{"id":34475,"date":"2025-06-19T13:44:49","date_gmt":"2025-06-19T13:44:49","guid":{"rendered":"https:\/\/www.duck9.com\/blog\/?p=34475"},"modified":"2025-06-19T11:17:25","modified_gmt":"2025-06-19T15:17:25","slug":"what-this-ai-meetup-needs-is-a-webpage","status":"publish","type":"post","link":"https:\/\/www.duck9.com\/blog\/what-this-ai-meetup-needs-is-a-webpage\/","title":{"rendered":"What This AI Meetup Needs is a Webpage"},"content":{"rendered":"<div class=\"postie-post\">\n<div>\n<div dir=\"ltr\">\n<p><img decoding=\"async\" id=\"9D965355-58AC-472F-96FB-6A388A3A0DBB\" alt=\"IMG_5105.jpg\" src=\"https:\/\/www.duck9.com\/wp-content\/uploads\/2025\/06\/IMG_5105.jpg\"><\/div>\n<div><\/div>\n<p style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0);\"><span style=\"font-kerning: none;\">Vibe coding w Bitcoin Maxi\u2019s via Socratic #3 topics<\/span><\/p>\n<p style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 12px; line-height: normal; font-family: \"Times New Roman\"; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0); min-height: 13.8px;\"><span style=\"font-kerning: none;\"><\/span><\/p>\n<ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0);\"><span style=\"font-kerning: none;\">Agents<\/span><\/li>\n<ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">OpenAI Codex: <a href=\"https:\/\/openai.com\/index\/introducing-codex\/\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/openai.com\/index\/introducing-codex\/<\/span><\/a><\/span><\/li>\n<\/ul>\n<\/ul>\n<ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0);\"><span style=\"font-kerning: none;\">Google Coding Agent: <a href=\"https:\/\/jules.google\/\"><span style=\"font-kerning: none; color: rgb(17, 85, 204); -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/jules.google<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Github Copilot <a href=\"https:\/\/github.blog\/changelog\/2025-05-19-github-copilot-coding-agent-in-public-preview\/\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/github.blog\/changelog\/2025-05-19-github-copilot-coding-agent-in-public-preview\/<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Claude Code SDK: <a href=\"https:\/\/docs.anthropic.com\/en\/docs\/claude-code\/sdk\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/docs.anthropic.com\/en\/docs\/claude-code\/sdk<\/span><\/a><\/span><\/li>\n<ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"text-decoration: underline; font-kerning: none;\"><a href=\"https:\/\/github.com\/OpenSecretCloud\/Maple\/issues\/120\">https:\/\/github.com\/OpenSecretCloud\/Maple\/issues\/120<\/a><\/span><\/li>\n<\/ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Amp <a href=\"https:\/\/ampcode.com\/how-i-use-amp\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/ampcode.com\/how-i-use-amp<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Don\u2019t build multi agents: <a href=\"https:\/\/cognition.ai\/blog\/dont-build-multi-agents\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/cognition.ai\/blog\/dont-build-multi-agents<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Anthropic agent research system: <span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\"><a href=\"https:\/\/www.anthropic.com\/engineering\/built-multi-agent-research-system\">https:\/\/www.anthropic.com\/engineering\/built-multi-agent-research-system<\/a><\/span><\/span><\/li>\n<\/ul>\n<ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">LLM memory: <a href=\"https:\/\/grantslatton.com\/llm-memory\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/grantslatton.com\/llm-memory<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Circuit tracing tools for LLMs <a href=\"https:\/\/www.anthropic.com\/research\/open-source-circuit-tracing\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/www.anthropic.com\/research\/open-source-circuit-tracing<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Jack vibing <a href=\"https:\/\/github.com\/block\/goose\/issues?q=is%3Apr+is%3Aopen+author%3Ajackjackbits\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/github.com\/block\/goose\/issues?q=is%3Apr+is%3Aopen+author%3Ajackjackbits<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">AI Skeptic: <a href=\"https:\/\/fly.io\/blog\/youre-all-nuts\/\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/fly.io\/blog\/youre-all-nuts\/<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0);\"><span style=\"font-kerning: none;\">Models<\/span><\/li>\n<ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">CPU music model <a href=\"https:\/\/x.com\/StabilityAI\/status\/1922675163411497094\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/x.com\/StabilityAI\/status\/1922675163411497094<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Devstral dev model: <a href=\"https:\/\/mistral.ai\/news\/devstral\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/mistral.ai\/news\/devstral<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">New model for windsurf: <a href=\"https:\/\/windsurf.com\/blog\/windsurf-wave-9-swe-1\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/windsurf.com\/blog\/windsurf-wave-9-swe-1<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Apple <a href=\"https:\/\/machinelearning.apple.com\/research\/apple-foundation-models-2025-updates\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/machinelearning.apple.com\/research\/apple-foundation-models-2025-updates<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0);\"><span style=\"font-kerning: none;\">Claude 4&nbsp;<\/span><\/li>\n<ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"text-decoration: underline; font-kerning: none;\"><a href=\"https:\/\/www.anthropic.com\/news\/claude-4\">https:\/\/www.anthropic.com\/news\/claude-4<\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"text-decoration: underline; font-kerning: none;\"><a href=\"https:\/\/x.com\/benhylak\/status\/1925619639859478644\">https:\/\/x.com\/benhylak\/status\/1925619639859478644<\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"text-decoration: underline; font-kerning: none;\"><a href=\"https:\/\/simonwillison.net\/2025\/May\/25\/claude-4-system-prompt\/\">https:\/\/simonwillison.net\/2025\/May\/25\/claude-4-system-prompt\/<\/a><\/span><\/li>\n<\/ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Gemini 2.5 Family: <a href=\"https:\/\/blog.google\/products\/gemini\/gemini-2-5-model-family-expands\/\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/blog.google\/products\/gemini\/gemini-2-5-model-family-expands\/<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Creative Commons model: <a href=\"https:\/\/huggingface.co\/blog\/stellaathena\/common-pile\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/huggingface.co\/blog\/stellaathena\/common-pile<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0);\"><span style=\"font-kerning: none;\">Magistra (Mistral Thinking Model)l: <a href=\"https:\/\/mistral.ai\/news\/magistral\"><span style=\"font-kerning: none; color: rgb(17, 85, 204); -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/mistral.ai\/news\/magistral<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0);\"><span style=\"font-kerning: none;\">Psyche<\/span><\/li>\n<ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"text-decoration: underline; font-kerning: none;\"><a href=\"https:\/\/nousresearch.com\/nous-psyche\/\">https:\/\/nousresearch.com\/nous-psyche\/<\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"text-decoration: underline; font-kerning: none;\"><a href=\"https:\/\/psyche.network\/\">https:\/\/psyche.network\/<\/a><\/span><\/li>\n<\/ul>\n<\/ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0);\"><span style=\"font-kerning: none;\">Evals<\/span><\/li>\n<ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Eval startups fail: <a href=\"https:\/\/thomasliao.com\/eval-startups\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/thomasliao.com\/eval-startups<\/span><\/a><\/span><\/li>\n<\/ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0);\"><span style=\"font-kerning: none;\">Privacy<\/span><\/li>\n<ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Signal prez <a href=\"https:\/\/x.com\/mer__edith\/status\/1925236198672314615\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/x.com\/mer__edith\/status\/1925236198672314615<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Secure minions <a href=\"https:\/\/ollama.com\/blog\/secureminions\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/ollama.com\/blog\/secureminions<\/span><\/a><\/span><\/li>\n<\/ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0);\"><span style=\"font-kerning: none;\">MCP<\/span><\/li>\n<ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">GitHub MCP vulnerability: <a href=\"https:\/\/invariantlabs.ai\/blog\/mcp-github-vulnerability\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/invariantlabs.ai\/blog\/mcp-github-vulnerability<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Blocks Playbook for MCP: <a href=\"https:\/\/engineering.block.xyz\/blog\/blocks-playbook-for-designing-mcp-servers\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/engineering.block.xyz\/blog\/blocks-playbook-for-designing-mcp-servers<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">ChatGPT adds MCP: <a href=\"https:\/\/platform.openai.com\/docs\/mcp\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/platform.openai.com\/docs\/mcp<\/span><\/a><\/span><\/li>\n<\/ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0);\"><span style=\"font-kerning: none;\">Research<\/span><\/li>\n<ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">RLVR on Qwen2.5-Math models with completely random or incorrect rewards: <a href=\"https:\/\/rethink-rlvr.notion.site\/Spurious-Rewards-Rethinking-Training-Signals-in-RLVR-1f4df34dac1880948858f95aeb88872f\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/rethink-rlvr.notion.site\/Spurious-Rewards-Rethinking-Training-Signals-in-RLVR-1f4df34dac1880948858f95aeb88872f<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Apple paper about reasoning llms <a href=\"https:\/\/x.com\/RubenHssd\/status\/1931389580105925115\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/x.com\/RubenHssd\/status\/1931389580105925115<\/span><\/a><\/span><\/li>\n<ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Claude responds to Apple\u2019s Paper: <a href=\"https:\/\/www.alphaxiv.org\/abs\/2506.09250\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/www.alphaxiv.org\/abs\/2506.09250<\/span><\/a><\/span><\/li>\n<\/ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0);\"><span style=\"font-kerning: none;\">ChatGPT is making us stupid: <a href=\"https:\/\/www.brainonllm.com\/\"><span style=\"font-kerning: none; color: rgb(17, 85, 204); -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/www.brainonllm.com\/<\/span><\/a><\/span><\/li>\n<\/ul>\n<\/ul>\n<p style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 12px; line-height: normal; font-family: \"Times New Roman\"; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0); min-height: 13.8px;\"><span style=\"font-kerning: none;\"><\/span><\/p>\n<p style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 12px; line-height: normal; font-family: \"Times New Roman\"; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0); min-height: 13.8px;\"><span style=\"font-kerning: none;\"><\/span><\/p>\n<p style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0);\"><span style=\"font-size: 14.67px; font-kerning: none;\"><br \/>  <\/span><span style=\"font-kerning: none;\">Socratic #3 Ideas<\/span><\/p>\n<p style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 12px; line-height: normal; font-family: \"Times New Roman\"; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0); min-height: 13.8px;\"><span style=\"font-kerning: none;\"><\/span><\/p>\n<ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"text-decoration: underline; font-kerning: none;\"><a href=\"https:\/\/x.com\/xai\/status\/1923183620606619649\">https:\/\/x.com\/xai\/status\/1923183620606619649<\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0);\"><span style=\"font-kerning: none;\">Cool podcast about <a href=\"https:\/\/github.com\/BoundaryML\/baml\"><span style=\"font-kerning: none; color: rgb(17, 85, 204); -webkit-text-stroke-color: rgb(17, 85, 204);\">BAML<\/span><\/a> &#8211; typesafe DSL for language model interactions. Guy uses small language models instead of LLMs, and makes them expert at narrow tasks. Need for better \u201contologies\u201d for multi-modal graph RAG e.g. <a href=\"https:\/\/www.lettria.com\/features\/lettria-knowledge-studio-ontology-and-enrichment\"><span style=\"font-kerning: none; color: rgb(17, 85, 204); -webkit-text-stroke-color: rgb(17, 85, 204);\">Lettria<\/span><\/a>. Big fan of <a href=\"https:\/\/kuzudb.com\/\"><span style=\"font-kerning: none; color: rgb(17, 85, 204); -webkit-text-stroke-color: rgb(17, 85, 204);\">Kuzu<\/span><\/a>.<\/span><\/li>\n<ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"text-decoration: underline; font-kerning: none;\"><a href=\"https:\/\/open.spotify.com\/episode\/3agvlypsGrXZa0Hkw4m1wc\">https:\/\/open.spotify.com\/episode\/3agvlypsGrXZa0Hkw4m1wc<\/a><\/span><\/li>\n<\/ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">New model for windsurf: <a href=\"https:\/\/windsurf.com\/blog\/windsurf-wave-9-swe-1\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/windsurf.com\/blog\/windsurf-wave-9-swe-1<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Psyche <a href=\"https:\/\/x.com\/NousResearch\/status\/1922744483571171605\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/x.com\/NousResearch\/status\/1922744483571171605<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">CPU music gen model <a href=\"https:\/\/x.com\/StabilityAI\/status\/1922675163411497094\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/x.com\/StabilityAI\/status\/1922675163411497094<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">OpenAI Codex: <a href=\"https:\/\/openai.com\/index\/introducing-codex\/\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/openai.com\/index\/introducing-codex\/<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">LLM memory: <a href=\"https:\/\/grantslatton.com\/llm-memory\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/grantslatton.com\/llm-memory<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0);\"><span style=\"font-kerning: none;\">Google Coding Agent: <a href=\"https:\/\/jules.google\/\"><span style=\"font-kerning: none; color: rgb(17, 85, 204); -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/jules.google<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">GitHub Coding Agent: <a href=\"https:\/\/github.blog\/changelog\/2025-05-19-github-copilot-coding-agent-in-public-preview\/\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/github.blog\/changelog\/2025-05-19-github-copilot-coding-agent-in-public-preview\/<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">mobile first gemma model <a href=\"https:\/\/developers.googleblog.com\/en\/introducing-gemma-3n\/\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/developers.googleblog.com\/en\/introducing-gemma-3n\/<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Devstral dev model: <a href=\"https:\/\/mistral.ai\/news\/devstral\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/mistral.ai\/news\/devstral<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"text-decoration: underline; font-kerning: none;\"><a href=\"https:\/\/x.com\/mer__edith\/status\/1925236198672314615\">https:\/\/x.com\/mer__edith\/status\/1925236198672314615<\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Eval startups fail: <a href=\"https:\/\/thomasliao.com\/eval-startups\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/thomasliao.com\/eval-startups<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">OpenAI adds MCP: <a href=\"https:\/\/openai.com\/index\/new-tools-and-features-in-the-responses-api\/\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/openai.com\/index\/new-tools-and-features-in-the-responses-api\/<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Jony Ive startup <a href=\"https:\/\/www.bloomberg.com\/news\/articles\/2025-05-21\/openai-to-buy-apple-veteran-jony-ive-s-ai-device-startup-in-6-5-billion-deal\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/www.bloomberg.com\/news\/articles\/2025-05-21\/openai-to-buy-apple-veteran-jony-ive-s-ai-device-startup-in-6-5-billion-deal<\/span><\/a><\/span><\/li>\n<ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"text-decoration: underline; font-kerning: none;\"><a href=\"https:\/\/x.com\/bengeskin\/status\/1925552927885640124\">https:\/\/x.com\/bengeskin\/status\/1925552927885640124<\/a><\/span><\/li>\n<\/ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0);\"><span style=\"font-kerning: none;\">Reason-ModernCOLBERT reasoning-intensive retrieval model <a href=\"https:\/\/x.com\/antoine_chaffin\/status\/1925555110521798925\"><span style=\"font-kerning: none; color: rgb(17, 85, 204); -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/x.com\/antoine_chaffin\/status\/1925555110521798925<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Claude 4 <a href=\"https:\/\/www.anthropic.com\/news\/claude-4\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/www.anthropic.com\/news\/claude-4<\/span><\/a><\/span><\/li>\n<ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"text-decoration: underline; font-kerning: none;\"><a href=\"https:\/\/x.com\/benhylak\/status\/1925619639859478644\">https:\/\/x.com\/benhylak\/status\/1925619639859478644<\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"text-decoration: underline; font-kerning: none;\"><a href=\"https:\/\/simonwillison.net\/2025\/May\/25\/claude-4-system-prompt\/\">https:\/\/simonwillison.net\/2025\/May\/25\/claude-4-system-prompt\/<\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 14.7px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0); min-height: 16.9px;\"><span style=\"font-size: 14.67px; font-kerning: none;\"><\/span><\/li>\n<\/ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Gemini diffusion <a href=\"https:\/\/simonwillison.net\/2025\/May\/21\/gemini-diffusion\/\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/simonwillison.net\/2025\/May\/21\/gemini-diffusion\/<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">The way of code: <a href=\"https:\/\/www.thewayofcode.com\/\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/www.thewayofcode.com<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Finding 0days in the Linux kernel: <a href=\"https:\/\/sean.heelan.io\/2025\/05\/22\/how-i-used-o3-to-find-cve-2025-37899-a-remote-zeroday-vulnerability-in-the-linux-kernels-smb-implementation\/\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/sean.heelan.io\/2025\/05\/22\/how-i-used-o3-to-find-cve-2025-37899-a-remote-zeroday-vulnerability-in-the-linux-kernels-smb-implementation\/<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">No rag for coding agents: <a href=\"https:\/\/pashpashpash.substack.com\/p\/why-i-no-longer-recommend-rag-for\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/pashpashpash.substack.com\/p\/why-i-no-longer-recommend-rag-for<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">GitHub MCP vulnerability: <a href=\"https:\/\/invariantlabs.ai\/blog\/mcp-github-vulnerability\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/invariantlabs.ai\/blog\/mcp-github-vulnerability<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Mistral agents api <a href=\"https:\/\/x.com\/MistralAI\/status\/1927364741162307702\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/x.com\/MistralAI\/status\/1927364741162307702<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Relace coding models <a href=\"https:\/\/news.ycombinator.com\/item?id=44108206\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/news.ycombinator.com\/item?id=44108206<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"text-decoration: underline; font-kerning: none;\"><a href=\"https:\/\/x.com\/ctnzr\/status\/1927391895879074047\">https:\/\/x.com\/ctnzr\/status\/1927391895879074047<\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">RLVR on Qwen2.5-Math models with completely random or incorrect rewards: <a href=\"https:\/\/rethink-rlvr.notion.site\/Spurious-Rewards-Rethinking-Training-Signals-in-RLVR-1f4df34dac1880948858f95aeb88872f\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/rethink-rlvr.notion.site\/Spurious-Rewards-Rethinking-Training-Signals-in-RLVR-1f4df34dac1880948858f95aeb88872f<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Circuit tracing tools for LLMs <a href=\"https:\/\/www.anthropic.com\/research\/open-source-circuit-tracing\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/www.anthropic.com\/research\/open-source-circuit-tracing<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Human in the loop for MCP: <a href=\"https:\/\/modelcontextprotocol.io\/specification\/draft\/client\/elicitation\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/modelcontextprotocol.io\/specification\/draft\/client\/elicitation<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">AI diplomacy <a href=\"https:\/\/x.com\/alxai_\/status\/1928504013030347180\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/x.com\/alxai_\/status\/1928504013030347180<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Claude&nbsp; code analysis: <a href=\"https:\/\/southbridge-research.notion.site\/claude-code-an-agentic-cleanroom-analysis\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/southbridge-research.notion.site\/claude-code-an-agentic-cleanroom-analysis<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"text-decoration: underline; font-kerning: none;\"><a href=\"https:\/\/fly.io\/blog\/youre-all-nuts\/\">https:\/\/fly.io\/blog\/youre-all-nuts\/<\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Guide to meta prompting: <a href=\"https:\/\/www.prompthub.us\/blog\/a-complete-guide-to-meta-prompting\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/www.prompthub.us\/blog\/a-complete-guide-to-meta-prompting<\/span><\/a><\/span><\/li>\n<\/ul>\n<ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Secure minions <a href=\"https:\/\/ollama.com\/blog\/secureminions\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/ollama.com\/blog\/secureminions<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">New Gemini 2.5 Pro <a href=\"https:\/\/blog.google\/products\/gemini\/gemini-2-5-pro-latest-preview\/\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/blog.google\/products\/gemini\/gemini-2-5-pro-latest-preview\/<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Creative Commons model: <a href=\"https:\/\/huggingface.co\/blog\/stellaathena\/common-pile\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/huggingface.co\/blog\/stellaathena\/common-pile<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Apple paper about llms <a href=\"https:\/\/x.com\/RubenHssd\/status\/1931389580105925115\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/x.com\/RubenHssd\/status\/1931389580105925115<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"text-decoration: underline; font-kerning: none;\"><a href=\"https:\/\/x.com\/jsngr\/status\/1932200732994019641\">https:\/\/x.com\/jsngr\/status\/1932200732994019641<\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0);\"><span style=\"font-kerning: none;\">Magistra (Mistral Thinking Model)l: <a href=\"https:\/\/mistral.ai\/news\/magistral\"><span style=\"font-kerning: none; color: rgb(17, 85, 204); -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/mistral.ai\/news\/magistral<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Don\u2019t build multi agents: <a href=\"https:\/\/cognition.ai\/blog\/dont-build-multi-agents\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/cognition.ai\/blog\/dont-build-multi-agents<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Claude responds to Apple\u2019s Paper: <a href=\"https:\/\/www.alphaxiv.org\/abs\/2506.09250\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/www.alphaxiv.org\/abs\/2506.09250<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Anthropic agent research system: <a href=\"https:\/\/www.anthropic.com\/engineering\/built-multi-agent-research-system\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/www.anthropic.com\/engineering\/built-multi-agent-research-system<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">ALE Bench: <a href=\"https:\/\/sakana.ai\/ale-bench\/\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/sakana.ai\/ale-bench\/<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Blocks Playbook for MCP: <a href=\"https:\/\/engineering.block.xyz\/blog\/blocks-playbook-for-designing-mcp-servers\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/engineering.block.xyz\/blog\/blocks-playbook-for-designing-mcp-servers<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">Monitoring sabotage: <a href=\"https:\/\/www.anthropic.com\/research\/shade-arena-sabotage-monitoring\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/www.anthropic.com\/research\/shade-arena-sabotage-monitoring<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">OpenAI preventing misalignment: <a href=\"https:\/\/openai.com\/index\/emergent-misalignment\/\"><span style=\"font-kerning: none; -webkit-text-stroke-color: rgb(17, 85, 204);\">https:\/\/openai.com\/index\/emergent-misalignment\/<\/span><\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 14.7px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0); min-height: 16.9px;\"><span style=\"font-size: 14.67px; font-kerning: none;\"><\/span><\/li>\n<\/ul>\n<p style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 12px; line-height: normal; font-family: \"Times New Roman\"; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0); min-height: 13.8px;\"><span style=\"font-kerning: none;\"><\/span><\/p>\n<p style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0);\"><span style=\"font-kerning: none;\">Eval Workshop<\/span><\/p>\n<p style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 12px; line-height: normal; font-family: \"Times New Roman\"; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0); min-height: 13.8px;\"><span style=\"font-kerning: none;\"><\/span><\/p>\n<ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"text-decoration: underline; font-kerning: none;\"><a href=\"https:\/\/x.com\/shyamalanadkat\/status\/1924715644903362869\">Why evals<\/a><\/span><\/li>\n<ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"text-decoration: underline; font-kerning: none;\"><a href=\"https:\/\/theahura.substack.com\/p\/tech-things-xai-screws-up-its-system\">xAI \u201cunauthorized system prompt changes\u201d<\/a><\/span><\/li>\n<\/ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0);\"><span style=\"font-kerning: none;\">Experience with OpenAI Evals<\/span><\/li>\n<ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"text-decoration: underline; font-kerning: none;\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/evals\">OpenAI API tutorial<\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"text-decoration: underline; font-kerning: none;\"><a href=\"https:\/\/platform.openai.com\/evaluations\">https:\/\/platform.openai.com\/evaluations<\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"text-decoration: underline; font-kerning: none;\"><a href=\"https:\/\/www.youtube.com\/watch?v=pgyhq-WagIg&amp;t=623s\">Nice tutorial<\/a><\/span><span style=\"font-kerning: none; color: rgb(0, 0, 0); -webkit-text-stroke-color: rgb(0, 0, 0);\">&nbsp;<\/span><\/li>\n<\/ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"text-decoration: underline; font-kerning: none;\"><a href=\"https:\/\/github.com\/AnthonyRonning\/promptfoo-workshop\">Promptfoo<\/a><\/span><\/li>\n<ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0);\"><span style=\"font-kerning: none;\">Tweet generation<\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0);\"><span style=\"font-kerning: none;\">Movies: external data in csv, compare models, js evaluation<\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0);\"><span style=\"font-kerning: none;\">Jailbreak<\/span><\/li>\n<\/ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0);\"><span style=\"font-kerning: none;\">Huggingface Rag Evaluation&nbsp;<\/span><\/li>\n<ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"text-decoration: underline; font-kerning: none;\"><a href=\"https:\/\/huggingface.co\/learn\/cookbook\/en\/rag_evaluation\">https:\/\/huggingface.co\/learn\/cookbook\/en\/rag_evaluation<\/a><\/span><\/li>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 14.7px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0); min-height: 16.9px;\"><span style=\"font-size: 14.67px; font-kerning: none;\"><\/span><\/li>\n<\/ul>\n<li style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 21px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; color: rgb(17, 85, 204); -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(17, 85, 204);\"><span style=\"text-decoration: underline; font-kerning: none;\"><a href=\"https:\/\/docs.ragas.io\/en\/stable\/getstarted\/rag_eval\/\">Ragas<\/a><\/span><\/li>\n<\/ul>\n<p style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 12px; line-height: normal; font-family: \"Times New Roman\"; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0); min-height: 13.8px;\"><span style=\"font-kerning: none;\"><\/span><\/p>\n<p style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 12px; line-height: normal; font-family: \"Times New Roman\"; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0); min-height: 13.8px;\"><span style=\"font-kerning: none;\"><\/span><\/p>\n<p style=\"margin: 0px; font-style: normal; font-variant-caps: normal; font-stretch: normal; font-size: 14.7px; line-height: normal; font-family: Arial; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-variant-emoji: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; -webkit-text-stroke-width: 0px; -webkit-text-stroke-color: rgb(0, 0, 0);\"><span style=\"font-size: 14.67px; font-kerning: none;\"><br \/>  <\/span><\/p>\n<p>  <br class=\"Apple-interchange-newline\"><img decoding=\"async\" src=\"https:\/\/www.duck9.com\/wp-content\/uploads\/2025\/06\/image.png\" alt=\"image\"><img decoding=\"async\" src=\"https:\/\/www.duck9.com\/wp-content\/uploads\/2025\/06\/image.jpeg\" alt=\"image\"><\/p>\n<div><span style=\"-webkit-tap-highlight-color: rgba(0, 0, 0, 0);\"><br id=\"lineBreakAtBeginningOfSignature\"><\/span><\/p>\n<div dir=\"ltr\">\n<div dir=\"ltr\"><span style=\"background-color: rgba(255, 255, 255, 0);\">WordPress\u2019d from my personal iPhone,&nbsp;<a href=\"tel:650-283-8008\" dir=\"ltr\" x-apple-data-detectors=\"true\" x-apple-data-detectors-type=\"telephone\" x-apple-data-detectors-result=\"1\">650-283-8008<\/a>, number that&nbsp;Steve Jobs texted me on<\/span><\/div>\n<div dir=\"ltr\"><span style=\"background-color: rgba(255, 255, 255, 0);\"><br \/><\/span><\/div>\n<div dir=\"ltr\">\n<div><font color=\"#000000\"><span style=\"caret-color: rgb(0, 0, 0); background-color: rgba(255, 255, 255, 0);\">https:\/\/www.YouTube.com\/watch?v=ejeIz4EhoJ0<\/span><\/font><\/div>\n<div><span style=\"font-size: 13pt;\"><br \/><\/span><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Vibe coding w Bitcoin Maxi\u2019s via Socratic #3 topics Agents OpenAI Codex: https:\/\/openai.com\/index\/introducing-codex\/ Google Coding Agent: https:\/\/jules.google Github Copilot https:\/\/github.blog\/changelog\/2025-05-19-github-copilot-coding-agent-in-public-preview\/ Claude Code SDK: https:\/\/docs.anthropic.com\/en\/docs\/claude-code\/sdk https:\/\/github.com\/OpenSecretCloud\/Maple\/issues\/120 Amp https:\/\/ampcode.com\/how-i-use-amp Don\u2019t build multi agents: https:\/\/cognition.ai\/blog\/dont-build-multi-agents Anthropic agent research system: https:\/\/www.anthropic.com\/engineering\/built-multi-agent-research-system LLM memory: https:\/\/grantslatton.com\/llm-memory Circuit tracing tools for LLMs https:\/\/www.anthropic.com\/research\/open-source-circuit-tracing Jack vibing https:\/\/github.com\/block\/goose\/issues?q=is%3Apr+is%3Aopen+author%3Ajackjackbits AI Skeptic: https:\/\/fly.io\/blog\/youre-all-nuts\/ Models CPU music [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":34476,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-34475","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"post_mailing_queue_ids":[],"_links":{"self":[{"href":"https:\/\/www.duck9.com\/blog\/wp-json\/wp\/v2\/posts\/34475","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.duck9.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.duck9.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.duck9.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.duck9.com\/blog\/wp-json\/wp\/v2\/comments?post=34475"}],"version-history":[{"count":0,"href":"https:\/\/www.duck9.com\/blog\/wp-json\/wp\/v2\/posts\/34475\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.duck9.com\/blog\/wp-json\/wp\/v2\/media\/34476"}],"wp:attachment":[{"href":"https:\/\/www.duck9.com\/blog\/wp-json\/wp\/v2\/media?parent=34475"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.duck9.com\/blog\/wp-json\/wp\/v2\/categories?post=34475"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.duck9.com\/blog\/wp-json\/wp\/v2\/tags?post=34475"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}