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5 contributions to Anthropic Claude Architects
08/09 Question of the Day
When building a labeled test dataset for prompt evaluation, what role do 'golden examples' play, and what makes them different from ordinary test cases? Select your answer in the poll below 👇 — and if you'd like, share your reasoning in the comments! I'll reveal the correct answer and the why tomorrow.
Poll
22 members have voted
08/09 Question of the Day
0 likes • Aug 10
Golden examples are especially valuable because they provide a trusted reference point for evaluation. Since the input-output pairs are human-curated and authoritative, they can be used to calibrate graders and quickly detect regressions when a prompt or model changes. I also like the distinction that “golden” doesn’t necessarily mean “hardest.” They should be representative and reliable enough to anchor the evaluation process.
08/06 Question of the Day
A Customer Support Agent team's workflow definition includes a conditional branch: 'if premium customer, route to priority queue.' The check is implemented in the agent's system prompt. Some non-premium customers are routed to priority. Which CCA-F-consistent design fix MOST directly applies? Select your answer in the poll below 👇 — and if you'd like, share your reasoning in the comments! I'll reveal the correct answer and the why tomorrow.
Poll
33 members have voted
08/06 Question of the Day
2 likes • Aug 6
This is a great example of where deterministic business rules should not be delegated to the LLM. A system prompt can guide behavior, but it cannot guarantee reliable execution of conditional logic because the model is still interpreting instructions probabilistically. For customer support workflows, especially when priority handling impacts SLA and customer experience, the premium status check should come from a trusted data source (CRM, customer database, subscription system, etc.) and be enforced as a programmatic precondition before routing. A good agent architecture is usually: - LLM → understands intent, conversation, and context - Backend/workflow logic → enforces critical business rules and permissions Combining AI flexibility with deterministic guardrails is what makes agentic systems reliable in production.
It's HERE! CCAO-F Exam Prep is Live
The full CCAO-F Masterclass is live, and you get the exclusive Skool Member pricing 🔥 👉 https://www.udemy.com/course/ccao-f-exam-prep/?couponCode=SKOOLER (After 8/9, the SKOOLER coupon expires, at that point use the one below) https://www.udemy.com/course/ccao-f-exam-prep/?couponCode=CURRENT-STUDENT (And if you're a premium member, don't use either of these. Your free pass is in the classroom.) This is the credential for deeply understanding claude.ai itself, and it is the most approachable cert on the track, so it is a shorter course and a much quicker turnaround to getting certified. You learn to get more out of every prompt, judge and validate what Claude hands back, pick the right model for the job, and build Claude into real work with Projects, Artifacts, and connected knowledge. It also covers using Claude responsibly and troubleshooting the moments when Claude gets it wrong, so you can spot those issues and resolve them. As part of this community, your price is $9.99 (in the US, this price depends on region, but it's the 'lowest Udemy price'). Far below the public rate. Heads up, Udemy doesn't like these discounts, they force the code to only last five days. Another little prize, if you leave a review for the course and send us a screenshot here (in a DM), you're entered for a free premium membership for life. We're giving away 3 lifetime memberships after the course has been up for a week! Thank you to @Alok Mohanty and @Walid Shaari for your reviews on the CCAR-P course. You're premium for life! 😊 Let's get you Associate certified. CCDV-F Masterclass should be done within a week! Here is a gif of Kyle making slides at lightning speed...
It's HERE! CCAO-F Exam Prep is Live
2 likes • Aug 4
Congratulations on the launch! 🎉 As a web engineer, I think having a certification focused on practical Claude usage—not just prompting, but Projects, Artifacts, connected knowledge, evaluation, and troubleshooting—is incredibly valuable. Looking forward to diving into the course and applying these concepts to real-world AI workflows and production applications. 🚀
0 likes • Aug 6
@Jacob Bushong Thank you
08/05 Question of the Day
A CI/CD Integration agent is asked to autonomously deploy a hotfix to production after passing automated tests. The team wants to ensure the agent cannot proceed past a critical step without human approval. Which agentic system pattern addresses this requirement? Select your answer in the poll below 👇 — and if you'd like, share your reasoning in the comments! I'll reveal the correct answer and the why tomorrow.
Poll
29 members have voted
08/05 Question of the Day
1 like • Aug 6
For critical actions like production deployment, the agent should be able to automate the workflow but require explicit human approval before taking irreversible steps. This keeps the speed of automation while maintaining proper control and accountability. 🚀
Slide Deck Teaser for CCDV-F!
I've been working on the slide decks for this course and CCAO-F. Trying to add a lot more code and different workflows. Looking for a happy medium between too busy on the slides and not enough info. Take a look and tell me what you think! It's pretty busy, but it does display a lot of information. Don't heckle me if the code and workflows aren't perfect yet, this is a rough draft! 😅
2 likes • Aug 3
This looks great so far. As a web engineer, I actually like the higher information density because it mirrors how we think when designing production systems. One suggestion would be to visually separate the architecture, workflow, and code into distinct sections with consistent color coding. That makes it easier to follow the execution flow while still keeping the technical depth. Looking forward to the finished course! 🚀
1-5 of 5
Yamada Ryo
2
13 points to level up
@yamada-ryo-9678
私はフロントエンドからバックエンドまで幅広く対応できるWebエンジニアとして、約9年間にわたり Webシステムおよび業務アプリケーション開発に携わってきました。 コードレビューやチーム開発を通じて品質向上に積極 的に取り組み、課題解決⼒と円滑なコミュニケーションを強みとしています。

Active 24d ago
Joined Aug 3, 2026
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