diff --git a/src/features/news/data/news.json b/src/features/news/data/news.json
index 678732e..ca6fa34 100644
--- a/src/features/news/data/news.json
+++ b/src/features/news/data/news.json
@@ -1,4 +1,24 @@
 [
+  {
+    "id": "github:f1db14ba613d",
+    "kind": "release",
+    "source": "github",
+    "title": "taskito v0.12.2",
+    "url": "https://github.com/ByteVeda/taskito/releases/tag/0.12.2",
+    "excerpt": "## What's Changed * feat: auto-derive idempotency keys on @queue.task by @pratyush618 in https://github.com/ByteVeda/taskito/pull/143 * ci(dashboard): verify routeTree.gen.ts is regenerated by @praty…",
+    "author": "pratyush618",
+    "publishedAt": "2026-05-13T21:12:46Z",
+    "score": 0,
+    "tags": [
+      "taskito",
+      "release"
+    ],
+    "labels": [
+      "rust",
+      "python"
+    ],
+    "mentionsByteveda": true
+  },
   {
     "id": "github:73aed98142e1",
     "kind": "release",
@@ -79,26 +99,6 @@
     ],
     "mentionsByteveda": true
   },
-  {
-    "id": "github:90049c8d1b8c",
-    "kind": "release",
-    "source": "github",
-    "title": "taskito v0.11.1",
-    "url": "https://github.com/ByteVeda/taskito/releases/tag/0.11.1",
-    "excerpt": "## What's Changed * fix: post-audit correctness + safety pass by @pratyush618 in https://github.com/ByteVeda/taskito/pull/53 * chore(release): 0.11.1 by @pratyush618 in https://github.com/ByteVeda/ta…",
-    "author": "pratyush618",
-    "publishedAt": "2026-04-24T07:31:47Z",
-    "score": 0,
-    "tags": [
-      "taskito",
-      "release"
-    ],
-    "labels": [
-      "rust",
-      "python"
-    ],
-    "mentionsByteveda": true
-  },
   {
     "id": "github:dd75e78845ba",
     "kind": "release",
@@ -218,68 +218,105 @@
     "mentionsByteveda": true
   },
   {
-    "id": "mastodon:b2f51dbf5cc7",
+    "id": "mastodon:efd0a62fc2c7",
     "kind": "article",
     "source": "mastodon",
-    "title": "The Game III: The Incinerator Legacy syntax is the only thing standing between you and the next level. Are your CF skil…",
-    "url": "https://defcon.social/@BCWHQuiz/116567773469667661",
-    "excerpt": "The Game III: The Incinerator Legacy syntax is the only thing standing between you and the next level. Are your CF skills sharp enough or will you end up in the Incinerator? # CyberSecurity # PowerSh…",
-    "author": "Black Cat White Hat Security",
-    "publishedAt": "2026-05-13T14:37:46.000Z",
+    "title": "A couple go to Python debugging aids of mine, first is breaking into the debugger. import pdb; pdb.set_trace() The seco…",
+    "url": "https://flyovercountry.social/@encthenet/116570093185614700",
+    "excerpt": "A couple go to Python debugging aids of mine, first is breaking into the debugger. import pdb; pdb.set_trace() The second is: ``` def printtb(fun): import functools @functools.wraps(fun) def wrapper(…",
+    "author": "John-Mark Gurney",
+    "publishedAt": "2026-05-14T00:27:42.000Z",
     "score": 5,
     "tags": [
-      "cybersecurity",
-      "powershell",
-      "cfml",
-      "ai",
-      "networking",
-      "sql",
-      "cloud",
-      "grc",
-      "gaming",
-      "technology",
-      "python",
-      "zerotrust",
-      "devsecops",
-      "FinOps",
-      "programming"
+      "python"
     ],
     "labels": [
-      "security",
-      "ai",
       "python"
     ],
     "mentionsByteveda": false
   },
   {
-    "id": "mastodon:e4ac20b3171b",
+    "id": "mastodon:cb230a09e6d7",
     "kind": "article",
     "source": "mastodon",
-    "title": "Meet ✨️️ Resolute Raccoon ✨️, the unyielding problem solver. 🗝️ 🌿 :blobcat: Created with Krita and Blender within 56…",
-    "url": "https://mastodon.social/@sylvia_ritter/116567660470656582",
-    "excerpt": "Meet ✨️️ Resolute Raccoon ✨️, the unyielding problem solver. 🗝️ 🌿 :blobcat: Created with Krita and Blender within 56 days. Inspired by the Ubuntu release name 26.04 LTS. # art # mastoart # fediart…",
-    "author": "Sylvia Ritter",
-    "publishedAt": "2026-05-13T14:09:02.000Z",
-    "score": 48,
+    "title": "Useless Python Survey",
+    "url": "https://secretcodes.dev/surveys/useless-python-survey/",
+    "excerpt": "Useless survey about Python. Not used for anything except for Mariatta's entertainment and learning.",
+    "author": "Mariatta 🤦🏻‍♀️ :python:",
+    "publishedAt": "2026-05-13T23:04:33.734Z",
+    "score": 5,
     "tags": [
-      "art",
-      "mastoart",
-      "fediart",
-      "raccoon",
-      "animals",
-      "krita",
-      "blender3d",
-      "digitalart",
-      "noai",
-      "nature",
-      "night",
-      "rust",
-      "linux",
-      "wallpaper"
+      "python"
     ],
     "labels": [
-      "rust"
+      "python"
+    ],
+    "mentionsByteveda": false
+  },
+  {
+    "id": "mastodon:9fcedfd01637",
+    "kind": "article",
+    "source": "mastodon",
+    "title": "AI doesn’t create bias, it inherits it – how do we ensure fairness when it comes to automated decisions? # AI # Tech #…",
+    "url": "https://mastodon.world/@The14/116569222806109762",
+    "excerpt": "AI doesn’t create bias, it inherits it – how do we ensure fairness when it comes to automated decisions? # AI # Tech # MachineLearning # Ethics # Bias # Automation # DataScience # DigitalRights # Hum…",
+    "author": "The-14",
+    "publishedAt": "2026-05-13T20:46:21.000Z",
+    "score": 5,
+    "tags": [
+      "ai",
+      "tech",
+      "machinelearning",
+      "ethics",
+      "bias",
+      "automation",
+      "datascience",
+      "digitalrights",
+      "humanrights",
+      "innovation",
+      "data",
+      "aiethics",
+      "algorithms",
+      "aibias",
+      "fairness"
+    ],
+    "labels": [
+      "ai",
+      "ml"
+    ],
+    "mentionsByteveda": false
+  },
+  {
+    "id": "rss:GitHub Blog:8ef4bb22be97",
+    "kind": "article",
+    "source": "rss",
+    "title": "Dungeons & Desktops: 10 roguelikes that never die (because their communities won’t let them)",
+    "url": "https://github.blog/open-source/gaming/dungeons-desktops-10-roguelikes-that-never-die-because-their-communities-wont-let-them/",
+    "excerpt": "The first version of NetHack was released in 1987 as a heavily modified descendant of Hack , itself based on Rogue , a Unix-era experiment built for character-based terminals around 1980. The term &l…",
+    "author": "Lee Reilly",
+    "publishedAt": "2026-05-13T16:00:00.000Z",
+    "score": 0,
+    "tags": [
+      "GitHub Blog"
+    ],
+    "labels": [],
+    "mentionsByteveda": false
+  },
+  {
+    "id": "lobsters:1c630d1adf35",
+    "kind": "article",
+    "source": "lobsters",
+    "title": "Lua as a practical \"soft-bedrock\" language",
+    "url": "https://portal.mozz.us/gemini/zaibatsu.circumlunar.space/users/solderpunk/gemlog/lua-as-a-practical-soft-bedrock-language.gmi",
+    "excerpt": "15 points · lua, practices",
+    "author": "dzwdz",
+    "publishedAt": "2026-05-13T09:59:59.000-05:00",
+    "score": 15,
+    "tags": [
+      "lua",
+      "practices"
     ],
+    "labels": [],
     "mentionsByteveda": false
   },
   {
@@ -291,7 +328,7 @@
     "excerpt": "Last year I spent forty minutes setting up a React project for an internal admin dashboard. Just the...",
     "author": "Syed Ahmer Shah",
     "publishedAt": "2026-05-13T09:28:52Z",
-    "score": 85,
+    "score": 123,
     "tags": [
       "python",
       "react",
@@ -314,7 +351,7 @@
     "excerpt": "I didn’t realize I was starting a 1.5-year journey when I opened my first LeetCode problem. It...",
     "author": "Hadil Ben Abdallah",
     "publishedAt": "2026-05-13T09:00:09Z",
-    "score": 32,
+    "score": 40,
     "tags": [
       "programming",
       "leetcode",
@@ -327,28 +364,6 @@
     ],
     "mentionsByteveda": false
   },
-  {
-    "id": "mastodon:54ab74d41892",
-    "kind": "article",
-    "source": "mastodon",
-    "title": "dEQP-GLES3, old etnaviv compiler vs new one: +6140 passes, −3004 crashes. 🚀 # etnaviv # mesa3d # rust # mntreform # li…",
-    "url": "https://fosstodon.org/@austriancoder/116566343925954893",
-    "excerpt": "dEQP-GLES3, old etnaviv compiler vs new one: +6140 passes, −3004 crashes. 🚀 # etnaviv # mesa3d # rust # mntreform # librem5",
-    "author": "Christian Gmeiner",
-    "publishedAt": "2026-05-13T08:34:13.756Z",
-    "score": 17,
-    "tags": [
-      "etnaviv",
-      "mesa3d",
-      "rust",
-      "mntreform",
-      "librem5"
-    ],
-    "labels": [
-      "rust"
-    ],
-    "mentionsByteveda": false
-  },
   {
     "id": "rss:Stack Overflow Blog:a8dd40b5634e",
     "kind": "article",
@@ -371,10 +386,10 @@
     "source": "lobsters",
     "title": "what 262,715 regex questions on stack overflow haven't answered",
     "url": "https://iev.ee/blog/what-262715-regex-questions-havent-answered/",
-    "excerpt": "52 points · compsci, performance",
+    "excerpt": "83 points · compsci, performance",
     "author": "bradlarsen",
     "publishedAt": "2026-05-12T22:12:22.000-05:00",
-    "score": 52,
+    "score": 83,
     "tags": [
       "compsci",
       "performance"
@@ -438,10 +453,10 @@
     "source": "lobsters",
     "title": "All the ways to mock your Rust code",
     "url": "https://blog.appliedcomputing.io/p/all-the-ways-to-mock-your-rust-code",
-    "excerpt": "17 points · rust, testing",
+    "excerpt": "18 points · rust, testing",
     "author": "drmorr",
     "publishedAt": "2026-05-12T10:17:25.000-05:00",
-    "score": 17,
+    "score": 18,
     "tags": [
       "rust",
       "testing"
@@ -457,10 +472,10 @@
     "source": "lobsters",
     "title": "Killing a `Cow` made my JSON formatter 42% faster",
     "url": "https://jacobasper.com/blog/killing-a-cow-made-my-json-formatter-42-percent-faster/",
-    "excerpt": "21 points · performance, rust",
+    "excerpt": "22 points · performance, rust",
     "author": "abnercoimbre",
     "publishedAt": "2026-05-12T10:10:13.000-05:00",
-    "score": 21,
+    "score": 22,
     "tags": [
       "performance",
       "rust"
@@ -584,7 +599,7 @@
     "excerpt": "My Arch Linux, Niri, and local AI coding setup on the ASUS ROG Flow Z13",
     "author": "Deepu K Sasidharan",
     "publishedAt": "2026-05-11T20:47:59Z",
-    "score": 28,
+    "score": 31,
     "tags": [
       "linux",
       "archlinux",
@@ -622,7 +637,7 @@
     "excerpt": "Is AI that toxic ex you just can’t forget about and can’t move on from? For every task you get...",
     "author": "Konark Sharma",
     "publishedAt": "2026-05-11T18:09:56Z",
-    "score": 65,
+    "score": 68,
     "tags": [
       "ai",
       "webdev",
@@ -667,6 +682,27 @@
     "labels": [],
     "mentionsByteveda": false
   },
+  {
+    "id": "devto:84e8db0642a8",
+    "kind": "article",
+    "source": "devto",
+    "title": "The missing layer in prompt engineering: thinking quality",
+    "url": "https://dev.to/javz/the-missing-layer-in-prompt-engineering-thinking-quality-2n3j",
+    "excerpt": "I've seen countless prompting trends and prompt packs to use but most discussions around prompt...",
+    "author": "Julien Avezou",
+    "publishedAt": "2026-05-11T12:45:04Z",
+    "score": 50,
+    "tags": [
+      "ai",
+      "softwareengineering",
+      "productivity",
+      "learning"
+    ],
+    "labels": [
+      "ai"
+    ],
+    "mentionsByteveda": false
+  },
   {
     "id": "lobsters:edc23d8cd6b6",
     "kind": "article",
@@ -749,61 +785,6 @@
     ],
     "mentionsByteveda": false
   },
-  {
-    "id": "lobsters:fa58fd73a4ee",
-    "kind": "article",
-    "source": "lobsters",
-    "title": "My pastebin clone Vivipara and language musings",
-    "url": "https://akselmo.dev/posts/vivipara-and-languages/",
-    "excerpt": "19 points · programming, web",
-    "author": "Aks",
-    "publishedAt": "2026-05-10T18:17:43.000-05:00",
-    "score": 19,
-    "tags": [
-      "programming",
-      "web"
-    ],
-    "labels": [
-      "webdev"
-    ],
-    "mentionsByteveda": false
-  },
-  {
-    "id": "lobsters:537373ff70e3",
-    "kind": "article",
-    "source": "lobsters",
-    "title": "So you've installed `fzf`. Now what? (2023)",
-    "url": "https://andrew-quinn.me/fzf/",
-    "excerpt": "57 points · programming",
-    "author": "isuffix",
-    "publishedAt": "2026-05-10T09:55:11.000-05:00",
-    "score": 57,
-    "tags": [
-      "programming"
-    ],
-    "labels": [],
-    "mentionsByteveda": false
-  },
-  {
-    "id": "lobsters:9ce55404aea0",
-    "kind": "article",
-    "source": "lobsters",
-    "title": "Replacing a 3 GB SQLite database with a 10 MB FST (finite state transducer) binary",
-    "url": "https://til.andrew-quinn.me/posts/replacing-a-3-gb-sqlite-database-with-a-7-mb-fst-finite-state-trandsucer-binary/",
-    "excerpt": "98 points · performance, rust",
-    "author": "jmillikin",
-    "publishedAt": "2026-05-10T06:42:30.000-05:00",
-    "score": 98,
-    "tags": [
-      "performance",
-      "rust"
-    ],
-    "labels": [
-      "performance",
-      "rust"
-    ],
-    "mentionsByteveda": false
-  },
   {
     "id": "github-trending:9e3fdce04716",
     "kind": "trending",
@@ -813,7 +794,7 @@
     "excerpt": "A collective list of free APIs",
     "author": "public-apis",
     "publishedAt": "2026-05-12T04:34:58Z",
-    "score": 434793,
+    "score": 434878,
     "tags": [
       "Python",
       "api",
@@ -845,7 +826,7 @@
     "excerpt": ":books: Freely available programming books",
     "author": "EbookFoundation",
     "publishedAt": "2026-05-12T18:22:15Z",
-    "score": 388197,
+    "score": 388237,
     "tags": [
       "Python",
       "books",
@@ -868,7 +849,7 @@
     "excerpt": "An opinionated list of Python frameworks, libraries, tools, and resources",
     "author": "vinta",
     "publishedAt": "2026-05-12T02:36:10Z",
-    "score": 297433,
+    "score": 297510,
     "tags": [
       "Python",
       "awesome",
@@ -892,7 +873,7 @@
     "excerpt": "The repo is finally unlocked. enjoy the party! The fastest repo in history to surpass 100K stars ⭐. Join Discord: https://discord.gg/5TUQKqFWd Built in Rust using oh-my-codex.",
     "author": "ultraworkers",
     "publishedAt": "2026-05-11T14:32:32Z",
-    "score": 191312,
+    "score": 191354,
     "tags": [
       "Rust"
     ],
@@ -909,8 +890,8 @@
     "url": "https://github.com/Significant-Gravitas/AutoGPT",
     "excerpt": "AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.",
     "author": "Significant-Gravitas",
-    "publishedAt": "2026-05-13T14:23:57Z",
-    "score": 184287,
+    "publishedAt": "2026-05-14T02:10:32Z",
+    "score": 184290,
     "tags": [
       "Python",
       "agentic-ai",
@@ -939,8 +920,8 @@
     "url": "https://github.com/huggingface/transformers",
     "excerpt": "🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training. ",
     "author": "huggingface",
-    "publishedAt": "2026-05-13T15:01:25Z",
-    "score": 160569,
+    "publishedAt": "2026-05-14T01:25:19Z",
+    "score": 160584,
     "tags": [
       "Python",
       "audio",
@@ -979,7 +960,7 @@
     "excerpt": "Java 面试 & 后端通用面试指南，覆盖计算机基础、数据库、分布式、高并发、系统设计与 AI 应用开发",
     "author": "Snailclimb",
     "publishedAt": "2026-05-11T20:24:44Z",
-    "score": 155630,
+    "score": 155649,
     "tags": [
       "Java",
       "agent",
@@ -1009,8 +990,8 @@
     "url": "https://github.com/NousResearch/hermes-agent",
     "excerpt": "The agent that grows with you",
     "author": "NousResearch",
-    "publishedAt": "2026-05-13T14:55:26Z",
-    "score": 148179,
+    "publishedAt": "2026-05-14T02:56:08Z",
+    "score": 148972,
     "tags": [
       "Python",
       "ai",
@@ -1044,8 +1025,8 @@
     "url": "https://github.com/langflow-ai/langflow",
     "excerpt": "Langflow is a powerful tool for building and deploying AI-powered agents and workflows.",
     "author": "langflow-ai",
-    "publishedAt": "2026-05-13T15:08:33Z",
-    "score": 148065,
+    "publishedAt": "2026-05-14T01:58:04Z",
+    "score": 148073,
     "tags": [
       "Python",
       "agents",
@@ -1069,8 +1050,8 @@
     "url": "https://github.com/open-webui/open-webui",
     "excerpt": "User-friendly AI Interface (Supports Ollama, OpenAI API, ...)",
     "author": "open-webui",
-    "publishedAt": "2026-05-13T15:07:57Z",
-    "score": 136901,
+    "publishedAt": "2026-05-14T04:08:55Z",
+    "score": 136964,
     "tags": [
       "Python",
       "ai",
@@ -1103,8 +1084,8 @@
     "url": "https://github.com/rustdesk/rustdesk",
     "excerpt": "An open-source remote desktop application designed for self-hosting, as an alternative to TeamViewer.",
     "author": "rustdesk",
-    "publishedAt": "2026-05-13T10:43:56Z",
-    "score": 114087,
+    "publishedAt": "2026-05-14T02:42:07Z",
+    "score": 114116,
     "tags": [
       "Rust",
       "android",
@@ -1140,8 +1121,8 @@
     "url": "https://github.com/rust-lang/rust",
     "excerpt": "Empowering everyone to build reliable and efficient software.",
     "author": "rust-lang",
-    "publishedAt": "2026-05-13T13:52:48Z",
-    "score": 112747,
+    "publishedAt": "2026-05-14T03:20:03Z",
+    "score": 112753,
     "tags": [
       "Rust",
       "compiler",
@@ -1161,8 +1142,8 @@
     "url": "https://github.com/denoland/deno",
     "excerpt": "A modern runtime for JavaScript and TypeScript.",
     "author": "denoland",
-    "publishedAt": "2026-05-13T14:56:28Z",
-    "score": 106666,
+    "publishedAt": "2026-05-14T04:07:50Z",
+    "score": 106663,
     "tags": [
       "Rust",
       "deno",
@@ -1184,8 +1165,8 @@
     "url": "https://github.com/tauri-apps/tauri",
     "excerpt": "Build smaller, faster, and more secure desktop and mobile applications with a web frontend.",
     "author": "tauri-apps",
-    "publishedAt": "2026-05-13T08:04:06Z",
-    "score": 106576,
+    "publishedAt": "2026-05-13T16:19:58Z",
+    "score": 106594,
     "tags": [
       "Rust",
       "desktop-app",
@@ -1211,7 +1192,7 @@
     "excerpt": "Design patterns implemented in Java",
     "author": "iluwatar",
     "publishedAt": "2026-05-08T14:26:45Z",
-    "score": 93984,
+    "score": 93987,
     "tags": [
       "Java",
       "awesome-list",
@@ -1236,8 +1217,8 @@
     "url": "https://github.com/astral-sh/uv",
     "excerpt": "An extremely fast Python package and project manager, written in Rust.",
     "author": "astral-sh",
-    "publishedAt": "2026-05-13T14:04:50Z",
-    "score": 84854,
+    "publishedAt": "2026-05-14T00:56:21Z",
+    "score": 84882,
     "tags": [
       "Rust",
       "packaging",
@@ -1259,8 +1240,8 @@
     "url": "https://github.com/zed-industries/zed",
     "excerpt": "Code at the speed of thought – Zed is a high-performance, multiplayer code editor from the creators of Atom and Tree-sitter.",
     "author": "zed-industries",
-    "publishedAt": "2026-05-13T15:04:34Z",
-    "score": 82661,
+    "publishedAt": "2026-05-14T01:27:16Z",
+    "score": 82703,
     "tags": [
       "Rust",
       "gpui",
@@ -1281,8 +1262,8 @@
     "url": "https://github.com/openai/codex",
     "excerpt": "Lightweight coding agent that runs in your terminal",
     "author": "openai",
-    "publishedAt": "2026-05-13T15:11:54Z",
-    "score": 82331,
+    "publishedAt": "2026-05-14T04:03:21Z",
+    "score": 82442,
     "tags": [
       "Rust"
     ],