Schema Guided Agent Memory for Production Agents
Some key lessons on building production-grade memory for Agents.
Some key lessons on building production-grade memory for Agents.
Jenny owns a crematorium. John’s propane company gives her a $20 billion investment in return for 5 percent of her operation. Jenny throws $10 billion into the incinerator, then pays John $10 billion to buy propane to burn that money to ashes. John reports that his AI investments have generated $10 billion in revenue this quarter and that he owns 5 percent of a $100 billion business. A reporter from Forbes is assigned to profile John and Jenny, and over the course of his research, he becomes…
This week Miguel Fierro, a former Microsoft principal researcher who recently founded his own company, RecoMind, joined data and AI evangelist Christina Stathopoulos to talk about the state of recommendation systems. Christina also ran through the latest AI news she’s been watching, from Anthropic’s continued rise to responsible AI, announcements from Google’s I/O 2026 conference, […]
Michael Dyrynda explains a subtle Laravel gotcha: #[RouteParameter] only reads the current route parameter value, it does not perform implicit model binding. Good reminder that the controller signature still matters when you expect a bound model inside a form request. Read more
In addition to the main features announced in previous posts of this series, Symfony 8.1 includes many smaller improvements that make day-to-day work easier. This post highlights the first batch. Convert Between UUIDv7 and UUIDv4…
🎙️ PHP Podcast – June 11, 2026 Guest Hosts: Sara Golemon, Elizabeth Barron & Holly Schilling Eric and John are out this week — Sara, Elizabeth, and Holly take over. Here’s what they covered: 🎬 PHPVerse Recap PHPVerse just wrapped up, and Elizabeth was there in Amsterdam. The format is unusual — all speakers are […] The post The PHP Podcast 2026.06.11 appeared first on PHP Architect.
After two days of experience with Claude Fable 5 I think the best way to describe it is relentlessly proactive. It knows a whole lot of tricks and it will deploy pretty much any of them to get to its goal. I'll illustrate this with an example. I was hacking on Datasette Agent today when I noticed a glitch: a horizontal scrollbar that shouldn't be there in the jump menu chat prompt. I snapped this screenshot: Then I started a fresh claude session in my datasette-agent checkout, dragged in the…
The full map of what the role now spans, and where to go deep on each layer.
AI now writes as much as 90% of code at top engineering organizations, and the developers downstream of that code pull in open source they've never reviewed. Package hijackings and maintainer compromises that were once a handful of incidents a year now happen weekly. Modern engineering organizations depend on open source to ship faster, and they need security partners who can keep pace with that shift. Today, we're welcoming Andrew Becherer as Socket's first Chief Information Security Officer.…
Release: datasette 1.0a33 This alpha is a significant step on the road to a stable 1.0, finally extending the ?_extra= pattern I introduced in Datasette 1.0a3 to cover queries and rows in addition to tables. That pattern is also now documented! I wrote a whole lot more about the new release on the Datasette project blog: Datasette 1.0a33 with JSON extras in the API. Because API explorer tools are almost free to build now I had Claude Fable 5 in Claude Code (for the plan) and GPT-5.5 xhigh in…
You can't out-prompt an attacker — to the model, your system instructions and a malicious support ticket are the same text. So stop defending the prompt and lock down the boundaries you actually control: tools scoped to the authenticated user server-side, middleware that screens and logs, output handled as untrusted input, a human in front of anything irreversible, and a fake-free test that fails CI the moment someone drops the auth scope. Read more
Contributed by Fabien Potencier in #4131 ,…
This is the eighth article in a series on agentic engineering and AI-driven development. Read part one here, part two here, part three here, part four here, part five here, part six here, and part seven here. “640K ought to be enough for anybody.”—Bill Gates (allegedly) If you’re building AI agents that do complex, multistep work, you’re going to run into context […]
Symfony 8.1 includes many small features and improvements across different components. This is the second article in the series that highlights some of the most useful DX (developer experience) improvements. Map Request Headers to Controller Arguments…
Release: asyncinject 0.7 I built this utility library to support an asyncio dependency injection pattern a few years ago. I was using it with Datasette and Claude Fable 5 spotted some bugs in the dependency which it then fixed for me. It's a very proactive model! Tags: async, projects, python, claude-mythos
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