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βAnd then what I want also to mention is it's not by chance that we um took this topic as the end of the AI festival of the quantum year because especially the toin the faculty of physics faculty of elβ¦β
βWell,, I, think, um, what, Anthropic's, doing with code is very interesting with their claw code. There's a lot of excitement around that in the developer market. We're pleased with the the performancβ¦β
βWe therefore demonstrate that future investigations of the dark matter properties of galaxies using rotation curves need to account for varying M/L across individual galaxy profiles and between galaxiβ¦β
βyou'll leave this course with the theoretical foundations and the hands-on experience you need to get the most out of retrieval augmented generation.β
βGarry's plan-exit-review skillβ
βSee the link in our show notes to try my blind spot finder recipe and experience how granola makes your meeting notes awesome.β
βSo, here is the red skill that Jeff put together. Jeff, for folks who don't know, Bird, explain to them what it does and why we need this.β
βSo, Bird uh for OpenClaw just basically lets you search and reply to people uh on on Twitter or Xβ
βAnd we could develop this technique called MUP for how we set the initialization. And that actually gives you a much more straight line as you go.β
β- Build persistent memory stores for different agent memory typesβ
β- Implement a Memory Manager that orchestrates how your agent reads, writes, and retrieves memoryβ
βTreat tools as procedural memory and retrieve only relevant ones at inference time using semantic searchβ
βYou just gave Claude Code & Cursor production deployment superpowers Running πππ‘ πππππππ πππ gets you every Skill and keeps them updated.β
βWe call this Generative UI (eg: https://t.co/j52qMrIOts).β
βExperimenting with Starlette 1.0 with Claude skillsβ
βthe AI replies are out of control. Such a tough problem.β
βPeople (think they) hate AI-generated text, and since AI appears in the presentation I just wanted to clarify that.β
βSymphony works best in codebases that have adopted [harness engineering](https://openai.com/index/harness-engineering/).β
βHad a great time talking enterprise AI and entrepreneurship with @levie & @villageglobal last night!β
βyou can actually just point it at my open github repo and what skill file I have, and OpenClaw will just act as if it were a native OpenClaw skill!β
βEvery founder and CEO should read all they can about the drama triangle.β
βWe call it a DSS, which is a desired superior state, which is a three-year vision.β
βYou've built all the DSS's all the VFOs and all the MITs.β
βYou've built all the DSS's all the VFOs and all the MITs.β
βJust added a Pretext skill to GStack tonight (Pretext came out a couple days ago, created by the brilliant @_chenglou)β
β99.9% of founders need to go to Claude Code and type "Install GStack"β
βA high-performance driver input telemetry and analysis app for Assetto Corsa, built with CSP Lua.β
βOr activations based monitoring. So, we know within these models, there are certain parts of its quote unquote brain that light up when it's doing different stuff.β
βReview Parkinsonβs Law and force yourself to cram within tight hours so your per-hour productivity doesnβt fall through the floor.β
βAvailable now under Apache 2.0 licenseβ
βdon't give the same process access to both email and web requestsβ
βAI use is an emerging skill which improves businesses and unlocks entrepreneurship:β
βLet's say Alice is asking the question, why do I keep having fevers? And it's asking it from a local model.β
βI would really encourage people to do that but not don't always trust the code that comes out but learn from its mistakes and then you're the one who will learn and you will improve.β
βI think learning CS fundamentals um is important.β
βif you're trying to figure out where to go work those two areas will mint billionaires and billionaires and potentially a trillionaire and so you you may want to pay attention to thatβ
βif you're trying to figure out where to go work those two areas will mint billionaires and billionaires and potentially a trillionaire and so you you may want to pay attention to that there's heat wheβ¦β
βIn the meantime, I'd say it's going to be a long time before it's as good at physical manipulation as us. Okay. And so, a good bet would be to be a plumber.β
βif you're looking to move to the valley and get started you know in startups β’ and you're in college I would become I think a Psychology major I think I a psych major you know I think that's one of thβ¦β
βInstead of your AI wildly googling for answers, it uses chub search to find the specific API or skill it needs >> and then it uses chubget to pull down that pure markdown file.β
βBut here's where it gets really interesting because context hub introduces a feature called chub annotate and this tackles what we might call the amnesia problem in AI agents.β
βContext hub takes this idea of agent memory and scales it up to the entire developer community through another command called chub feedback. This is where we move from local personal memory to crowdsoβ¦β
βclawhub install gstack-openclaw-office-hours gstack-openclaw-ceo-review gstack-openclaw-investigate gstack-openclaw-retroβ
βclawhub install gstack-openclaw-office-hours gstack-openclaw-ceo-review gstack-openclaw-investigate gstack-openclaw-retroβ
βclawhub install gstack-openclaw-office-hours gstack-openclaw-ceo-review gstack-openclaw-investigate gstack-openclaw-retroβ
βclawhub install gstack-openclaw-office-hours gstack-openclaw-ceo-review gstack-openclaw-investigate gstack-openclaw-retroβ
βI would say we still have not seen any breakthrough in Quantum algorithms that is at the same level as Shores and Grovers algorithms in the 90sβ
βOr provide the GitHub directory URL: ``` $skill-installer install https://github.com/openai/skills/tree/main/skills/.experimental/create-plan ```β
βCurated skills can be installed by name (defaults to `skills/.curated`): ``` $skill-installer gh-address-comments ```β
βFor experimental skills, specify the skill folder. For example: ``` $skill-installer install the create-plan skill from the .experimental folder ```β
βEverything you need to know about the music business, by Donald Passman. I read everything that you could read.β
βYou need to pick your outreach method first. So cold email is where I start most people and recommends to most of my students. It is the lowest cost. It is the fastest feedback.β
βwhen we first launched Codex last year uh we created like I mean it's created as even a heavy word it was just we just established convention which is called agents.mmd this is basically a file that yβ¦β
βIf you're out there listening and you want to start a company just learn how to to build websites or be a designer a product manager and get a couple friends together and start building something thatβ¦β
βthen you need to learn quantum computing properly right and that's likely one semester work at least maybe two right and for me I enrolled in that online right and it's like less less than one semesteβ¦β
βAnd so I think by using coding agents, you'll get a sense for what prompting does, because you'll write like a Claude. md file or an Agents.md file.β
βI'm a big fan of BMAD. It works really wellβ
βAnd this this is exactly the the ROHF, which you know, my former student \n uh Paul Cristiano was \n uh instrumental in developing back when he worked at OpenAI.β
βI really think only mindfulness gives you the capacity to make these choices moment to moment. I mean if if you really and if you don't know what I mean by mindfulness then there's really nothing therβ¦β
βif you do strength training while you're taking these \n drugs combination I end up interviewing a woman who lost several hundred pounds started off as an obesity drug but then they gave her a whole pβ¦β
βThere's this one nice thing that we came out in our healthcare practice called the decision orchestrator. What it proves is that by assigning roles right so investigator, data analyst, domain expert jβ¦β
βBuild your personal brand right now. If software is becoming a commodity and agencies are closing, the person who wins is not the fastest coder or the cheapest freelancer. It's the person people feel β¦β
βThis idea of personalized software. I had a coffee with somebody today and they were showing me >> the app they made for their phone >> and phone apps. It's unbelievable. It's just like what you and Iβ¦β
βTelos, which is an interesting skill that came along with PII, which was kind of about uh exploring your worldview and how you feel about things and stuff and I it was a quite a fun exercise to go thrβ¦β
βit is possible to basically choose pol like policy falling back on the codified decisions of you know the 10,000 decisions you made the last year or the last 5 years or the last 10 years rather than aβ¦β
βAnd so being able to choose agency and being able to intentionally do that may well require you to go from manager mode to founder mode and that might mean coming in and saying we're going to we're acβ¦β
βhe put him on a 2-year training program, which involved the Norwegian 4x4, by the way. And when you start someone out that's, you know, not physically active and you want them to do the Norwegian 4x4.β¦β
βFolks, we shipped automations, which is a great way for you to run automation, get a notification about anything that happen on your run on WB models and GLM 5.1 and Gemma 4 are both available on our β¦β
βSo there's um there's guardian approvals which allow you to make uh your whole experience um of you know working with uh with models tools and so on and so forth uh much more nicer.β
βthe sardine fasting and I advise it for cancer patients too. I want them to avoid a water only fast in the context to prevent cancer cexia muscle loss or muscle wasting.β
βVariability in both species during the mid-December outbursts and fragmentation suggests that D/2021 A1's volatile evolution reflected not only solar insolation but also disruption processes, underscoβ¦β
βJersey has this expression, which is hard choices, easy life, easy choice is hard life.β
βI use the way all the time full disclosure we're both involved with it I mean it's really because more than anything else it's just I think it's good for humanity and people to learn from somebody whoβ¦β
βAnd firstly I want to talk about a concept called flow engineer. It is something Andrew Kepsi mentioned about one and a half years ago.β
βOne interesting experience I found is you can actually use key as a very quick and fast way to align the layout with large language model.β
βThat's why I want to share this awesome free resource from Hopspot. Their eight-step process for going from idea to a high converting landing page where each step comes with detailed AI prompt for theβ¦β
βTry Notion with Notion Agent at notion.com/twist. All lowercase letters. notion.com/twist. It's in the show notes. Try your new AI teammate, notion agent, todayβ
βSo this is using my ex search skill, which is my most popular Claudebot skill so far.β
βif you can build agent orchestration layers for businesses and then do implementation and maintenance, you will probably sell a huge amount very quickly and you will have an ongoing revenue stream thrβ¦β
βBut the result is that you have three different things that you need to instrument. So for every engineering team out there, they need to implement uh logs, metrics, and traces for all of their servicβ¦β
βsomebody suggested the other day, and I'm not sure this is right, but maybe, you know, some of these companies ought to pay an incentive to get more people into nursing as opposed to business administβ¦β
βHubSpot actually took this idea way further they build a library of fully tested cloud house skill prompts across sales, marketing and business operations based on their best practice learnings from hβ¦β
βIf you want to learn exactly what Entropy wrote officially, you can just do /plugin marketplace at entropic/cloud code and then do /pluging install frontend design at cloud code plugins. This will addβ¦β
βSo I actually installed this like three layer memory system that to be honest I don't fully understand but it has like that's fancy. It has like Toby's QMD search tool.β
βThe last one I'll throw in and then I'll shut up because I realize this has turned into a TED talk is um intermittent ketosis. So, the ketogenic diet and ketosis overall, which can be achieved a few dβ¦β
βSo, I made a Super X alternative. Um, I like the SuperX product. I just used it as a proof of concept that you can build SAS products as full skills now. You no longer have to pay for hosting. You no β¦β
βI did find an open claw skill that cuts token usage by 95%. It's uh called KMD ski uh Q QMD skill.β
βI think one of the key things that I now employ is work with people on a project basis before you hire them.β
βIt is, and this is something I'd recommend any marketer do, which is build an AI voice brief. And it can be simple, right? You're just creating a document, maybe five to six examples saying, "This is β¦β
βThis is a resource inside of AIM. I've unlocked it for you. It's called Optimize Your Bio for AI searches.β
βyou should just vendor everything by doing a slop fork of everything... anything you wanna import... you say Pip fork... you own the whole code.β
βyou should maintain your own library and only use the stuff that you have personally reviewed.β
βwe recently launched, um, with the Team Dreams Dream md... it will kind of start to go into this like intangible space... writing a dream log.β
βguardian mode, or Guardian approval mode within Codex allows us to look through each and every individual tool call... you can go on slash experimental and set it out.β
βplugins like build iOS apps or like build web apps... they allow you to bring experience like Stripe... superbase and like couple of our, you know, shape, C-N-C-L-I shape cn best practices.β
βthe first thing I did after watching this movie is come back home, clone Rocky's voice from the book. Put it in my open claw and say, Hey, you are now Rocky. Talk to me like Rocky.β
βI had a blog post series on X where I posted tips for using your open cloth, and one was to put it in a GI repo and every night go through the changes.β
βI however strongly do encourage you to learn a little bit more about cyber security. It's not going to be a waste of time. It's not going to hurt if all of this is just noise and it blows over.β
βread some entrepreneurial books, watch some entrepreneurial videos that are out there. start the process of thinking... there's this whole other way of creating value which is non-standardized called β¦β
βpause reflect document. If you do it correctly, you go into nature away from noise and away from technology and you take a pen and a paper and you sit in nature on a bench and you just pause.β