Articles we wrote or recommend.
2026-06-28 // article
Placed by Pascal Dufour
AI Readiness: Hard Guardrails vs Cultural Agreements
Coding standards documented only in wikis and team agreements collapse under AI acceleration, because AI cannot absorb implicit organizational knowledge the way humans do. Only standards backed by mechanical enforcement — compiler errors, CI gates, linters — survive.
read on external site →2026-06-12 // article
Placed by Pascal
Lines of Code Got a Better Publicist
"75% of our code is AI-written" sounds impressive, but it is lines of code with a better publicist. David Curlewis dissects the volume claims of AI vendors and argues for measuring what matters: faster delivery, fewer incidents and happier customers.
read on external site →2026-06-03 // article
Placed by Pascal
Pope Leo's 'Magnifica humanitas': AI must serve humanity not concentrate power
Marking the 135th anniversary of Rerum Novarum, Pope Leo XIV releases his first encyclical, 'Magnifica humanitas: On Safeguarding the Human'. It argues that artificial intelligence must serve humanity and the common good rather than concentrate power.
read on external site →2026-05-18 // article
Placed by Jorick
Project Glasswing: what Mythos showed us
Cloudflare tested Anthropic's Mythos Preview security-focused LLM on their infrastructure and found it excels at chaining vulnerabilities into working exploits and generating proof-of-concept code. Effective AI-assisted vulnerability research requires a sophisticated multi-stage harness with parallel narrow tasks and adversarial review — not just a generic coding agent.
read on external site →2026-05-13 // article
Placed by Pascal
Microsoft's multi-agent AI system tops Anthropic's Mythos on cybersecurity benchmark
Microsoft's new MDASH (multi-model agentic scanning harness) scored 88.45% on the CyberGym cybersecurity benchmark, surpassing single-model systems including Anthropic's Mythos and OpenAI's GPT-5.5. It runs more than 100 specialized AI agents across multiple models in a staged pipeline that finds, debates and proves vulnerabilities with proof-of-concept exploits. Microsoft used MDASH to disclose 16 new Windows vulnerabilities, including four critical remote code execution flaws fixed in May's Patch Tuesday.
read on external site →2026-05-13 // article
Placed by Pascal
Two Weeks After "Context Is the New Code" at AIE London: I Did Not See This Coming
Patrick Debois reflects on the unexpected viral pull of his 'Context Is the New Code' keynote: 60k+ views, community translations and extensions of the Context Development Lifecycle (CDLC) within two weeks. Practitioners expanded the model from 4 to 7 stages and introduced ideas like 'context debt'. His takeaway: the diversity of framings is doing work a single talk cannot.
read on external site →2026-05-03 // article
Placed by Pascal
Graphify: The Knowledge Graph That Ends Your Codebase's Token Tax
Graphify is an open-source tool that builds explicit knowledge graphs of codebases to cut token consumption in LLM queries. Instead of retrieving semantically similar snippets via RAG, it parses code once into a structured graph using AST extraction (tree-sitter), local transcription and semantic analysis. Relationships are tagged by confidence (EXTRACTED, INFERRED, AMBIGUOUS) and the pipeline runs in three privacy-bounded passes, keeping source code fully local. Headline benchmarks claim a 71.5× token reduction; real-world testing shows 7-8% savings on typical coding sessions, scaling on large mixed-media repos.
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