Sam Keen

Sam Keen

@samkeen.bsky.social

Software developer : Python, AWS tech, Building Gen AI projects. www.linkedin.com/in/samkeen Weekly AI newsletter for developers: Alteredcraft.com

43 followers27 following82 posts

thanks Rick, really looking fwd to getting this group rolling!

You would expect the output of `ind` to suffice. It this just a "try everything" mentality, or does that visual layout resonate in some way with Opus 4.1. Or just random noise in a LLM's "reasoning"??

☝️Helping coding agents concur JSON If you work with a lot of JSON data, install `jq` and ensure your agent is aware of it's presence. Any frontier agent will know how to use it, but you can also hint the agent to examine `jq --help` if you think that will help.

This will enable your agent to explore large JSON files without the need to brute force read most or all of the file (token 🔥) Additionally maintain an annotated schema file for any core JSON files enabling even more precise examination of the files by the coding agent.

My new fav mini-prompt for working with Claude (Code) - After Claude suggests a "fix": """ In your opinion is this "simple fix" addressing a bug or is it a hack? We want to ensure it brings us closer to best practices and it not just addressing a symptom of a deeper arch issue in the code base. """

They fed screenshots of dashboards into Claude Code, which guided them through Google Cloud’s UI menu by menu until they found a warning indicating pod IP address exhaustion.

"Pro" Tier AI Access Hitting "Sports Fanatic Cable Bill" Rates... 🤔 These price points for top-tier AI are definitely climbing, especially when many of us are familiar with the pretty solid capabilities of the ~$20/mo tiers.

For those of you using premium AI tiers, how do you measure the return on your investment? Would love to hear your thoughts! What metrics make the cut for you when evaluating high-tier AI subscriptions, especially when weighing them against the value from the ~$20/mo options?

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