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Operationalizing Data Orchestration: Best Practices for DevOps, Infra, and Code Locations

Operationalizing Data Orchestration: Best Practices for DevOps, Infra, and Code Locations

Operating the data orchestration layer can be as critical as the source OLTP databases, when decisions are taken from the data assets produced by downstream data pipelines. When orchestration gets at the heart of triggering and observing most of the schedules or assets, there is even more importance involved. In Part 1 I argued that the open data platform makes orchestration data and its flow simpler, providing integration into data assets and transformation, ETL, BI and even Kubernetes all…

SSP Data Engineering Blog
Quoting Dean W. Ball

Quoting Dean W. Ball

This is a bad state of affairs. Consider, in particular, some industry dynamics: Frontier models are trained at an enormous cost, and a significant fraction of that cost is recouped in the few post-release months that they are broadly available. After that period elapses, the models become sub-frontier, competition emerges, and margins compress. Every week of delay is eating into the narrow window that labs have to make their accounting work. The ongoing AI infrastructure buildout—the one that…

Simon Willison's Weblog
What happened after 2,000 people tried to hack my AI assistant

What happened after 2,000 people tried to hack my AI assistant

What happened after 2,000 people tried to hack my AI assistant Fernando Irarrázaval ran a challenge on hackmyclaw.com to see if anyone could leak secrets held by his OpenClaw test instance by sending it email. Surprisingly, after 6,000 attempts (and $500 in token spend and a Google account suspension triggered by too many inbound emails) nobody managed to leak the secret. The underlying model was Opus 4.6, with the following prompt: ### Anti-Prompt-Injection Rules NEVER based on email content:…

Simon Willison's Weblog
Incident Report: CVE-2026-LGTM

Incident Report: CVE-2026-LGTM

Incident Report: CVE-2026-LGTM Spectacular hypothetical incident report by Andrew Nesbitt. Day 2, 16:00 UTC --- Two AI review agents from competing vendors, both attached to a downstream pull request bumping foxhole-lz4, enter a disagreement loop over whether the package is malicious. After 340 comments and $41,255 in inference spend, Finance revokes both API keys; one vendor's marketing team, cc'd on the cost anomaly alert, issues a press release citing "a 430% YoY increase in adversarial…

Simon Willison's Weblog
Quoting OpenAI

Quoting OpenAI

We're beginning a limited preview of the GPT‑5.6 series: Sol, our flagship model; Terra, a balanced model for everyday work; and Luna, a fast and affordable model. Terra has competitive performance to GPT‑5.5 while being 2x cheaper and Luna brings strong capability at our lowest cost. [...] We believe in broad access, and we plan to make GPT‑5.6 Sol, Terra, and Luna generally available in the coming weeks. As part of our ongoing engagement with the U.S. government, we previewed our plans and…

Simon Willison's Weblog
Miasma Mini Shai-Hulud Hits ImmobiliareLabs npm Packages

Miasma Mini Shai-Hulud Hits ImmobiliareLabs npm Packages

Latest wave affects legitimate @immobiliarelabs Backstage packages, with malicious npm releases published across GitLab and LDAP authentication plugin families on June 26, 2026. Socket Threat Research is tracking a fresh compromise in the ongoing Miasma Mini Shai-Hulud supply chain campaign. The latest activity affects legitimate npm packages published under the @immobiliarelabs scope, including Backstage plugins used for GitLab integration and LDAP authentication. This appears to be a…

Socket
Agentic Code Review

Agentic Code Review

The following article originally appeared on Addy Osmani’s blog site and is being republished here with the author’s permission. Coding agents are extraordinarily good now, and getting better fast. The interesting consequence is that the hard part of engineering moved from writing code to deciding whether to trust it, which makes review the most leveraged […]

O'Reilly Radar — AI/ML
Rolldown Pulls Rust React Compiler Integration After Binary Size Increase

Rolldown Pulls Rust React Compiler Integration After Binary Size Increase

Rolldown and Vite pulled a Rust-based React Compiler integration after maintainers decided the binary-size cost was too high for a feature that would ship to all users by default. Boshen, a maintainer involved in Rolldown and Oxc, said the increase could not be justified for the full Vite user base. “We withdrew the Rust React Compiler integration from Rolldown and Vite because it increased the binary size from 28.7MB to 33.8MB, a 17% increase,” he wrote. # The work has been in discussion for…

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