Related reading
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A real‑world post‑mortem of a high‑volume face verification service that moved from a naïve synchronous API to an async, layered pipeline (edge validation, preprocessing, decoupled detection/verification, decision engine) to achieve 8.5k rpm, p99 < 1.8 s, 30 % cost savings, and strict privacy controls.
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Mozilla and partners published a paper proposing a layered, gradient openness framework for foundation models, defining openness for data, code, weights, docs, and deployment. The framework gives developers, regulators, and civil society a common language to evaluate openness and safety beyond a binary label.
Mozilla Automation Teammozilla.org3 minTrusting-Trust Attack against an Entire Linux Distribution through Binary Manipulation
The authors show that the classic trusting‑trust attack is not limited to compilers: by tampering with GNU strip they can inject a payload that propagates through NixOS's bootstrap and ends up in almost every binary of the final system. The attack succeeds on a real nixpkgs revision, building a full graphical installer while backdooring the majority of its binaries.
arXiv cs.SE (Software Engineering)arxiv.org1 minpaperHN24159Security Engineering
Ross Anderson’s third edition of Security Engineering is now released, with the full text and individual chapter PDFs available for free online after a brief embargo. The book spans 29 chapters covering threat modeling, cryptography, distributed systems, economics, and more, and is supported by 15 teaching videos.
Hall of Famecam.ac.uk5 minreleaseThe Shadow Factory: Why Your CI/CD Sprawl is About to Move Faster Than You Can Think
The article warns that unchecked CI/CD sprawl— orphaned pipelines, hard‑coded secrets, and permissive runners— creates a hidden attack surface, and that AI‑driven agents will amplify the problem. It recommends a governance layer with real‑time inventory, policy‑as‑code, and AI guardrails to bring the software factory under the same security rigor as production.
Codeshipcloudbees.com3 minArticle: Your Next DSL Author Is a Language Model
Typed Domain Grounding (TDG) embeds a DSL inside a mainstream language the LLM already knows (e.g., Kotlin) and uses the host compiler as an oracle. The author describes five building blocks—embedding, choosing a host language with high training‑data frequency, compiler‑driven type safety, a generate‑compile‑repair loop, and an on‑demand teaching tool—and shows measured results from kUML, a Kotli…
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