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10 contributions to AI for Life
Context Compaction - A Lesson Learned/Question
So I was using Claude Code to create an n8n workflow for a routine/app over the weekend. Surprisingly, the workflow that I figured would be rather straightforward and simple needed multiple iterative updates and fixes. At one point, CC came back and stopped the work altogether for an hour because I had reached a limit. What limit? It turns out because I had been working on this workflow for hours in a single session, the length of context that CC was maintaining reached its limit, which it turns out is 200K tokens (https://support.claude.com/en/articles/8606394-how-large-is-the-context-window-on-paid-claude-plans). So it kicked me off the session (a well deserved break for me as well) and compacted the session summary so it can retain the key things about the work in progress. After that, I became aware of an indicator in the chat window that showed % context used (or something like that). So I asked CC to automatically compact the session, if it reached 80%, save this request to the CLAUDE.md file, and also in its memory, but do each compaction prior to starting any work that may exceed the limit and stop the work. It failed to do it automatically and proactively the few times, so I had to do it manually and remind CC. I asked CC to create and update a WIP summary pertaining to the project so I can come back to it to see the changes made, but it created something called STATUS file and kept it outside of the project file. I guess this lengthy post is so that I can share a lesson learned about context length that I never knew about before. But has anyone encountered a situation like this? How have you managed it? How can I manage WIP and STATUS without unnecessarily duplicating things? Cheers, Roger
1 like • 1d
@Matthew Sutherland Thanks for the additional context and clarifications. I asked CC to save the context summary as part of a WIP doc before compaction, but it's not been auto process as you pointed out. I'll have to keep an eye out on inadvertently duplicating files.
THANK YOU Matthew! ❤️
@Matthew Sutherland !!!!! Hey, I want to stop right now and THANK YOU for well thought out courses that really help me understand what I did not know I did not understand! I appreciate you taking the time to outline basic steps and the classroom is full of value I am using! Appreciate you! Happy Saturday!
1 like • 2d
I second @Diane McCracken's sentiment. Also, this community has quintupled in membership in less than a month. Once people see that there are great lesson materials here, I have a feeling this site's growth will surge. Cheers, Roger
Official: Claude March 2026 usage promotion
Claude March 2026 usage promotion Updated today We're offering a limited-time promotion that doubles usage limits for Claude users outside 8 AM-2 PM ET/5-11 AM PT. This promotion is available for Free, Pro, Max, and Team plans. Enterprise plans are not included in this promotion. What is the promotion? From March 13, 2026 through March 27, 2026, your five-hour usage is doubled during off-peak hours (outside 8 AM-2 PM ET/5-11 AM PT). Usage remains unchanged from 8 AM-2 PM ET/5-11 AM PT. Eligibility No action is required to participate. If you’re on an eligible plan, the doubled usage is automatically applied. Where does this apply? The 2x usage increase applies across the following Claude surfaces: - Claude (web, desktop, and mobile) - Cowork - Claude Code - Claude for Excel - Claude for PowerPoint Frequently asked questions Do I need to do anything to get the extra usage? No. The promotion applies automatically. You’ll see higher limits reflected in your usage outside 8 AM-2 PM ET/5-11 AM PT without any changes to your account settings. Does bonus usage count against my weekly usage limit? No. The additional usage you get during off-peak hours doesn’t count toward any weekly usage limits on your plan. What happens when the promotion ends? After March 27, 2026, usage limits return to their standard levels at all hours. There’s no change to your plan or billing. Terms and conditions This offer is valid from March 13, 2026 through March 27, 2026 at 11:59 PM PT. It applies to Free, Pro, Max, and Team plans only and excludes Enterprise plans. This offer has no cash value and is not transferable. It may not be combined with other offers.
Official: Claude March 2026 usage promotion
3 likes • 2d
@Matthew Sutherland Thanks for the heads up!
Anthropic Just Put $100M Behind People Who Build With Claude. Here's What That Means for You.
Two big announcements from Anthropic this week that are worth your attention. 1. The Claude Partner Network ($100M) Anthropic launched a partner program for organizations helping businesses adopt Claude. They're backing it with $100 million in training, technical support, and go-to-market resources. The part that caught my eye: membership is free. Any organization bringing Claude to market can join. They're also rolling out a technical certification called "Claude Certified Architect, Foundations" for people building production applications with Claude. Why this matters to you: the barrier between "person who uses AI" and "person who builds with AI professionally" just got lower. Anthropic is actively investing in creating a certified workforce around their tools. That's not a hiring trend. That's infrastructure. If you've been building skills with Claude (which, if you're here, you probably are), you're not just learning a tool. You're building toward something with a credible ecosystem behind it. 2. The Anthropic Institute Anthropic also launched a dedicated research unit called the Anthropic Institute. About 30 people, led by co-founder Jack Clark, focused on studying AI risks, societal impacts, and how people actually interact with Claude. Three teams merged into one: cybersecurity risk research, societal impact analysis, and economic research. They're also opening a policy office in Washington, D.C. What I take from this: the company building the tool we use every day is putting serious resources into understanding what happens when millions of people use it. That's the kind of investment that builds long-term trust in the platform. The takeaway Two signals pointing the same direction. Anthropic is building an ecosystem, not just a product. The partner network creates economic opportunity for builders. The Institute creates accountability for how the technology evolves. Both of those are good for us. If you're in Premium or VIP and want to dig into the Claude certification when details drop, I'll break it down as soon as it's available. That could be a real credential worth having.
Anthropic Just Put $100M Behind People Who Build With Claude. Here's What That Means for You.
2 likes • 4d
@Matthew Sutherland Let's go!!
I've got a question for you, and your answer is going to shape what we build next.
If you could wave a magic wand and have one thing in your life or business just handle itself, what would it be? Not the flashy stuff. The thing that eats your time every week and you know could be automated but you haven't gotten to it yet. I want to create a step-by-step guide that walks you through building it, even if you've never automated anything before. But I need to know what matters most to you. Here are some ideas members have mentioned before: 1. Follow-up messages that send themselves after someone reaches out 2. A weekly report that pulls your numbers and lands in your inbox 3. Taking one piece of content and turning it into posts for every platform 4. New client onboarding that runs without you babysitting it 5. Something totally different (tell me in the comments) Most votes wins. And if your idea isn't on the list, drop it below. That's the whole point of this.
I've got a question for you, and your answer is going to shape what we build next.
2 likes • 4d
@Matthew Sutherland Shouldn't the Anthropic API key be saved in an .env file rather than coded into this script? Or is it safe the way it's coded?
1 like • 4d
@Matthew Sutherland I definitely plan to check out your new courses for sure! Good stuff.
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