The Great SaaS Gaslight
https://www.reddit.com/r/programming/comments/1ofvtas/the_great_saas_gaslight/
submitted by /u/pyeri (https://www.reddit.com/user/pyeri)
[link] (https://unworkableideas.com/the-great-saas-lighting-how-it-users-got-gaslit/) [comments] (https://www.reddit.com/r/programming/comments/1ofvtas/the_great_saas_gaslight/)
https://www.reddit.com/r/programming/comments/1ofvtas/the_great_saas_gaslight/
submitted by /u/pyeri (https://www.reddit.com/user/pyeri)
[link] (https://unworkableideas.com/the-great-saas-lighting-how-it-users-got-gaslit/) [comments] (https://www.reddit.com/r/programming/comments/1ofvtas/the_great_saas_gaslight/)
[R] Bauform: Production-Grade Code Generation with Cryptographic Verification (100% success rate)
https://www.reddit.com/r/programming/comments/1ofwhd5/r_bauform_productiongrade_code_generation_with/
<!-- SC_OFF -->We present Bauform, a production-grade codegen system generating, deploying, and validating working tools with cryptographic signatures. Four for four tools public, instant deploy, no debugging needed. Key: - Multi-model orchestration - Automated validation (functional, security, performance, stability) - Ed25519 signature on all results - API: https://bauform-beta.fly.dev (https://bauform-beta.fly.dev/) Full details: https://bauformsoftware.com (https://bauformsoftware.com/) Verification scripts: https://github.com/tekodu/bauform-evals <!-- SC_ON --> submitted by /u/deviolenza (https://www.reddit.com/user/deviolenza)
[link] (https://doi.org/10.5281/zenodo.17438526) [comments] (https://www.reddit.com/r/programming/comments/1ofwhd5/r_bauform_productiongrade_code_generation_with/)
https://www.reddit.com/r/programming/comments/1ofwhd5/r_bauform_productiongrade_code_generation_with/
<!-- SC_OFF -->We present Bauform, a production-grade codegen system generating, deploying, and validating working tools with cryptographic signatures. Four for four tools public, instant deploy, no debugging needed. Key: - Multi-model orchestration - Automated validation (functional, security, performance, stability) - Ed25519 signature on all results - API: https://bauform-beta.fly.dev (https://bauform-beta.fly.dev/) Full details: https://bauformsoftware.com (https://bauformsoftware.com/) Verification scripts: https://github.com/tekodu/bauform-evals <!-- SC_ON --> submitted by /u/deviolenza (https://www.reddit.com/user/deviolenza)
[link] (https://doi.org/10.5281/zenodo.17438526) [comments] (https://www.reddit.com/r/programming/comments/1ofwhd5/r_bauform_productiongrade_code_generation_with/)
A Practical Tour of How Code Runs: Binaries, Bytecode and Shared Libraries
https://www.reddit.com/r/programming/comments/1ofxr7i/a_practical_tour_of_how_code_runs_binaries/
submitted by /u/Helpful_Geologist430 (https://www.reddit.com/user/Helpful_Geologist430)
[link] (https://cefboud.com/posts/code-binaries-bytecode-shared-libs/) [comments] (https://www.reddit.com/r/programming/comments/1ofxr7i/a_practical_tour_of_how_code_runs_binaries/)
https://www.reddit.com/r/programming/comments/1ofxr7i/a_practical_tour_of_how_code_runs_binaries/
submitted by /u/Helpful_Geologist430 (https://www.reddit.com/user/Helpful_Geologist430)
[link] (https://cefboud.com/posts/code-binaries-bytecode-shared-libs/) [comments] (https://www.reddit.com/r/programming/comments/1ofxr7i/a_practical_tour_of_how_code_runs_binaries/)
What Does Print Function Do?
https://www.reddit.com/r/programming/comments/1ofz4hk/what_does_print_function_do/
submitted by /u/tanishqq4 (https://www.reddit.com/user/tanishqq4)
[link] (https://youtu.be/-sULjNWBaTM) [comments] (https://www.reddit.com/r/programming/comments/1ofz4hk/what_does_print_function_do/)
https://www.reddit.com/r/programming/comments/1ofz4hk/what_does_print_function_do/
submitted by /u/tanishqq4 (https://www.reddit.com/user/tanishqq4)
[link] (https://youtu.be/-sULjNWBaTM) [comments] (https://www.reddit.com/r/programming/comments/1ofz4hk/what_does_print_function_do/)
Concrete types yield better maintainability
https://www.reddit.com/r/programming/comments/1og076s/concrete_types_yield_better_maintainability/
submitted by /u/alefore (https://www.reddit.com/user/alefore)
[link] (https://alejo.ch/3hb) [comments] (https://www.reddit.com/r/programming/comments/1og076s/concrete_types_yield_better_maintainability/)
https://www.reddit.com/r/programming/comments/1og076s/concrete_types_yield_better_maintainability/
submitted by /u/alefore (https://www.reddit.com/user/alefore)
[link] (https://alejo.ch/3hb) [comments] (https://www.reddit.com/r/programming/comments/1og076s/concrete_types_yield_better_maintainability/)
[Tool] I created a simple technique to give AI coding assistants persistent memory across sessions
https://www.reddit.com/r/programming/comments/1ogd5jh/tool_i_created_a_simple_technique_to_give_ai/
<!-- SC_OFF -->``` TL;DR: Use a PROJECT_JOURNAL.md file to maintain context with AI assistants. Free template available. The Problem Working with AI assistants (Claude, ChatGPT, Copilot) is great, but they forget everything between sessions. You constantly re-explain your project, decisions, and context. The Solution A Project Journal - a markdown file that acts as your AI's memory bank. Structure: - Team & project overview - Tech stack decisions & rationale - Completed features - Session logs - Current status & next steps Usage: Start session: "Read PROJECT_JOURNAL.md" End session: "Update PROJECT_JOURNAL.md with progress" Real-world results: Used this building Vibe CMS (social platform, PHP/flat-file). AI now remembers: - All tech decisions & why - Past session work - Project philosophy - What's next Saves ~15 min/session. Better decisions. Natural documentation. Template: https://github.com/CursorWP/ai-project-journal CC0 license (public domain). Works with any AI. Thoughts? Improvements? I'd love feedback! ``` <!-- SC_ON --> submitted by /u/Funny-Exit5250 (https://www.reddit.com/user/Funny-Exit5250)
[link] (https://github.com/CursorWP/ai-project-journal) [comments] (https://www.reddit.com/r/programming/comments/1ogd5jh/tool_i_created_a_simple_technique_to_give_ai/)
https://www.reddit.com/r/programming/comments/1ogd5jh/tool_i_created_a_simple_technique_to_give_ai/
<!-- SC_OFF -->``` TL;DR: Use a PROJECT_JOURNAL.md file to maintain context with AI assistants. Free template available. The Problem Working with AI assistants (Claude, ChatGPT, Copilot) is great, but they forget everything between sessions. You constantly re-explain your project, decisions, and context. The Solution A Project Journal - a markdown file that acts as your AI's memory bank. Structure: - Team & project overview - Tech stack decisions & rationale - Completed features - Session logs - Current status & next steps Usage: Start session: "Read PROJECT_JOURNAL.md" End session: "Update PROJECT_JOURNAL.md with progress" Real-world results: Used this building Vibe CMS (social platform, PHP/flat-file). AI now remembers: - All tech decisions & why - Past session work - Project philosophy - What's next Saves ~15 min/session. Better decisions. Natural documentation. Template: https://github.com/CursorWP/ai-project-journal CC0 license (public domain). Works with any AI. Thoughts? Improvements? I'd love feedback! ``` <!-- SC_ON --> submitted by /u/Funny-Exit5250 (https://www.reddit.com/user/Funny-Exit5250)
[link] (https://github.com/CursorWP/ai-project-journal) [comments] (https://www.reddit.com/r/programming/comments/1ogd5jh/tool_i_created_a_simple_technique_to_give_ai/)
How I cleared AWS Solution Architect Associate on first attempt (800+ score) — strategy and efficient prep plan
https://www.reddit.com/r/programming/comments/1ogegby/how_i_cleared_aws_solution_architect_associate_on/
<!-- SC_OFF -->Hey everyone, I cleared the AWS Solution Architect Associate (SAA-C03) exam on my first attempt with 800+ marks, and I made a short video sharing exactly how I prepared — the strategy, mindset, and resources that helped me do it in limited time. Instead of just listing courses, I focused on: • The optimal learning order (services to study first that give maximum exam coverage) • How to connect theory with hands-on practice efficiently • The mock tests & whitepapers that actually matter • Common traps people fall into and how to avoid them I made the video to help developers who want to transition into cloud architecture roles or strengthen backend + infrastructure knowledge for interviews. https://youtu.be/iFAur7vQvZw If you’ve taken the exam or are preparing, I’d love to hear your experience or resources that worked for you too! <!-- SC_ON --> submitted by /u/abhishekkumar333 (https://www.reddit.com/user/abhishekkumar333)
[link] (https://youtu.be/iFAur7vQvZw) [comments] (https://www.reddit.com/r/programming/comments/1ogegby/how_i_cleared_aws_solution_architect_associate_on/)
https://www.reddit.com/r/programming/comments/1ogegby/how_i_cleared_aws_solution_architect_associate_on/
<!-- SC_OFF -->Hey everyone, I cleared the AWS Solution Architect Associate (SAA-C03) exam on my first attempt with 800+ marks, and I made a short video sharing exactly how I prepared — the strategy, mindset, and resources that helped me do it in limited time. Instead of just listing courses, I focused on: • The optimal learning order (services to study first that give maximum exam coverage) • How to connect theory with hands-on practice efficiently • The mock tests & whitepapers that actually matter • Common traps people fall into and how to avoid them I made the video to help developers who want to transition into cloud architecture roles or strengthen backend + infrastructure knowledge for interviews. https://youtu.be/iFAur7vQvZw If you’ve taken the exam or are preparing, I’d love to hear your experience or resources that worked for you too! <!-- SC_ON --> submitted by /u/abhishekkumar333 (https://www.reddit.com/user/abhishekkumar333)
[link] (https://youtu.be/iFAur7vQvZw) [comments] (https://www.reddit.com/r/programming/comments/1ogegby/how_i_cleared_aws_solution_architect_associate_on/)
Creating a series, Backend from ground up for all backend enthusiasts
https://www.reddit.com/r/programming/comments/1ogen6j/creating_a_series_backend_from_ground_up_for_all/
<!-- SC_OFF -->Anyone planning to switch from frontend to backend, or newbies looking to understand backend from first principles. Do follow me on medium. You will get ample amount of insights as there is always something more to learn. And here is the link to Part 1 - https://medium.com/@pchippigiri/understanding-http-for-backend-engineers-part-1-54d16de6bad1 <!-- SC_ON --> submitted by /u/Comfortable-Fan-580 (https://www.reddit.com/user/Comfortable-Fan-580)
[link] (https://medium.com/@pchippigiri/all-about-http-part-2-4777ea02e722) [comments] (https://www.reddit.com/r/programming/comments/1ogen6j/creating_a_series_backend_from_ground_up_for_all/)
https://www.reddit.com/r/programming/comments/1ogen6j/creating_a_series_backend_from_ground_up_for_all/
<!-- SC_OFF -->Anyone planning to switch from frontend to backend, or newbies looking to understand backend from first principles. Do follow me on medium. You will get ample amount of insights as there is always something more to learn. And here is the link to Part 1 - https://medium.com/@pchippigiri/understanding-http-for-backend-engineers-part-1-54d16de6bad1 <!-- SC_ON --> submitted by /u/Comfortable-Fan-580 (https://www.reddit.com/user/Comfortable-Fan-580)
[link] (https://medium.com/@pchippigiri/all-about-http-part-2-4777ea02e722) [comments] (https://www.reddit.com/r/programming/comments/1ogen6j/creating_a_series_backend_from_ground_up_for_all/)
Java project
https://www.reddit.com/r/programming/comments/1ogevb7/java_project/
<!-- SC_OFF -->Hey everyone I recently created a simple open-source project called “Simple Java Web Engine” I’m looking for support whether that’s / stars, forks, feedback , ideas for improvement, or contributors who want to help enhance it 🙏 <!-- SC_ON --> submitted by /u/0xh7 (https://www.reddit.com/user/0xh7)
[link] (https://github.com/0xh7/Simple-Java-Web-Engine) [comments] (https://www.reddit.com/r/programming/comments/1ogevb7/java_project/)
https://www.reddit.com/r/programming/comments/1ogevb7/java_project/
<!-- SC_OFF -->Hey everyone I recently created a simple open-source project called “Simple Java Web Engine” I’m looking for support whether that’s / stars, forks, feedback , ideas for improvement, or contributors who want to help enhance it 🙏 <!-- SC_ON --> submitted by /u/0xh7 (https://www.reddit.com/user/0xh7)
[link] (https://github.com/0xh7/Simple-Java-Web-Engine) [comments] (https://www.reddit.com/r/programming/comments/1ogevb7/java_project/)
micro-frontend platform that standardizes development, deployment, and execution of frontend experiences.
https://www.reddit.com/r/programming/comments/1ogfp59/microfrontend_platform_that_standardizes/
submitted by /u/Mittalmailbox (https://www.reddit.com/user/Mittalmailbox)
[link] (https://1fe.com/) [comments] (https://www.reddit.com/r/programming/comments/1ogfp59/microfrontend_platform_that_standardizes/)
https://www.reddit.com/r/programming/comments/1ogfp59/microfrontend_platform_that_standardizes/
submitted by /u/Mittalmailbox (https://www.reddit.com/user/Mittalmailbox)
[link] (https://1fe.com/) [comments] (https://www.reddit.com/r/programming/comments/1ogfp59/microfrontend_platform_that_standardizes/)
anyone learning MLSys?
https://www.reddit.com/r/programming/comments/1ogfwi5/anyone_learning_mlsys/
<!-- SC_OFF -->I do such things on my free time. cuda, compilers or whatever GPU go brrrs…. I’m making a discord channel for casual chatting room for mlsys engineers. do you want join? if you’re interested! dm me <!-- SC_ON --> submitted by /u/ita9naiwa (https://www.reddit.com/user/ita9naiwa)
[link] (https://ita9naiwa.github.io/) [comments] (https://www.reddit.com/r/programming/comments/1ogfwi5/anyone_learning_mlsys/)
https://www.reddit.com/r/programming/comments/1ogfwi5/anyone_learning_mlsys/
<!-- SC_OFF -->I do such things on my free time. cuda, compilers or whatever GPU go brrrs…. I’m making a discord channel for casual chatting room for mlsys engineers. do you want join? if you’re interested! dm me <!-- SC_ON --> submitted by /u/ita9naiwa (https://www.reddit.com/user/ita9naiwa)
[link] (https://ita9naiwa.github.io/) [comments] (https://www.reddit.com/r/programming/comments/1ogfwi5/anyone_learning_mlsys/)
I created my own POSIX compatible shell - cjsh
https://www.reddit.com/r/programming/comments/1ogg83x/i_created_my_own_posix_compatible_shell_cjsh/
submitted by /u/CadenFinley (https://www.reddit.com/user/CadenFinley)
[link] (https://github.com/CadenFinley/CJsShell) [comments] (https://www.reddit.com/r/programming/comments/1ogg83x/i_created_my_own_posix_compatible_shell_cjsh/)
https://www.reddit.com/r/programming/comments/1ogg83x/i_created_my_own_posix_compatible_shell_cjsh/
submitted by /u/CadenFinley (https://www.reddit.com/user/CadenFinley)
[link] (https://github.com/CadenFinley/CJsShell) [comments] (https://www.reddit.com/r/programming/comments/1ogg83x/i_created_my_own_posix_compatible_shell_cjsh/)
Red: a TUI Redis client
https://www.reddit.com/r/programming/comments/1oggowp/red_a_tui_redis_client/
submitted by /u/evertdespiegeleer (https://www.reddit.com/user/evertdespiegeleer)
[link] (https://github.com/evertdespiegeleer/red-cli) [comments] (https://www.reddit.com/r/programming/comments/1oggowp/red_a_tui_redis_client/)
https://www.reddit.com/r/programming/comments/1oggowp/red_a_tui_redis_client/
submitted by /u/evertdespiegeleer (https://www.reddit.com/user/evertdespiegeleer)
[link] (https://github.com/evertdespiegeleer/red-cli) [comments] (https://www.reddit.com/r/programming/comments/1oggowp/red_a_tui_redis_client/)
5 Hard-Won Lessons from a Year of Rebuilding a Search System
https://www.reddit.com/r/programming/comments/1ogklk9/5_hardwon_lessons_from_a_year_of_rebuilding_a/
<!-- SC_OFF -->Hey everyone, I wanted to start a discussion on an experience I had after a year of rebuilding a core search system. As an experienced architect, I was struck by how this specific domain (user-facing search) forces a different application of our fundamental principles. It's not that "velocity," "data-first," or "business-value" are new, but their prioritization and implementation in this context are highly non-obvious. These are the 5 key "refinements" we focused on that ultimately led to our success: It's a Data & Product Problem First. We had to shift focus from pure algorithm/infrastructure elegance to the speed and quality of our user data feedback loops. This was the #1 unlock. Velocity Unlocks Correctness. We prioritized a scrappy, end-to-end working pipeline to get A/B data fast. This validation loop allowed us to find correctness, rather than just guessing at it in isolation. Business Impact is the North Star. We moved away from treating offline metrics (like nDCG) as the goal. They became debugging tools, while the real north star became a core business KPI (engagement, retention, etc.). Blurring Lines Unlocks Synergy. We had to break down the rigid silos between Data Science, Backend, and Platform. Progress ignited when data scientists could run A/B tests and backend engineers could explore user data directly. A Product Mindset is the Compass. We re-focused from "building the most elegant system" to "building the most effective system for the user." This clarity made all the difficult technical trade-offs obvious. Has anyone else found that applying core principles in domains like ML/search forces a similar re-prioritization? Would love to hear your experiences. <!-- SC_ON --> submitted by /u/Journerist (https://www.reddit.com/user/Journerist)
[link] (https://www.sebastiansigl.com/blog/rebuilding-search-lessons-learned) [comments] (https://www.reddit.com/r/programming/comments/1ogklk9/5_hardwon_lessons_from_a_year_of_rebuilding_a/)
https://www.reddit.com/r/programming/comments/1ogklk9/5_hardwon_lessons_from_a_year_of_rebuilding_a/
<!-- SC_OFF -->Hey everyone, I wanted to start a discussion on an experience I had after a year of rebuilding a core search system. As an experienced architect, I was struck by how this specific domain (user-facing search) forces a different application of our fundamental principles. It's not that "velocity," "data-first," or "business-value" are new, but their prioritization and implementation in this context are highly non-obvious. These are the 5 key "refinements" we focused on that ultimately led to our success: It's a Data & Product Problem First. We had to shift focus from pure algorithm/infrastructure elegance to the speed and quality of our user data feedback loops. This was the #1 unlock. Velocity Unlocks Correctness. We prioritized a scrappy, end-to-end working pipeline to get A/B data fast. This validation loop allowed us to find correctness, rather than just guessing at it in isolation. Business Impact is the North Star. We moved away from treating offline metrics (like nDCG) as the goal. They became debugging tools, while the real north star became a core business KPI (engagement, retention, etc.). Blurring Lines Unlocks Synergy. We had to break down the rigid silos between Data Science, Backend, and Platform. Progress ignited when data scientists could run A/B tests and backend engineers could explore user data directly. A Product Mindset is the Compass. We re-focused from "building the most elegant system" to "building the most effective system for the user." This clarity made all the difficult technical trade-offs obvious. Has anyone else found that applying core principles in domains like ML/search forces a similar re-prioritization? Would love to hear your experiences. <!-- SC_ON --> submitted by /u/Journerist (https://www.reddit.com/user/Journerist)
[link] (https://www.sebastiansigl.com/blog/rebuilding-search-lessons-learned) [comments] (https://www.reddit.com/r/programming/comments/1ogklk9/5_hardwon_lessons_from_a_year_of_rebuilding_a/)
going fast is about doing less
https://www.reddit.com/r/programming/comments/1ogmted/going_fast_is_about_doing_less/
submitted by /u/BrewedDoritos (https://www.reddit.com/user/BrewedDoritos)
[link] (https://youtu.be/5rb0vvJ7NCY) [comments] (https://www.reddit.com/r/programming/comments/1ogmted/going_fast_is_about_doing_less/)
https://www.reddit.com/r/programming/comments/1ogmted/going_fast_is_about_doing_less/
submitted by /u/BrewedDoritos (https://www.reddit.com/user/BrewedDoritos)
[link] (https://youtu.be/5rb0vvJ7NCY) [comments] (https://www.reddit.com/r/programming/comments/1ogmted/going_fast_is_about_doing_less/)
Maybe the 9-5 Isn’t So Bad After All
https://www.reddit.com/r/programming/comments/1ogp3v1/maybe_the_95_isnt_so_bad_after_all/
submitted by /u/thehustlingengineer (https://www.reddit.com/user/thehustlingengineer)
[link] (https://open.substack.com/pub/thehustlingengineer/p/maybe-the-95-isnt-so-bad-after-all?r=yznlc&utm_medium=ios) [comments] (https://www.reddit.com/r/programming/comments/1ogp3v1/maybe_the_95_isnt_so_bad_after_all/)
https://www.reddit.com/r/programming/comments/1ogp3v1/maybe_the_95_isnt_so_bad_after_all/
submitted by /u/thehustlingengineer (https://www.reddit.com/user/thehustlingengineer)
[link] (https://open.substack.com/pub/thehustlingengineer/p/maybe-the-95-isnt-so-bad-after-all?r=yznlc&utm_medium=ios) [comments] (https://www.reddit.com/r/programming/comments/1ogp3v1/maybe_the_95_isnt_so_bad_after_all/)
Application Monitoring in Java with New Relic (Free Setup)
https://www.reddit.com/r/programming/comments/1ogp9gd/application_monitoring_in_java_with_new_relic/
submitted by /u/integrationninjas (https://www.reddit.com/user/integrationninjas)
[link] (https://youtu.be/swpi7EVsVhc) [comments] (https://www.reddit.com/r/programming/comments/1ogp9gd/application_monitoring_in_java_with_new_relic/)
https://www.reddit.com/r/programming/comments/1ogp9gd/application_monitoring_in_java_with_new_relic/
submitted by /u/integrationninjas (https://www.reddit.com/user/integrationninjas)
[link] (https://youtu.be/swpi7EVsVhc) [comments] (https://www.reddit.com/r/programming/comments/1ogp9gd/application_monitoring_in_java_with_new_relic/)
Lists are Geometric Series
https://www.reddit.com/r/programming/comments/1ogpqoh/lists_are_geometric_series/
submitted by /u/SnooLobsters2755 (https://www.reddit.com/user/SnooLobsters2755)
[link] (https://iacgm.com/articles/adts/) [comments] (https://www.reddit.com/r/programming/comments/1ogpqoh/lists_are_geometric_series/)
https://www.reddit.com/r/programming/comments/1ogpqoh/lists_are_geometric_series/
submitted by /u/SnooLobsters2755 (https://www.reddit.com/user/SnooLobsters2755)
[link] (https://iacgm.com/articles/adts/) [comments] (https://www.reddit.com/r/programming/comments/1ogpqoh/lists_are_geometric_series/)
GlobalCVE — Unified CVE Feed for Developers & Security Tools
https://www.reddit.com/r/programming/comments/1oh4ge4/globalcve_unified_cve_feed_for_developers/
<!-- SC_OFF -->For devs building or maintaining security-aware software, GlobalCVE.xyz aggregates CVE data from multiple global sources (NVD, MITRE, CNNVD, etc.) into one clean feed. It’s open-source GitHub.com/GlobalCVE , API-ready, and designed to make vulnerability tracking less fragmented. Useful if you’re integrating CVE checks into CI/CD, writing scanners, or just want better visibility. <!-- SC_ON --> submitted by /u/reallylonguserthing (https://www.reddit.com/user/reallylonguserthing)
[link] (http://globalcve.xyz/) [comments] (https://www.reddit.com/r/programming/comments/1oh4ge4/globalcve_unified_cve_feed_for_developers/)
https://www.reddit.com/r/programming/comments/1oh4ge4/globalcve_unified_cve_feed_for_developers/
<!-- SC_OFF -->For devs building or maintaining security-aware software, GlobalCVE.xyz aggregates CVE data from multiple global sources (NVD, MITRE, CNNVD, etc.) into one clean feed. It’s open-source GitHub.com/GlobalCVE , API-ready, and designed to make vulnerability tracking less fragmented. Useful if you’re integrating CVE checks into CI/CD, writing scanners, or just want better visibility. <!-- SC_ON --> submitted by /u/reallylonguserthing (https://www.reddit.com/user/reallylonguserthing)
[link] (http://globalcve.xyz/) [comments] (https://www.reddit.com/r/programming/comments/1oh4ge4/globalcve_unified_cve_feed_for_developers/)
OpenAI Atlas "Agent Mode" Just Made ARIA Tags the Most Important Thing on Your Roadmap
https://www.reddit.com/r/programming/comments/1oh8lug/openai_atlas_agent_mode_just_made_aria_tags_the/
<!-- SC_OFF -->I've been analyzing the new OpenAI Atlas browser, and most people are missing the biggest takeaway for developers. So I spent time digging into the technical architecture for an article I was writing, and the reality is way more complex. This isn't a browser; it's an agent platform. Article (https://medium.com/ai-advances/openai-atlas-beyond-the-browser-window-unpacking-agentic-web-ai-memories-the-future-of-7a1900fe0999?sk=f86d5cadb904bb8aae15458cfcc71e72) The two things that matter are: "Browser Memories": It's an optional-in feature that builds a personal, queryable knowledge graph of what you see. You can ask it, "Find that article I read last week about Python and summarize the main point." It's a persistent, long-term memory for your AI. "Agent Mode": This is the part that's both amazing and terrifying. It's an AI that can actually click buttons and fill out forms on your behalf. It's not a dumb script; it's using the LLM to understand the page's intent. The crazy part is the security. OpenAI openly admits this is vulnerable to "indirect prompt injection" (i.e., a malicious prompt hidden on a webpage that your agent reads). We all know about "Agent Mode" the feature that lets the AI autonomously navigate websites, fill forms, and click buttons. But how does it know what to click? It's not just using brittle selectors. It's using the LLM to semantically understand the DOM. And the single best way to give it unambiguous instructions? ARIA tags. That you styled to look like a button? The agent might get confused. But a ? That's a direct, machine-readable instruction. Accessibility has always been important, but I'd argue it's now mission-critical for "Agent-SEO." We're about to see a whole new discipline of optimizing sites for AI agents, and it starts with proper semantic HTML and ARIA. I wrote a deeper guide on this, including the massive security flaw (indirect prompt injection) that this all introduces. If you build for the web, this is going to affect you. link (https://medium.com/ai-advances/openai-atlas-beyond-the-browser-window-unpacking-agentic-web-ai-memories-the-future-of-7a1900fe0999?sk=f86d5cadb904bb8aae15458cfcc71e72) <!-- SC_ON --> submitted by /u/Paper-Superb (https://www.reddit.com/user/Paper-Superb)
[link] (https://medium.com/ai-advances/openai-atlas-beyond-the-browser-window-unpacking-agentic-web-ai-memories-the-future-of-7a1900fe0999?sk=f86d5cadb904bb8aae15458cfcc71e72) [comments] (https://www.reddit.com/r/programming/comments/1oh8lug/openai_atlas_agent_mode_just_made_aria_tags_the/)
https://www.reddit.com/r/programming/comments/1oh8lug/openai_atlas_agent_mode_just_made_aria_tags_the/
<!-- SC_OFF -->I've been analyzing the new OpenAI Atlas browser, and most people are missing the biggest takeaway for developers. So I spent time digging into the technical architecture for an article I was writing, and the reality is way more complex. This isn't a browser; it's an agent platform. Article (https://medium.com/ai-advances/openai-atlas-beyond-the-browser-window-unpacking-agentic-web-ai-memories-the-future-of-7a1900fe0999?sk=f86d5cadb904bb8aae15458cfcc71e72) The two things that matter are: "Browser Memories": It's an optional-in feature that builds a personal, queryable knowledge graph of what you see. You can ask it, "Find that article I read last week about Python and summarize the main point." It's a persistent, long-term memory for your AI. "Agent Mode": This is the part that's both amazing and terrifying. It's an AI that can actually click buttons and fill out forms on your behalf. It's not a dumb script; it's using the LLM to understand the page's intent. The crazy part is the security. OpenAI openly admits this is vulnerable to "indirect prompt injection" (i.e., a malicious prompt hidden on a webpage that your agent reads). We all know about "Agent Mode" the feature that lets the AI autonomously navigate websites, fill forms, and click buttons. But how does it know what to click? It's not just using brittle selectors. It's using the LLM to semantically understand the DOM. And the single best way to give it unambiguous instructions? ARIA tags. That you styled to look like a button? The agent might get confused. But a ? That's a direct, machine-readable instruction. Accessibility has always been important, but I'd argue it's now mission-critical for "Agent-SEO." We're about to see a whole new discipline of optimizing sites for AI agents, and it starts with proper semantic HTML and ARIA. I wrote a deeper guide on this, including the massive security flaw (indirect prompt injection) that this all introduces. If you build for the web, this is going to affect you. link (https://medium.com/ai-advances/openai-atlas-beyond-the-browser-window-unpacking-agentic-web-ai-memories-the-future-of-7a1900fe0999?sk=f86d5cadb904bb8aae15458cfcc71e72) <!-- SC_ON --> submitted by /u/Paper-Superb (https://www.reddit.com/user/Paper-Superb)
[link] (https://medium.com/ai-advances/openai-atlas-beyond-the-browser-window-unpacking-agentic-web-ai-memories-the-future-of-7a1900fe0999?sk=f86d5cadb904bb8aae15458cfcc71e72) [comments] (https://www.reddit.com/r/programming/comments/1oh8lug/openai_atlas_agent_mode_just_made_aria_tags_the/)