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The AI Advantage

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6 contributions to The AI Advantage
Preventing Autistic work output from AI
I need some help on how to fix and improve the quality of work that AI Agents (claude / codex) output. Context: i am having Codex and Claude Code do full end to end knowledge work directly for me and i am getting inconsistent and sometimes poor output quality on the work it does. I am having CC and Codex: • Manage my outlook for me (reply to my emails, write and send emails for me (without me reviewing)),create 3D CAD for mechanical components (from their 2D drawings),buildout my entire Hubspot (CRM) to launch a new business, (amongst various other work) I am noticing if Codex / claude (AI Agents overall) .. if they are not trained on HOW to do a process & what is a good output for the work its doing ... it will guess on what to do and what is good output for that task its doing This guessing leads to poor quality in some of the tasks it does for that knowledge work. So for example: the emails that Codex / CC writes are often poorly written, phrased poorly and unclear • (the emails are not to the point & not the same way you would write the same email in a structured, clean way)the mechanical engineering it does (with 3D CAD creation) often miss important dimensional features thus making their final output wrongEtc I want to have my AI Agents (Codex and Claude) do more full end to end knowledge work for me... (and do it autonomously with me babysitting) but i need to know that the output quality of the work it does will be great ... I need to TRUST that it can do the work and have great output. HOW do i do this? @Igor Pogany
0 likes • 10h
@Arsh Singh yes id like to see how you set this up. Can you show me?
Ideas for Solutions to Track and Manage your Work
Hey everyone, I'm looking to optimize my workflow and could use some insights from the community on project management and visibility. Currently, I don't have a seamless way to see and track the work across all my different projects. I'm trying to figure out a dynamic solution within my Claude Code workflow. Ideally, I need a system where whenever I—or Claude—complete work on a project, the tracker updates automatically. I want to be able to look at it and instantly understand the real-time status of everything, so I can easily jump back in and push projects across the finish line. Specifically, I am looking for a solution that dynamically tracks: - Current Status & Progress: Where each project currently stands and the overall progress made. - Remaining Work & Next Steps: The specific tasks needed to finish the project and the immediate next action items. - Blockers: A clear list of dependencies or bottlenecks holding up progress. - Session Management: The name and Session ID of the last chat session about the project so I can easily resume it. - Critical Context: A brief summary of the last critical conversation or decision that impacted the project. - Essential Metadata: Any other required or "nice-to-have" information a user needs to effectively manage multiple projects at once. Has anyone successfully implemented a solution for this within their Claude Code workflow? If so, how are you handling this problem? What tools, scripts, or workflows have you put in place, how is it working for you so far, and what would you recommend someone else implement? Would love to hear what is currently working for you all and any advice you might have! 🙏
0 likes • Apr 29
@Igor Pogany
0 likes • Apr 29
@AI Advantage Team thank you for the recommendation! While a single-file manual tracker is a solid baseline, it doesn't quite hit the level of dynamic tracking I need for managing multiple, distinct project environments simultaneously. My primary concern with having Claude act as the sole author of its own status updates is the "trust but verify" problem. If Claude is the only entity updating this tracker, the system is entirely dependent on the model's self-reporting. This introduces a few critical vulnerabilities: - Verification: How do I know if Claude skipped a technical step or didn't execute the full scope of a task when it confidently claims it did? - Hallucinations: How do I prevent the model from hallucinating incorrect information or false progress within the tracker itself? - Blind Spots: There is no automated way to identify the gap between the work planned and the work actually executed. I have started standardizing my workflow to use specific, date-based plan files for individual tasks, but the core issue remains. Because the operational needs vary drastically across my different projects, I need a dynamic way to manage and verify the actual work Claude Code does, rather than just what it says it did. Has anyone implemented a more automated tracking system that cross-references Claude's self-reported updates with its actual output?
How are you handling internal project roadmaps vs. mid-build pivots
Hey everyone, I wanted to get your take on a workflow issue I’ve been wrestling with lately. When you spin up a new build with Claude Code, do you force it to create an internal project roadmap before it starts writing code? Here is my internal struggle: My natural style is to build and tweak the strategy as I go. Oftentimes, right in the middle of a project, I’ll get a new idea or a different train of thought, and I’ll just pivot Claude to start building out that new concept instead. The problem I'm hitting is that because I don't have a concrete endpoint laid out from the start, Claude eventually loses the plot. It doesn't know what tasks are actually outstanding or what the final version is supposed to look like, which leads to wasted time and going in circles. If I implement a strict project roadmap, it would definitely give Claude the clarity and direction it needs to be productive. But on the flip side, I'm worried it might lock me in and ruin my ability to dynamically pivot and implement those new ideas I get midway through. I'm not sure if forcing a roadmap is a good thing or a bad thing for this style of building. I'm trying to figure out the best way to implement this (or if I even should). Curious to hear how you guys are handling this: - The Roadmap File: Do you use a ROADMAP.md (or similar PRD) to keep Claude on track? - Handling the Pivots: If you do use a roadmap, how do you handle those mid-project changes in direction without breaking Claude's brain or starting from scratch? - The Global Prompt: Do you have a rule in your global .claude config that forces it to interview you and define the deliverables for every new project? Would love to hear what solutions you've actually implemented in your workflows!
0 likes • Mar 15
@Igor Pogany
Pro Tip: Protecting your Claude account (and other critical logins)
Hey everyone, Claude and I have created a failsafe plan for a major vulnerability, and I think you should consider it. If for whatever reason you lose access to the email tied to your Claude account (or any other important account), here's what I set up to avoid losing access completely: 1. Selective mail forwarding In my work email's admin settings, I set up a rule that forwards emails from Anthropic/Claude to a secondary personal email I have access to. I also set up full forwarding of all work emails as a general backup. Copies still stay in the original inbox so nothing changes on the work email side. 2. Auto-sort filters on the receiving end On my personal email, I created filter rules that automatically sort the forwarded emails into two dedicated folders so they don't clutter my inbox. One folder is specifically for Anthropic/Claude emails, and another acts as a catch-all for everything else. My personal inbox stays completely clean. Why this matters: Claude's login works through magic links sent to your email—there's no password. So as long as you can receive emails from Anthropic at any email address, you can log in. The forwarding ensures those magic links always reach your personal email as a backup, even if your primary email goes down. Assuming the email you lose access to doesn't get completely shut off, this solution works. The forwarding only dies if the primary email gets fully deactivated. This isn't a 100% bulletproof solution, but I think it's a pretty damn good strategy to have in place as a safety net. My advice: If your Claude account (or any important account) is tied to a work email or any email you might not control forever, I'd strongly recommend setting up something similar.
0 likes • Feb 22
@Igor Pogany Quid Pro Quo .. Pro Tip for Pro Tip .. Your move
0 likes • Feb 22
Claude Pro Quo*
Fork in the Road: Consulting Income vs. Building Scalable AI Products
Hey everyone, I'm facing a classic entrepreneurial dilemma and would love to get your thoughts and advice, especially from those who have successfully moved between consulting and building. I know the AI Consulting market is massive right now, which presents a high-leverage opportunity for immediate income. However, I also have several viable ideas for building scalable micro-SaaS or autonomous AI businesses that solve specific legacy industry problems. My Core Question is about Opportunity Cost: How do you decide where to put your time and resources? 1. Path A: Maximize Consulting Income (High Cash Flow): Focus 100% on AI consulting to maximize income now and build capital. 2.Path B: Build and Scale Products (High Long-Term Value): Pivot to spending the majority of my time building and launching my own proprietary AI solutions to gain long-term equity and passive revenue. For those who have navigated this transition: - Did you find that focusing on consulting first gave you the capital and context needed to build a successful product? - What was the key signal that told you it was time to shift from high-income service work (consulting) to building and scaling? Any insights or recommended strategies on balancing these two paths would be greatly appreciated! Thanks in advance, Jonathon
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Jonathon Tamm
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@jonathon-tamm-2465
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Active 53m ago
Joined Nov 2, 2025
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