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🗂️ The Version Control Problem Nobody's Solving
Ask most teams how many drafts exist for their last significant piece of AI-assisted work and you'll usually get a shrug. Somewhere between three and eight, probably, spread across different tools, different conversations, different people's individual sessions. Nobody has a clean record of which version is actually current, what changed between iterations, or why one direction got chosen over another that also looked reasonable at the time. This is the version control problem, and it's one of the least discussed costs of fast AI-assisted iteration. When content generation was slow, there weren't many versions to track because there wasn't time to produce many. Now that generation is nearly free, teams routinely produce far more versions than they used to, and almost nobody has built a system for managing that volume. The result is a growing category of time loss that happens quietly, in the confusion of figuring out where things actually stand. ------------- Context ------------- Version confusion isn't a new problem in professional work. But it used to be naturally bounded, because producing a new version required real effort, which meant versions were relatively few and the history of how a piece of work evolved was usually still fresh enough in someone's memory to reconstruct if needed. AI has removed that natural bound. A single person working on a proposal might generate six or seven distinct drafts in an afternoon, exploring different angles, adjusting tone, trying different structures. Multiply that across a team where several people are independently iterating on related pieces of work, and the total version count for even a single project can climb into the dozens within days. Most of this iteration happens inside individual AI tool conversations that aren't connected to any shared system, which means the history lives in scattered chat threads rather than anywhere a team member could reliably find it later. The cost shows up in specific, recurring moments: someone asks which version is final and nobody's sure. Two people unknowingly work from different drafts and produce conflicting output. A decision gets revisited because the reasoning behind an earlier direction wasn't recorded anywhere and has to be reconstructed from memory, imperfectly. None of these moments individually costs much time. Across a project, across a team, across a year, they add up to a meaningful and largely invisible drain.
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🗂️ The Version Control Problem Nobody's Solving
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OpenAI Just Rebuilt ChatGPT
OpenAI put out a ton of new stuff this week including the public release of the GPT-5.6 family of models, the new ChatGPT Work app that will be merging Codex and ChatGPT capabilities, a new voice mode, improvements to the speech-to-text dictation, and more! I break it all down for you here, enjoy! Want to save time, get more leverage, and stop figuring this AI stuff out from scratch? I put the clearest map and support inside the AI Advantage Club
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Keep Going. You're Building Something Bigger Than You Think.
There's a season where you're doing everything right... You're showing up. You're putting in the work. You're staying consistent. And it still feels like nothing is changing. No momentum. No big breakthrough. No proof that it's working. This is the moment that separates people. Not because the work got harder... but because they mistake a lack of results for a lack of progress. What I've learned after decades in business is this: The invisible season is where everything important gets built. Your discipline. Your resilience. Your standards. Your identity. The results come later. Success rarely announces itself while it's being built. It compounds quietly... until one day everyone calls it an overnight success. If you're in that season right now, don't quit. The work you're doing today is building the life you'll eventually be grateful you didn't give up on.
DeepDive LLMs
when you have ever wondered how LLMs work under the surface: Anthropic has created a great paper on this: https://transformer-circuits.pub/2026/workspace/
Free ChatGPT is still great
Today I was surprised by the quality the free ChatGPT account delivers within seconds on this prompt: Express the essence of the following text as an image: "Slow Down and Harness the Power of Gravity in Esalen Massage Esalen massage students are told, “Slow your pace to half of what you are accustomed to, and then, cut your pace down by half again!” In slowing down, we can harness gravitational energy to do our work, rather than exhausting ourselves using muscle strength only. Gravitational energy affects the body in a much less threatening manner than deep touch generated through muscle strength. Practitioners, as well as clients feel more supported and nourished through this simple, yet profound difference. Our most valuable source of information about what is happening in real time in our clients’ bodies are the sensations they are experiencing moment to moment underneath our hands. When dealing with acute and chronic pain, their feedback acts as guidance for our work, helping them notice when fear begins to distort their sensory experience, increasing the actual experience of pain. As we slow down, and give them control over the pace, and depth of our work, a synergy begins to emerge where we literally work with our clients, rather than on them. This is the difference between a massage technician, and a healing artist."
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Free ChatGPT is still great
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