Chaturvedi advocates for offloading repetitive calendar and deadline management to AI agents like Meta Muse. By connecting tools like Google Calendar to a dedicated agent, users can automate scheduling, conflict identification, and daily summaries without manual intervention (Kirti chaturvedi Sr. SWE @Apple). This approach treats AI as a persistent assistant that monitors ongoing obligations and alerts the user to upcoming deadlines, effectively shifting the burden of tracking from the human to the machine (Kirti chaturvedi Sr. SWE @Apple).
Structuring complex projects. Jenni Majumdar prefers using Claude Code to handle multi-step technical or research workflows by storing instructions in local text files that the AI references during each session (Art of Anesthesia). This method allows the AI to maintain context across different tasks, such as reviewing previous meeting notes and project documents to generate a consolidated brief. By defining clear rules and metrics in persistent files, the user ensures the AI remains consistent and accurate, avoiding the instability of isolated chat sessions (AI CFO Office).
These two perspectives highlight a divide in efficiency strategy. One camp prioritizes externalizing operational overhead to autonomous agents, while the other emphasizes building internal, file-based systems to maintain project continuity and accuracy. Both methods aim to replace transient, manual interactions with structured, repeatable processes.
- Liz Elliott suggests storing recurring instructions in persistent Claude Projects to overcome the memory limitations of standard chat interfaces (Liz on the Web).
- Bri Does Things recommends centralizing research notes in dedicated systems like Notion or Obsidian to prevent information loss across projects (Bri Does Things from The Curious Mind).
Try today · 20 min
Create a 'Project-Instructions.txt' file for your most frequent recurring task.
List the specific rules, preferred output format, and sources the AI must reference.
You need
- A local text file
- A list of your recurring project constraints
Steps
- Identify the recurring task you perform weekly.
- List the specific inputs the AI needs to process.
- Define the required output format for the final result.
- Write these instructions into a single text file.
- Attach or reference this file when starting your next AI session.