We explain why Flare's old AI-generated solutions no longer fit the way developers debug with modern coding agents. The replacement is a better workflow built around the MCP server, CLI, Copy for AI prompts, and agent-friendly docs. Read more
When we announced the Symfony AI initiative in July 2025, the goal was to bring powerful, well-integrated AI capabilities to PHP applications and to build them in the open with the community. A little over a year later, Symfony AI has grown far beyond those…
Release: alchemy-utils 0.1a1 Performance boost for DuckDB exports and CSV imports, see here.
When we launched the PHP Ambassador Program on June 19, 2026, we honestly didn’t know what to expect. We knew the need for something like this was definitely there, and it seemed like something the community would be interested in being a part of. But as they say, “you never know how a thing is going to go, until it goes.” I mentioned in my strategy document that I was hoping to enlist 10 people to attend a regular cadence of meetings. (Honestly, 10 people seemed like a reasonable number.) Not…
DeepSeek V4 Pro 0813 (on OpenRouter) The latest DeepSeek Pro model is now available, via API only. I had to link to OpenRouter because DeepSeek don't have any obvious announcement page for their new model. I haven't been able to confirm if they plan to release the open weights, but given the weights are available for both April's deepseek-ai/DeepSeek-V4-Pro and July's deepseek-ai/DeepSeek-V4-Flash-0731 it seems likely. Interestingly I got very different looking pelicans for the three different…
![[Hands-on] Audio RAG with 200x Cheaper Vector DB Costs](https://substackcdn.com/image/fetch/$s_!Qscc!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F51c48d12-3f06-4d05-a92a-cb2851e3b5b6_1096x1078.gif)
...while also outperforming OpenAI and Cohere.
Release: alchemy-utils 0.1a0 I've long pondered what a database agnostic version of my sqlite-utils Python library and CLI utility might look like. This morning (literally a shower project) I tasked Codex and GPT-5.6 Sol Ultra with building a prototype: Do a research spike to see what it would take to build a library with the same core API as SQLite-utils - in particular the insert and upsert and insert_all and upsert_all and create and update methods, and the table introspection stuff - but…
Ask an architect almost any question and you’ll get the same answer: It depends. For years this answer has been the punchline of jokes about architects, but in an era when AI can generate a working service faster than you can describe it, “it depends” is one of the most important phrases in software. It […]
But then users start to report a weird bug. It's the 4th time your team has been trying to fix it. I mean... asking AI to fix it. Unfortunately, it seems like not even Fable can figure it out. You go talk to the person who worked on this feature. "So where does the data come from?" "Hmm... actually I don't know. Let me ask Claude." You sit next to each other watching an endless wall of text appear on the screen. Neither of you has any idea whether any of it is true but Claude seems very…
This is the second article in Sharon Zhou’s post-training series. Read part 1 here. In the first post of this series, you learned how post-training closed the fundamental gap in usability of LLMs by making them behave in a certain way. In this post, you’ll explore specific techniques you can use to change a model’s […]
Michael explains why exit() can make parallel test workers crash without useful diagnostics, and why verbose flags do not help when the process dies outside PHPUnit's control. The fix is simple: throw an exception instead, so the failure is reported normally with a stack trace. Read more
There are no lossless transformations of natural-language text Sophie Alpert shares her "internal policy on acceptable use of AI writing by engineers". It's a short read (supporting its own recommendations) and really good. If you chose to have LLMs help massage your writing the following rule seems crucial to me: You must stand behind every idea and every sentence in your docs. It is your responsibility to make sure that the entire document is representative of your own thoughts before you…
There are no lossless transformations of natural-language text Sophie Alpert shares her "internal policy on acceptable use of AI writing by engineers". It's a short read (supporting its own recommendations) and really good. If you chose to have LLMs help massage your writing the following rule seems crucial to me: You must stand behind every idea and every sentence in your docs. It is your responsibility to make sure that the entire document is representative of your own thoughts before you…
Socket's Threat Research Team identified a campaign of 737 free VPN and proxy extensions published across at least 40 Chrome Web Store developer accounts, 274 of which impersonate 66 established VPN and privacy brands, that route the user's entire browser session through SOCKS5 proxies operated by a single provider. Socket analyzed the code of 525 of them, 522 from bulk retrieval and 3 more found during store enumeration; the remaining 212 had been removed from the store before collection and…
Stealing Reasoning Traces from Proprietary LLM APIs A vanity domain name (stolen-thoughts.com) for a neat paper: Anthropic, OpenAI, and Google return encrypted chain-of-thought blocks to clients that can be replayed across sessions, users, and models. We take a trace produced by a frontier model, replay it into a weaker sibling, jailbreak the weaker model, and recover the stronger model’s hidden reasoning in plaintext You can see an example of these encrypted blocks by running: curl…
Aucun résultat
Essayez avec d'autres termes de recherche.