TILens turns technical updates into a focused daily brief: official releases,
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Java specifications, JSRs and JavaDoc have been publicly available, crawlable, versioned and consistently formatted for three decades. Jakarta EE and MicroProfile publish theirs as plain HTML on the open web, where…
AI gives me an example, but unfortunately a collection growing should happen inside the iterator next(). struct GrowingIter { data: Vec<String>, index: usize, } impl Iterator for GrowingIter { type Item = String; fn…
G'day folks, Today I'm working on a dictionary stemmer. The data required for this is several megabytes, so I want to keep as few copies around as possible. There are three traits involved here: docs.rs TokenFilter in…
p span[style*="font-size"] { line-height: 1.6; } Django 6.1 deprecates EMAIL_BACKEND and related email settings in favor of the new MAILERS configuration, ahead of their removal in Django 7.0. The article shows how to…
p span[style*="font-size"] { line-height: 1.6; } emojet is an emoji library for Python: it converts between emoji and their names, in both directions, plus the searching and lookup functions that go with that. It covers…
p span[style*="font-size"] { line-height: 1.6; } Outsiders can assess whether a foundation model was truly built from scratch by analyzing architecture configurations, tokenizer overlap, and weight embeddings using a…
p span[style*="font-size"] { line-height: 1.6; } From Thomas's 1979 majority voting, to ABD's linearizable register, to Cassandra's read repair: we provide a runnable Python tour of quorum replication, and show how ABD…
p span[style*="font-size"] { line-height: 1.6; } In this post, the authors break down non-cryptocurrency zero-knowledge proofs (ZKPs) using graph theory and Python. By implementing Protocol 4 from Goldreich, Micali, and…
p span[style*="font-size"] { line-height: 1.6; } Claude SEO is an open-source SEO analysis plugin for Claude Code. It runs 25 sub-skills and 18 specialist agents in parallel across technical SEO, content quality…
p span[style*="font-size"] { line-height: 1.6; } The Composite pattern lets you treat individual objects and entire object hierarchies through the same interface, making tree-like structures much easier to manage. Using…
p span[style*="font-size"] { line-height: 1.6; } DSPy’s new Flex module allows optimizers like GEPA to improve programs by rewriting both their instructions and underlying Python code. This lets the optimizer route easy…
p span[style*="font-size"] { line-height: 1.6; } Two lines of Python could crash CPython 3.14 through 3.16 because SET_ADD assumed it was always operating on a real set, while PEP 749 made __conditional_annotations__…
p span[style*="font-size"] { line-height: 1.6; } jsonfold is a streaming post-filter that compacts pretty-printed JSON by folding small arrays and objects onto single lines while preserving existing serializers and…
p span[style*="font-size"] { line-height: 1.6; } Agent Memory Guard is an OWASP Incubator Project that prevents AI agents from being weaponized through their own memory. It implements MITRE ATLAS mitigation AML.M0031…
p span[style*="font-size"] { line-height: 1.6; } Traditional chatbot testing that checks only final responses misses many agent failures, so this article builds an evaluation framework that progresses from routing…