Markov Decision Processes and Value Functions in RL
The full RL nanodegree, covered with implementation.
Quoting Anthropic
We used an automatic classifier which judged sycophancy by looking at whether Claude showed a willingness to push back, maintain positions when challenged, give praise proportional to the merit of ideas, and speak frankly regardless of what a person wants to hear. Most of the time in these situations, Claude expressed no sycophancy—only 9% of conversations included sycophantic behavior (Figure 2). But two domains were exceptions: we saw sycophantic behavior in 38% of conversations focused on…
A Week of Symfony #1009 (April 27 – May 3, 2026)
This week, Symfony released the maintained versions 6.4.37, 7.4.9, and 8.0.9. Meanwhile, we continued merging new features for the upcoming Symfony 8.1 version, such as the new TUI component. Lastly, we published an update about the recent SymfonyInsight…
Sightings
/elsewhere/sightings/ I have a new camera (a Canon R6 Mark II) so I'm taking a lot more photos of birds. I share my best wildlife photos on iNaturalist, and based on yesterday's successful prototype I decided to add those to my blog. I built this feature on my phone using Claude Code for web, as an extension of my beats system for syndicating external content. Here's the PR and prompt. As with my other forms of incoming syndicated content sightings show up on the homepage, the date archive…
On pricing
Seth Godin shares a compact set of pricing truths about value, story, and perception. It is especially good on why the right answer to "that's too expensive" is often a better story, not a lower price. Read more
How to Beat GRPO Without Touching Model Weights
Berkeley beat GRPO by 10 points with 35× fewer rollouts and no GPU training,
PyPI Fixes High-Severity Access Control Issues Found in Security Audit
PyPI has fixed two high-severity flaws found during its second external security audit, addressing access control issues that could have allowed organization members to invite new owners and stale team permissions to persist after project transfers. The audit was performed by Trail of Bits and funded by the Sovereign Tech Agency. It reviewed Warehouse, the open source Python application that powers PyPI and handles package uploads, metadata validation, storage, and downloads for pip and other…
“A model that produces code which compiles and passes the tests it was given is not the same as a model that produces correct, secure, maintainable, well-architected software”
A lot of code is being written by AI, but what does it mean?
iNaturalist Sightings
Tool: iNaturalist Sightings I wanted to see my iNaturalist observations - across two separate accounts - grouped by when they occurred. I'm camping this weekend so I built this entirely on my phone using Claude Code for web. I started by building an inaturalist-clumper Python CLI for fetching and "clumping" observations - by default clumps use observations within 2 hours and 5km of each other. Then I setup simonw/inaturalist-clumps as a Git scraping repository to run that tool and record the…
Local AI
The release of Gemma 4 has added energy to the discussion of local models and their importance. Models that you can download and run on hardware you own are becoming competitive with the “frontier models” hosted by large AI providers. These models have gotten good enough for production use, good enough for tasks that until […]
RBAC in Laravel: A Practical Deep Dive
A deep dive into Role-Based Access Control, from the theory behind roles and permissions to a practical, team-aware Laravel implementation without external packages. Read more
Symfony 8.0.9 released
Symfony 8.0.9 has just been released. Read the Symfony upgrade guide to learn more about upgrading Symfony and use the SymfonyInsight upgrade reports to detect the code you will need to change in your project. Tip…
Aucun résultat
Essayez avec d'autres termes de recherche.