Flux
Emergency Pedagogical Design: How Programming Instructors Are Scrambling to Adapt to GenAI
IA

Emergency Pedagogical Design: How Programming Instructors Are Scrambling to Adapt to GenAI

ChatGPT has been publicly available for over three years now, and generative AI is woven into the tools students use every day: web search, word processors, code editors. You might assume that by now, most programming instructors have figured out how to handle it. But when my collaborators and I went looking for computing instructors […]

O'Reilly Radar — AI/ML
DeepSeek V4 - almost on the frontier, a fraction of the price
IA Programmation

DeepSeek V4 - almost on the frontier, a fraction of the price

Chinese AI lab DeepSeek's last model release was V3.2 (and V3.2 Speciale) last December. They just dropped the first of their hotly anticipated V4 series in the shape of two preview models, DeepSeek-V4-Pro and DeepSeek-V4-Flash. Both models are 1 million token context Mixture of Experts. Pro is 1.6T total parameters, 49B active. Flash is 284B total, 13B active. They're using the standard MIT license. I think this makes DeepSeek-V4-Pro the new largest open weights model. It's larger than Kimi…

Simon Willison's Weblog
It's a big one
IA Programmation

It's a big one

This week's edition of my email newsletter (aka content from this blog delivered to your inbox) features 4 pelicans riding bicycles, 1 possum on an e-scooter, up to 5 raccoons with ham radios hiding in crowds, 5 blog posts, 8 links, 3 quotes and a new chapter of my Agentic Engineering Patterns guide. Tags: newsletter

Simon Willison's Weblog
russellromney/honker
IA Programmation

russellromney/honker

russellromney/honker "Postgres NOTIFY/LISTEN semantics" for SQLite, implemented as a Rust SQLite extension and various language bindings to help make use of it. The design of this looks very solid. It lets you write Python code for queues that looks like this: import honker db = honker.open("app.db") emails = db.queue("emails") emails.enqueue({"to": "alice@example.com"}) # Consume (in a worker process) async for job in emails.claim("worker-1"): send(job.payload) job.ack() And Kafka-style…

Simon Willison's Weblog
An update on recent Claude Code quality reports
IA Programmation

An update on recent Claude Code quality reports

An update on recent Claude Code quality reports It turns out the high volume of complaints that Claude Code was providing worse quality results over the past two months was grounded in real problems. The models themselves were not to blame, but three separate issues in the Claude Code harness caused complex but material problems which directly affected users. Anthropic's postmortem describes these in detail. This one in particular stood out to me: On March 26, we shipped a change to clear…

Simon Willison's Weblog
The PHP Podcast 2026.04.23
Programmation Web

The PHP Podcast 2026.04.23

🎙️ PHP Podcast – April 23, 2026 Hosts: Eric Van Johnson & John Duration: ~1 hour 10 minutes 📋 Episode Summary Eric and John return to the podcast after a few weeks away, discussing everything from Disneyland trips and bowling tournaments to EAV database nightmares, editor wars (Vim vs. PHPStorm), AI coding tools, and the […] The post The PHP Podcast 2026.04.23 appeared first on PHP Architect.

PHP Architect
Serving the For You feed
IA Programmation

Serving the For You feed

Serving the For You feed One of Bluesky's most interesting features is that anyone can run their own custom "feed" implementation and make it available to other users - effectively enabling custom algorithms that can use any mechanism they like to recommend posts. spacecowboy runs the For You Feed, used by around 72,000 people. This guest post on the AT Protocol blog explains how it works. The architecture is fascinating. The feed is served by a single Go process using SQLite on a "gaming" PC…

Simon Willison's Weblog
Extract PDF text in your browser with LiteParse for the web
IA Programmation

Extract PDF text in your browser with LiteParse for the web

LlamaIndex have a most excellent open source project called LiteParse, which provides a Node.js CLI tool for extracting text from PDFs. I got a version of LiteParse working entirely in the browser, using most of the same libraries that LiteParse uses to run in Node.js. Spatial text parsing Refreshingly, LiteParse doesn't use AI models to do what it does: it's good old-fashioned PDF parsing, falling back to Tesseract OCR (or other pluggable OCR engines) for PDFs that contain images of text…

Simon Willison's Weblog
Introducing Data Exports
Cybersécurité Programmation

Introducing Data Exports

Security teams often need alert data in their own infrastructure, alongside the rest of their security telemetry. We're excited to share that Socket alert data can now flow directly into your own cloud storage. Today we're launching Data Exports, a new integration that automatically writes alert changes from Socket to a bucket you own in AWS S3, Google Cloud Storage, or Azure Blob Storage. Data Exports lets you to choose the format that fits your downstream systems, and decide whether you want…

Socket
A pelican for GPT-5.5 via the semi-official Codex backdoor API
IA Programmation

A pelican for GPT-5.5 via the semi-official Codex backdoor API

GPT-5.5 is out. It's available in OpenAI Codex and is rolling out to paid ChatGPT subscribers. I've had some preview access and found it to be a fast, effective and highly capable model. As is usually the case these days, it's hard to put into words what's good about it - I ask it to build things and it builds exactly what I ask for! There's one notable omission from today's release - the API: API deployments require different safeguards and we are working closely with partners and customers on…

Simon Willison's Weblog