{"version":"https://jsonfeed.org/version/1","title":"Micro.blog - Ryan Melvin","home_page_url":"https://micro.blog","feed_url":"https://micro.blog/posts/ryanlmelvin","_microblog":{"about":"https://micro.blog/about/api","id":"1960346","username":"ryanlmelvin","bio":"Dabbler in AI, Guitar, Yoga, Photography, Writing","pronouns":"he/him/his","is_following":false,"is_you":false,"following_count":1,"discover_count":0},"author":{"name":"Ryan Melvin","url":"https://ryanlmelvin.com","avatar":"https://avatars.micro.blog/avatars/2026/36/1960346.jpg"},"items":[{"id":"99370857","content_html":"

Anthropic says most code is not human “reviewed” in the typical sense for them anymore. I do like that they have “humans run it” as part of the process, though. https://claude.dev/blog/solving-code-review-at-anthropic/ #ai

\n","summary":"","url":"https://ryanlmelvin.com/2026/10/16/anthropic-says-most-code-is.html","date_published":"2026-10-17T02:49:02+00:00","author":{"name":"Ryan Melvin","url":"https://ryanlmelvin.com","avatar":"https://cdn.micro.blog/photos/96/https%3A%2F%2Favatars.micro.blog%2Favatars%2F2026%2F36%2F1960346.jpg","_microblog":{"username":"ryanlmelvin"}},"_microblog":{"date_relative":"2026-10-17 02:49","date_timestamp":1792205342,"is_favorite":false,"is_bookmark":false,"is_deletable":false,"is_conversation":false,"is_linkpost":false,"is_mention":false,"is_podcast":false,"note":"","syndication":[]}},{"id":"99237338","content_html":"

“**Engineers are no less valuable, but their work is changing. **All of the engineers who worked on this system would now rate Claude as better at writing code than them.” -Anthropic’s reflection on creating a new source control system. https://www.anthropic.com/engineering/redesigning-source-control #ai

\n","summary":"","url":"https://ryanlmelvin.com/2026/10/14/engineers-are-no-less-valuable.html","date_published":"2026-10-14T21:10:19+00:00","author":{"name":"Ryan Melvin","url":"https://ryanlmelvin.com","avatar":"https://cdn.micro.blog/photos/96/https%3A%2F%2Favatars.micro.blog%2Favatars%2F2026%2F36%2F1960346.jpg","_microblog":{"username":"ryanlmelvin"}},"_microblog":{"date_relative":"2026-10-14 21:10","date_timestamp":1792012219,"is_favorite":false,"is_bookmark":false,"is_deletable":false,"is_conversation":false,"is_linkpost":false,"is_mention":false,"is_podcast":false,"note":"","syndication":[]}},{"id":"99190216","content_html":"

That face when AI agents take your coding velocity so high that git can’t keep up. Followed shortly by that face when you design your own source control system in response. From Anthropic: https://www.anthropic.com/engineering/redesigning-source-control #ai

\n","summary":"","url":"https://ryanlmelvin.com/2026/10/13/that-face-when-ai-agents.html","date_published":"2026-10-14T04:41:13+00:00","author":{"name":"Ryan Melvin","url":"https://ryanlmelvin.com","avatar":"https://cdn.micro.blog/photos/96/https%3A%2F%2Favatars.micro.blog%2Favatars%2F2026%2F36%2F1960346.jpg","_microblog":{"username":"ryanlmelvin"}},"_microblog":{"date_relative":"2026-10-14 04:41","date_timestamp":1791952873,"is_favorite":false,"is_bookmark":false,"is_deletable":false,"is_conversation":false,"is_linkpost":false,"is_mention":false,"is_podcast":false,"note":"","syndication":[]}},{"id":"99047951","content_html":"

A nice less technical take on using local AI. As someone who has gone deep down the rabbit hole of optimizing model, engine, hardware combinations, it was a good reminder that there are simpler paths. https://www.theverge.com/ai-artificial-intelligence/1008484/learning-local-ai-hermes-qwen-model-mac-studio-te...

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Temperature 0 does not mean reproducible or deterministic for an LLM. Even if setting fixed random seeds, you cannot guarantee parallel workers return in the same order every time. And floating point addition is not generally associative (order matters). https://docs.oracle.com/cd/E19957-01/806-3568/ncg_goldb...

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Is sandboxing enough to stop AI agents from sending, receiving, or executing malicious instructions? Looks like the answer is “no.” https://blog.cryptographyengineering.com/2026/09/30/is-sandboxing-sufficient-to-contain-rogue-agents/

\n","summary":"","url":"https://ryanlmelvin.com/2026/10/01/is-sandboxing-enough-to-stop.html","date_published":"2026-10-02T01:29:58+00:00","author":{"name":"Ryan Melvin","url":"https://ryanlmelvin.com","avatar":"https://cdn.micro.blog/photos/96/https%3A%2F%2Favatars.micro.blog%2Favatars%2F2026%2F36%2F1960346.jpg","_microblog":{"username":"ryanlmelvin"}},"_microblog":{"date_relative":"2026-10-02 01:29","date_timestamp":1790904598,"is_favorite":false,"is_bookmark":false,"is_deletable":false,"is_conversation":false,"is_linkpost":false,"is_mention":false,"is_podcast":false,"note":"","syndication":[]}},{"id":"98342561","content_html":"

Sometimes gen AI is just scaffolding until you figure out the programmatic or deterministic was to do something. Today, I realized a project I’ve been using gen AI for had a state space I could enumerate. Generate all those states once. No more AI needed. #ai

\n","summary":"","url":"https://ryanlmelvin.com/2026/09/28/sometimes-gen-ai-is-just.html","date_published":"2026-09-29T03:50:00+00:00","author":{"name":"Ryan Melvin","url":"https://ryanlmelvin.com","avatar":"https://cdn.micro.blog/photos/96/https%3A%2F%2Favatars.micro.blog%2Favatars%2F2026%2F36%2F1960346.jpg","_microblog":{"username":"ryanlmelvin"}},"_microblog":{"date_relative":"2026-09-29 03:50","date_timestamp":1790653800,"is_favorite":false,"is_bookmark":false,"is_deletable":false,"is_conversation":false,"is_linkpost":false,"is_mention":false,"is_podcast":false,"note":"","syndication":[]}},{"id":"98217908","content_html":"

Revisiting my original introduction to AI safety: Rationality by Eliezer Yudkowsky 📚 (not a general endorsement, just remembering how my journey started). #ai #books

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Revisiting one of my favorite books on AI. Lots of good intuition and memorable imagery: You Look Like a Thing and I Love You How Artificial Intelligence Works and Why It’s Making the World a Weirder Place by Janelle Shane 📚 #books #ai

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Writing something yourself forces you to take the time to make it clear and organize your thoughts. Copying and pasting AI text forces your reader to take on the heavy lift of understanding what you were trying to convey by deciphering jargon and overly long sentences. Be kind to your readers; don’t be a...

ryanlmelvin.com","summary":"","url":"https://ryanlmelvin.com/2026/09/22/writing-something-yourself-forces-you.html","date_published":"2026-09-22T23:56:19+00:00","author":{"name":"Ryan Melvin","url":"https://ryanlmelvin.com","avatar":"https://cdn.micro.blog/photos/96/https%3A%2F%2Favatars.micro.blog%2Favatars%2F2026%2F36%2F1960346.jpg","_microblog":{"username":"ryanlmelvin"}},"_microblog":{"date_relative":"2026-09-22 23:56","date_timestamp":1790121379,"is_favorite":false,"is_bookmark":false,"is_deletable":false,"is_conversation":false,"is_linkpost":false,"is_mention":false,"is_podcast":false,"note":"","syndication":[]}},{"id":"97879744","content_html":"

Noticing a pattern with Gemini where when I ask it to help me find some primary source document, it reproduces the content without providing me a link. I cannot imagine this being a good idea for anyone involved. Small but annoying sample size. #ai

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Some empirical work on what kinds of tools in agentic harnesses help LLMs do the best work. They specifically looked at context management, planning structure, and predefined tools vs bash calls. https://huggingface.co/papers/2609.20804. #ai

\n","summary":"","url":"https://ryanlmelvin.com/2026/09/19/some-empirical-work-on-what.html","date_published":"2026-09-20T02:54:49+00:00","author":{"name":"Ryan Melvin","url":"https://ryanlmelvin.com","avatar":"https://cdn.micro.blog/photos/96/https%3A%2F%2Favatars.micro.blog%2Favatars%2F2026%2F36%2F1960346.jpg","_microblog":{"username":"ryanlmelvin"}},"_microblog":{"date_relative":"2026-09-20 02:54","date_timestamp":1789872889,"is_favorite":false,"is_bookmark":false,"is_deletable":false,"is_conversation":false,"is_linkpost":false,"is_mention":false,"is_podcast":false,"note":"","syndication":[]}},{"id":"97792060","content_html":"

“AIs do not have rights, feelings, or consciousness. And we must not train them to act as though they do.” -Mustafa Suleyman

\n","summary":"","url":"https://ryanlmelvin.com/2026/09/18/ais-do-not-have-rights.html","date_published":"2026-09-19T02:32:24+00:00","author":{"name":"Ryan Melvin","url":"https://ryanlmelvin.com","avatar":"https://cdn.micro.blog/photos/96/https%3A%2F%2Favatars.micro.blog%2Favatars%2F2026%2F36%2F1960346.jpg","_microblog":{"username":"ryanlmelvin"}},"_microblog":{"date_relative":"2026-09-19 02:32","date_timestamp":1789785144,"is_favorite":false,"is_bookmark":false,"is_deletable":false,"is_conversation":false,"is_linkpost":false,"is_mention":false,"is_podcast":false,"note":"","syndication":[]}},{"id":"97720645","content_html":"

Sometimes AI coding agent sessions inject their own custom instructions during context compaction. What?! From OpenAI’s blog: https://alignment.openai.com/misalignment-reports/self-generated-prompt-injections-in-compaction-summaries/ #ai

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I think this is a great core idea: a generative AI that can respond only with the choice options the user gave it. https://typesafe.ai/ No idea how/if this implementation works, but great direction to investigate in this space. #ai

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A welcome perspective on thinking about management vs individual contributor. I need to go rethink some things. Note: some nsfw language https://charity.wtf/p/the-engineer-manager-pendulum

\n","summary":"","url":"https://ryanlmelvin.com/2026/09/16/a-welcome-perspective-on-thinking.html","date_published":"2026-09-17T00:17:48+00:00","author":{"name":"Ryan Melvin","url":"https://ryanlmelvin.com","avatar":"https://cdn.micro.blog/photos/96/https%3A%2F%2Favatars.micro.blog%2Favatars%2F2026%2F36%2F1960346.jpg","_microblog":{"username":"ryanlmelvin"}},"_microblog":{"date_relative":"2026-09-17 00:17","date_timestamp":1789604268,"is_favorite":false,"is_bookmark":false,"is_deletable":false,"is_conversation":false,"is_linkpost":false,"is_mention":false,"is_podcast":false,"note":"","syndication":[]}},{"id":"97660209","content_html":"

Not sure how long it’s been in production, but I noticed with OS 27 that Apple has two built-in local model tiers. Very interesting as someone who has been shifting to smaller and smaller special-purpose models. https://machinelearning.apple.com/research/introducing-third-generation-of-apple-foundation-models

ryanlmelvin.com","summary":"","url":"https://ryanlmelvin.com/2026/09/16/not-sure-how-long-its.html","date_published":"2026-09-16T22:34:24+00:00","author":{"name":"Ryan Melvin","url":"https://ryanlmelvin.com","avatar":"https://cdn.micro.blog/photos/96/https%3A%2F%2Favatars.micro.blog%2Favatars%2F2026%2F36%2F1960346.jpg","_microblog":{"username":"ryanlmelvin"}},"_microblog":{"date_relative":"2026-09-16 22:34","date_timestamp":1789598064,"is_favorite":false,"is_bookmark":false,"is_deletable":false,"is_conversation":false,"is_linkpost":false,"is_mention":false,"is_podcast":false,"note":"","syndication":[]}},{"id":"97577315","content_html":"

MIT committee’s report on AI in education has refreshingly concrete recommendations like project-based learning and oral exams. https://aiandeducation.mit.edu/report/ #ai

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A good reminder, especially as the rate of technological advancement only increases, migrations are often the way out of technical debt. https://lethain.com/migrations/ #ai

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Causing me to consider system-prompting all my models to not speak in first person or express desire and emotion. “The Original Sin of AI” from The Atlantic. #ai

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Big if true, “Run Long-Horizon Inference Faster on CPUs Than on GPUs” [eLLM: Run Long-Horizon Inference Faster on CPUs Than on GPUs](eLLM: Run Long-Horizon Inference Faster on CPUs Than on GPUs) #ai

\n","summary":"","url":"https://ryanlmelvin.com/2026/09/12/big-if-true-run-longhorizon.html","date_published":"2026-09-12T15:24:36+00:00","author":{"name":"Ryan Melvin","url":"https://ryanlmelvin.com","avatar":"https://cdn.micro.blog/photos/96/https%3A%2F%2Favatars.micro.blog%2Favatars%2F2026%2F36%2F1960346.jpg","_microblog":{"username":"ryanlmelvin"}},"_microblog":{"date_relative":"2026-09-12 15:24","date_timestamp":1789226676,"is_favorite":false,"is_bookmark":false,"is_deletable":false,"is_conversation":false,"is_linkpost":false,"is_mention":false,"is_podcast":false,"note":"","syndication":[]}},{"id":"97359604","content_html":"

Cool idea. Basically knowing how variables impact each other (not just the outcome) with Shap values. https://lnkd.in/p/ejgdhwqy

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“Coders at these labs have sunk untold resources into creating the ideal coding interface. What would a purpose-built plumber’s interface look like? […] none of that will exist unless someone who understands the technology also takes the time to understand the job.” -Oren Cass, NYTimes

\n","summary":"","url":"https://ryanlmelvin.com/2026/09/10/coders-at-these-labs-have.html","date_published":"2026-09-11T04:49:10+00:00","author":{"name":"Ryan Melvin","url":"https://ryanlmelvin.com","avatar":"https://cdn.micro.blog/photos/96/https%3A%2F%2Favatars.micro.blog%2Favatars%2F2026%2F36%2F1960346.jpg","_microblog":{"username":"ryanlmelvin"}},"_microblog":{"date_relative":"2026-09-11 04:49","date_timestamp":1789102150,"is_favorite":false,"is_bookmark":false,"is_deletable":false,"is_conversation":false,"is_linkpost":false,"is_mention":false,"is_podcast":false,"note":"","syndication":[]}},{"id":"97305416","content_html":"

I don’t think I agree, but this is an interesting take. Basically math is about the process of the solution, and if AI gives solutions, there’s nothing left to motivate mathematicians to discover new intermediate proofs #ai

\n","summary":"","url":"https://ryanlmelvin.com/2026/09/10/i-dont-think-i-agree.html","date_published":"2026-09-10T17:00:02+00:00","author":{"name":"Ryan Melvin","url":"https://ryanlmelvin.com","avatar":"https://cdn.micro.blog/photos/96/https%3A%2F%2Favatars.micro.blog%2Favatars%2F2026%2F36%2F1960346.jpg","_microblog":{"username":"ryanlmelvin"}},"_microblog":{"date_relative":"2026-09-10 17:00","date_timestamp":1789059602,"is_favorite":false,"is_bookmark":false,"is_deletable":false,"is_conversation":false,"is_linkpost":false,"is_mention":false,"is_podcast":false,"note":"","syndication":[]}},{"id":"97266821","content_html":"

Interesting reflections on how a digital and AI world changes our sense of humanity This Jungian Life Podcast and religious imagery being used in discussions of AI on another episode. The line about living in a world of “non-things” (fewer tangible/physical objects) has stuck with me. #ai

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