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Clief Notes

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8 contributions to Clief Notes
Any Success with Local LLM Setups?
Hi everyone! With the new CoPilot plan restructuring and limiting AI resources by making it more expensive, I have been wanting to get my feet wet with a free local LLM setup. Has anyone succeeded in creating a free local LLM setup that rivals or gets close to the reasoning and speed of Codex, CoPilot, Claude, etc? Please share you free setups: IDE, model, GPU and ram rig. Would like to hear if there have been successes and what failures you have experienced?
Small win with my Boss
Got my boss to take me seriously on what AI could potentially do for us. Been pushing for a website / branding update for forever. Short story since this is public, everyone agrees it needs to be done but everyone thinks it will be expensive. We were in a meeting and he mentioned possibly needing to add a new service and trying to minimize the task and then feeling defeated at the prospect of the task> But then I said, well actually I already redid our website, and showed him the prototype I did using Jake's course. Everyone was floored at how good it could be and how it changes everything for something they had been putting off for years. Still needs approval from CEO but at least the ball is rolling and people are excited about the possibilities.
1 like โ€ข 9d
@Roc Lee , congrats on taking the initiative, and building out a working mock up for your boss. Major win! If the website is content driven, I suggest looking into a custom solution with Angular or React as the frontend to dynamically receive the content, and Strapi backend to store and deliver all the content to the frontend. What's great with Strapi is that once it's setup, there is a UI admin portal that is accessable to you, or any approved user, so you can do all the content managing without needing code changes. Might be worth checking out, because both are maintanable long term.
0 likes โ€ข 9d
@David Vogel , nice! Thank your for the suggestion. ๐Ÿ™Œ I'll be looking into payload CMS for personal projects, and see how it compares. Then implement into client work if it's a legit solution.
If I was looking for a lead engineer...
If i was looking for a lead engineer to help strategize and use Claude code to develop an enterprise level suite product in an industry i have the downline and active clients for. How would I go about that here? I have created the business model and all components needed. asked claude to code it however i realized the issue in upgrading due to memory and other limitations. i needed to create a file system or a master spec sheet before any code. hence when i saw jake on IG i was like shit hes right. Id like to find someone who can apply this and other knowledge to make this a reality.
1 like โ€ข 9d
@Robert Ingraham , I have experience working on new enterprise products, and imrpoving existing products. Which industry will this enterprise product be in? What are the exact issues that you are encountering, and need help with?
Execution beats inspiration
You don't need a perfect idea. You need a shipped idea. The gap between "I have a vision" and "I built it" is where real learning lives. Start messy. Ship early. Iterate with real feedback. Perfection is the enemy of momentum. Let the market tell you what matters.
0 likes โ€ข 11d
I understand your intention, and further an idea into becoming reality. As a developer and software consultant, I would suggest not starting messy. Planning and going from a macro to a micro level overview, will help carve our features and satisfy user desires. Market research and planning helps along the way. Simplification within a single text doc including iterable plans is way better than spending hours or days on messiness within a codebase with many files. Let a alone time dumped into a feature that is fully refactored or scrapped in the end. At times, it's best to keep it simple and see where point A leads to point B, and figuring out various options of what's between. Cheers though for the post bro! Passion is there! And that's what keeps us up late at night, or an early riser. ๐Ÿ˜Ž
The Era of the Big AI Launch Is Over. GPT-5.5 Just Proved It
OpenAI dropped GPT-5.5 today, April 23, 2026. No fanfare countdown. No months-long hype cycle. Just a model, live, ready to use, seven weeks after GPT-5.4. Seven. Weeks. If that cadence feels fast, that is because it is. OpenAI has essentially shifted to a monthly release rhythm for frontier models. GPT-5.5 follows GPT-5.4 (March 5), which followed a December release, which followed November. The company's chief scientist Jakub Pachocki put it bluntly: the last two years, in his view, have been "surprisingly slow." That statement should probably keep a few competitors up at night. So what actually changed? OpenAI is calling GPT-5.5 "a new class of intelligence for real work." That is marketing language, but the technical specifics behind it are worth paying attention to. The model is meaningfully better at multi-step tasks: planning a sequence of actions, using tools mid-task, and catching its own errors before handing results back to you. OpenAI says it achieves this without burning more tokens or sacrificing speed. In fact, they describe it as a "faster, sharper thinker for fewer tokens" compared to 5.4, which is exactly the direction the industry needs to move. The areas where OpenAI claims the biggest gains: Agentic coding Computer use Knowledge work Early-stage scientific research That first two items matter enormously for anyone building on top of ChatGPT or Codex. With GPT-5.5, Codex can now interact with web apps, click through pages, capture screenshots, and iterate on what it sees until a task is done. It is not just writing code anymore. It is doing work. Greg Brockman, OpenAI's president and co-founder, framed the release as a step toward what the company is calling a "superapp": a unified experience combining ChatGPT, Codex, and an AI browser into a single product for enterprise customers. The vision is starting to take shape, even if we are not fully there yet. Who gets access? GPT-5.5 is rolling out today to Plus, Pro, Business, and Enterprise subscribers. GPT-5.5 Pro goes to Pro, Business, and Enterprise tiers. It is priced higher than GPT-5.4, though OpenAI argues the improved token efficiency offsets the cost difference in practice. Free users will likely see limited or delayed access, following the usual rollout pattern.
0 likes โ€ข 11d
This night, I was using codex with 5.5, and definitely seen a better take on reasoning and making larger scaled actions within codebase of api, signal r events, webapp, auth, and Google extension. Liking it so far. ๐Ÿ˜Ž
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Daniel U
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