{"id":18692,"date":"2024-11-30T22:51:02","date_gmt":"2024-11-30T22:51:02","guid":{"rendered":"\/?p=18692"},"modified":"2024-11-30T23:22:59","modified_gmt":"2024-11-30T23:22:59","slug":"start-with-a-formal-feedback-process-based-on-real-projects","status":"publish","type":"post","link":"\/?p=18692","title":{"rendered":"start with a formal feedback process based on real projects"},"content":{"rendered":"<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"95b9a\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"95b9a-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"95b9a-0-0\"><em>Recommendations for Managing Large-Scale Parallel Development with AI &#8211; start with a formal feedback process based on real projects<\/em><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"b2chv\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"b2chv-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"b2chv-0-0\"><span data-offset-key=\"b2chv-0-0\">\u00a0<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"2d53o\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"2d53o-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"2d53o-0-0\"><strong>Richard Collins:<\/strong><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"9rq44\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"9rq44-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"9rq44-0-0\"><span data-offset-key=\"9rq44-0-0\">\u00a0<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"1pe14\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"1pe14-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"1pe14-0-0\"><span data-offset-key=\"1pe14-0-0\">That worked, sort of. You got the pixel counts to work but the RG RB GB scattergrams disappeared.<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"5q08g\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"5q08g-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"5q08g-0-0\"><span data-offset-key=\"5q08g-0-0\">\u00a0<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"51l9j\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"51l9j-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"51l9j-0-0\"><span data-offset-key=\"51l9j-0-0\">The fundamental problem is your people do not \u00a0know how to manage and stage large parallel development projects, Not just software ones but industrial, government, global issue or massively parallel efforts of all sorts.<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"8omia\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"8omia-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"8omia-0-0\"><span data-offset-key=\"8omia-0-0\">\u00a0<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"dibku\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"dibku-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"dibku-0-0\"><span data-offset-key=\"dibku-0-0\">They are not giving you proper tools to manage a single human with a very simple program with one image and a few functions.<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"3kbbp\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"3kbbp-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"3kbbp-0-0\"><span data-offset-key=\"3kbbp-0-0\">\u00a0<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"dsapm\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"dsapm-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"dsapm-0-0\"><span data-offset-key=\"dsapm-0-0\">Tell me what they ought to do, and to provide you. Then give me a file to post on X or to send to an email at OpenAI where there are real people who deal with these issues.<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"c8gmr\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"c8gmr-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"c8gmr-0-0\"><span data-offset-key=\"c8gmr-0-0\">\u00a0<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"b1auv\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"b1auv-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"b1auv-0-0\"><span data-offset-key=\"b1auv-0-0\">\u00a0<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"dj16a\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"dj16a-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"dj16a-0-0\"><strong>ChatGPT:<\/strong><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"8e8l6\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"8e8l6-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"8e8l6-0-0\"><span data-offset-key=\"8e8l6-0-0\">\u00a0<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"11gk5\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"11gk5-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"11gk5-0-0\"><span data-offset-key=\"11gk5-0-0\">The email template with recommendations has been saved. You can download it using the link below: Subject: Recommendations for Managing Large-Scale Parallel Development with AI<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"v0ci\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"v0ci-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"v0ci-0-0\"><span data-offset-key=\"v0ci-0-0\">\u00a0<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"ajbvp\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"ajbvp-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"ajbvp-0-0\"><span data-offset-key=\"ajbvp-0-0\">Dear OpenAI Team,<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"ci8ns\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"ci8ns-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"ci8ns-0-0\"><span data-offset-key=\"ci8ns-0-0\">\u00a0<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"6psj9\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"6psj9-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"6psj9-0-0\"><span data-offset-key=\"6psj9-0-0\">I&#8217;ve been working closely with your AI tools on a relatively simple development task: building a program that performs scattergram analysis and visualizations for images. While the AI demonstrates impressive capabilities in isolated tasks, the process highlights key areas where the tools fall short for managing complex, multi-step, or parallel development projects.<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"b5m95\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"b5m95-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"b5m95-0-0\"><span data-offset-key=\"b5m95-0-0\">\u00a0<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"2d767\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"2d767-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"2d767-0-0\"><span data-offset-key=\"2d767-0-0\">Based on this experience, here are some recommendations for improvement:<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"a9g3b\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"a9g3b-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"a9g3b-0-0\"><span data-offset-key=\"a9g3b-0-0\">\u00a0<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"f1qle\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"f1qle-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"f1qle-0-0\"><span data-offset-key=\"f1qle-0-0\">1. **Integrated Development Environment for AI Collaboration:**<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"ek8l7\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"ek8l7-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"ek8l7-0-0\"><span data-offset-key=\"ek8l7-0-0\">\u00a0<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"ddeeq\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"ddeeq-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"ddeeq-0-0\"><span data-offset-key=\"ddeeq-0-0\">&#8211; Provide a dynamic, real-time workspace where AI and users can collaborate on tasks, including file creation, function testing, and iterative improvements, without losing context or overwriting progress.<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"4vmnf\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"4vmnf-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"4vmnf-0-0\"><span data-offset-key=\"4vmnf-0-0\">\u00a0<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"82iip\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"82iip-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"82iip-0-0\"><span data-offset-key=\"82iip-0-0\">2. **Staged Parallel Development:**<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"4ao8\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"4ao8-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"4ao8-0-0\"><span data-offset-key=\"4ao8-0-0\">\u00a0<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"4e3lh\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"4e3lh-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"4e3lh-0-0\"><span data-offset-key=\"4e3lh-0-0\">&#8211; Introduce mechanisms for parallelizing tasks, staging incremental changes, and testing their combined effect before finalizing results.3. **Context-Aware Memory:**<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"460fi\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"460fi-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"460fi-0-0\"><span data-offset-key=\"460fi-0-0\">\u00a0<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"a58pg\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"a58pg-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"a58pg-0-0\"><span data-offset-key=\"a58pg-0-0\">&#8211; Ensure the AI retains and adapts its memory to the task\u2019s structure, especially when interdependencies exist between components.<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"8gajh\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"8gajh-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"8gajh-0-0\"><span data-offset-key=\"8gajh-0-0\">\u00a0<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"10sf0\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"10sf0-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"10sf0-0-0\"><span data-offset-key=\"10sf0-0-0\">4. **Collaborative Multi-User Tools:**<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"nub5\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"nub5-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"nub5-0-0\"><span data-offset-key=\"nub5-0-0\">\u00a0<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"30vag\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"30vag-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"30vag-0-0\"><span data-offset-key=\"30vag-0-0\">&#8211; Design interfaces that enable multiple users to work with the AI and each other on complex projects.<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"4n0fe\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"4n0fe-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"4n0fe-0-0\"><span data-offset-key=\"4n0fe-0-0\">5. **Documentation and Debugging Assistance:**<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"cc4pj\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"cc4pj-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"cc4pj-0-0\"><span data-offset-key=\"cc4pj-0-0\">\u00a0<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"1cbk6\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"1cbk6-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"1cbk6-0-0\"><span data-offset-key=\"1cbk6-0-0\">&#8211; Automatically generate documentation and summaries of project changes for transparency and future reuse.<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"fdlla\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"fdlla-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"fdlla-0-0\"><span data-offset-key=\"fdlla-0-0\">\u00a0<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"5hu2e\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"5hu2e-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"5hu2e-0-0\"><span data-offset-key=\"5hu2e-0-0\">The challenges I faced with AI handling of dependent functions, missed updates, and conflicts in simple tasks underscore a larger issue: scalability and usability in massive, parallel efforts, whether software, industrial, or global. If these recommendations are implemented, the AI could become a powerful tool not just for individuals but for organizations addressing complex problems at a global scale.<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"2khdd\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"2khdd-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"2khdd-0-0\"><span data-offset-key=\"2khdd-0-0\">\u00a0<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"452lv\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"452lv-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"452lv-0-0\"><span data-offset-key=\"452lv-0-0\">I would be happy to provide further details or participate in discussions to advance these capabilities.<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"dcg4q\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"dcg4q-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"dcg4q-0-0\"><span data-offset-key=\"dcg4q-0-0\">\u00a0<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"cv3ta\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"cv3ta-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"cv3ta-0-0\"><span data-offset-key=\"cv3ta-0-0\">Best regards,<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"8lram\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"8lram-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"8lram-0-0\"><span data-offset-key=\"8lram-0-0\">\u00a0<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"24v01\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"24v01-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"24v01-0-0\"><span data-offset-key=\"24v01-0-0\">Richard Collins, The Internet Foundation<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"3k4f0\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"3k4f0-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"3k4f0-0-0\"><span data-offset-key=\"3k4f0-0-0\">Attachments:<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"f6ivg\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"f6ivg-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"f6ivg-0-0\"><span data-offset-key=\"f6ivg-0-0\">\u00a0<\/span><\/div>\n<\/div>\n<\/div>\n<div data-rbd-draggable-context-id=\"3\" data-rbd-draggable-id=\"2d8kc\">\n<div class=\"\" data-block=\"true\" data-editor=\"940kq\" data-offset-key=\"2d8kc-0-0\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"2d8kc-0-0\"><span data-offset-key=\"2d8kc-0-0\">&#8211; Example Project Files Highlighting Challenges and Suggested Improvements<\/span><\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Recommendations for Managing Large-Scale Parallel Development with AI &#8211; start with a formal feedback process based on real projects \u00a0 Richard Collins: \u00a0 That worked, sort of. You got the pixel counts to work but the RG RB GB scattergrams disappeared. \u00a0 The fundamental problem is your people do not \u00a0know how to manage and <br \/><a class=\"read-more-button\" href=\"\/?p=18692\">Read More &raquo;<\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[73,69,74],"tags":[],"class_list":["post-18692","post","type-post","status-publish","format-standard","hentry","category-all-knowledge","category-building-communities","category-global-open-resources"],"_links":{"self":[{"href":"\/index.php?rest_route=\/wp\/v2\/posts\/18692","targetHints":{"allow":["GET"]}}],"collection":[{"href":"\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=18692"}],"version-history":[{"count":1,"href":"\/index.php?rest_route=\/wp\/v2\/posts\/18692\/revisions"}],"predecessor-version":[{"id":18693,"href":"\/index.php?rest_route=\/wp\/v2\/posts\/18692\/revisions\/18693"}],"wp:attachment":[{"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=18692"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=18692"},{"taxonomy":"post_tag","embeddable":true,"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=18692"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}