Current structure for my VPS and summarized below This has helped immensely with a variety of projects. Would explore it with either codex or claude code. Then install either on your VPS. I have both. Which can work on your phone, desktop, laptop etc. and means you have access to the same virtual machine wherever. Every project is now connected to my overall knowledge source that constantly grows and improves. With research that can be done overnight if you set it up correctly. This is the ingest process. It also include my AI council which I've posted about before as I have my openclaw also on it that is connected to Codex. Sky's the limit I've been using @Vultr . Will include a link that will will get you $250 in credits vultr.com/?ref=9905573-9J AI VPS Knowledge System Blueprint This VPS is set up so AI coding agents do not rely on chat history as memory. Instead, they use a Git-backed knowledge wiki plus small agent-specific memory files. Core Idea There are two memory layers: 1. Agent instructions and session memory - Global behavior rules for each AI agent. - A current handoff file for “resume here” context. - A small persistent memory index for durable gotchas. 2. Knowledge wiki - A private Git repo that stores project facts, hypotheses, rules, decisions, raw research, changelogs, and wiki articles. - This is the source of truth. Recommended Folder Layout ~/knowledge/ CLAUDE.md # operating manual for agents using the wiki INDEX.md # list of domains/projects CHANGELOG.md # append-only activity log decisions/ # dated decision journal quality/ # quality gates/checklists syntheses/ # larger cross-topic analyses tools/ # docs for local tools/scripts meta/ sources-of-truth.md # which file wins when facts conflict project-a/ knowledge.md # confirmed durable facts hypotheses.md # unconfirmed patterns to test rules.md # proven default rules articles/ # wiki-style explanations raw/ # immutable source material project-b/ knowledge.md hypotheses.md rules.md articles/ raw/ Agent Startup Routine At the start of meaningful work, the agent reads: ~/knowledge/CLAUDE.md ~/knowledge/INDEX.md ~/knowledge/CHANGELOG.md ~/knowledge/{project}/rules.md ~/knowledge/{project}/knowledge.md ~/knowledge/{project}/hypotheses.md If resuming prior work, it also reads: ~/.agent/HANDOFF.md Knowledge Rules Use these rules to prevent drift: - raw/ is the immutable source layer. - knowledge.md stores confirmed facts. - hypotheses.md stores plausible but unconfirmed patterns. - rules.md stores things agents should do by default. - decisions/ stores choices that affect future work. - CHANGELOG.md records what happened. - Existing knowledge files should be append-only unless a specific section is being updated. - If two files conflict, the source-of-truth map decides which one wins. Ingest Flow External info should not go straight into rules. It should move through this pipeline: source document / research / transcript -> project/raw/ -> compile/extract -> knowledge.md or hypotheses.md -> rules.md only after repeated confirmation Sync Flow The wiki should be a private Git repo: ~/knowledge/ -> commit -> push to private GitHub/GitLab repo -> other machines pull from that repo Optional compatibility mirror: canonical knowledge repo -> mirror repo -> desktop/laptop/sandbox pulls mirror Automation To Add Useful scripts/hooks: session-end hook # auto-commit and push knowledge changes daily compile cron # compile new raw files sync health check # alerts if pushes or pulls are stale backup script # encrypted offsite backups secret guard # blocks agents from reading credentials Security Rules Never put these in the knowledge repo: .env files SSH keys API keys OAuth tokens cloud credentials database passwords backup passphrases private auth JSON files Use placeholders in docs: <server-user> <your-domain> <github-user> <project-name> <service-name> <backup-bucket> <secret-store> Shareable Diagram flowchart TD User[User] --> Agent[AI Agent Session] subgraph AgentMemory[Agent Memory Layer] GlobalRules[Global Instructions] Handoff[Current Handoff] SmallMemory[Persistent Agent Memory] end Agent --> GlobalRules Agent --> Handoff Agent --> SmallMemory subgraph KnowledgeWiki[Private Git-Backed Knowledge Wiki] Manual[CLAUDE.md / Operating Manual] Index[INDEX.md] Changelog[CHANGELOG.md] Rules[project/rules.md] Facts[project/knowledge.md] Hypotheses[project/hypotheses.md] Articles[project/articles/] Raw[project/raw/] Decisions[decisions/] Quality[quality/] end Agent --> Manual Agent --> Index Agent --> Changelog Agent --> Rules Agent --> Facts Agent --> Hypotheses Agent --> Quality Agent --> Work[Code / Research / Operations Work] Work --> NewLearning[New Facts, Decisions, or Patterns] NewLearning --> Changelog NewLearning --> Facts NewLearning --> Hypotheses NewLearning --> Articles NewLearning --> Decisions subgraph IngestPipeline[Ingest Pipeline] Source[External Source] Ingest[Ingest Script] Compile[Compile / Extract Script] end Source --> Ingest Ingest --> Raw Raw --> Compile Compile --> Facts Compile --> Hypotheses subgraph Automation[Automation Layer] StopHook[Session-End Hook] AutoCompile[Daily Auto-Compile] GitPush[Verified Git Push] Backups[Encrypted Offsite Backup] HealthChecks[Sync / Cron Health Checks] end Agent --> StopHook StopHook --> GitPush AutoCompile --> Compile KnowledgeWiki --> GitPush KnowledgeWiki --> Backups GitPush --> RemoteRepo[(Private Git Repo)] subgraph OtherMachines[Other Machines / Sandboxed Agents] Laptop[Laptop / Desktop Clone] Sandbox[Sandboxed Agent] SyncScript[Sync Script] IngestEndpoint[Private Ingest Endpoint] end Sandbox --> SyncScript SyncScript --> IngestEndpoint IngestEndpoint --> Raw Short Version The system is a private wiki for AI agents. Agents read it before work, update it after work, file raw sources into raw/, compile them into facts or hypotheses, and promote only proven patterns into rules. Git, hooks, cron jobs, and backups keep the whole thing synced and durable

#NewDay #NewClient #ReportAnalysis #NewLearning ⚠️ Most people wait for diabetes, heart disease, or fatty liver diagnosis before taking health seriously. But the body gives warning signals much earlier. In this 52-year-old client’s report analysis, the biggest learning was this: 👉 HbA1c was still “normal” at 5.5% BUT the deeper metabolic markers were already showing stress. We found: 🔺 Elevated fasting blood sugar 🔺 High triglycerides 🔻 Low HDL 🔥 Chronic inflammation (ESR 58) ⚡ Vitamin B12 deficiency ☀️ Vitamin D insufficiency 📉 Early insulin resistance pattern. This is exactly why looking only at sugar numbers is not enough. Metabolic dysfunction often starts silently: 😴 Poor sleep → 😰 chronic stress → 🍞 processed food → 📈 insulin resistance → 🔥 inflammation → ⚠️ energy decline → long-term disease risk. ✅ The good news? Kidney and liver markers were still largely preserved, meaning this stage is highly reversible with proper dietary and lifestyle correction. 🩸 Your blood reports are not just numbers. They are early signals from your body. The earlier you understand them, the easier the recovery becomes. #MetabolicHealth #InsulinResistance #FunctionalNutrition #LowCarbLifestyle #Inflammation #DiabetesPrevention #MetabolicSyndrome #HealthTransformation #LifestyleMedicine #SatyajitDash #MetabolicHealthReset

I’ve traditionally stayed away from content around “Stage Analysis”. My mindset has always been: if you’re a long term investor, short term volatility is just market noise 🌊 But this video by Gautam Baid completely pulled me in. The way he broke down the different Bull & Bear Market stages was incredibly simple, practical, and strangely relatable. One of those rare “pause the video and think” moments. Definitely learnt something new here, and it’s a framework I’ll probably use going ahead.✅ Biggest takeaway? Even Gautam feels the pure Compute era may have peaked for now, while Memory could continue to ✨ . Maybe that’s my confirmation bias talking 😅 but the future does seem to be tilting that way. @Gautam__Baid 🙏 @financewsharan thank you for just being a listener & letting Gautam share his thoughts ( less questions but great long answers is the way to best podcast) YouTube Link : youtu.be/SjepdYgH4Ms?si=v4A0… ( Must Watch) #LSNE #NewLearning

Being Law-G-cal ⚖️ #NewLearning

New month. New challenge. New learning. New momentum. Just started my Mobile Development journey today 📱. Time to build, break, learn, and repeat. Let’s see how far I can go. @Hiteshdotcom @ChaiCodeHQ @surajtwt_ #NewLearning #MobileDevelopment #BuildInPublic

mga bovong fans pinagtatanggol pa 😂😂😂😂😂😂 calling the attention of gingerale23!!!!!! bukod kay ate athlete kilala mo na ngayon si ate dick!!! 😊👍 #NewLearning

What a night to remember! Under the lights at Inventure, our students performed and moved an entire audience. With a scale, talent, and spectacle worthy of a Broadway stage, the annual school production was a celebration of excellence, imagination, and heart. At its core was a powerful question, voiced by students themselves: What do we carry in our bag of life? Our choices and what we choose to make of them. And the answer was clear. We choose impact. We choose purpose. We choose to do good. This production goes beyond applause. Proceeds support beyond-academics programmes in our partner community schools, extending the reach of music, dance, art, and theatre to more children, because talent shared multiplies in value. Leadership in education comes with the responsibility to widen access, deepen opportunity, and transform lives through meaningful learning experiences. Last night was proof of what’s possible when excellence meets purpose, and when young voices lead the way. #AnnualSchoolProduction #InTheBag #SchoolWithAHeart #Outreach #WeBuildTheFuture #InventureAcademy #TheInventureAdvantage #1IvyLeagueDaySchoolInIndia #CambridgeBoard #InternationalSchool  #NewWorld #NewLearning #CarpeDiem @noorainee

It was Christmas-time at uni today. Last teaching day of a wonderful course. All assignments for this term are in, so it was fun, games and food today. #seniorwellbeingpractitioner @edgehill #therapy #newlearning #christmasfestivities #BoltonMHST #TeamCAMHS @GMMH_NHS

For long term investor, new learning youtu.be/fhpgXA4XHeo?si=qara… Thank you for sharing @atulmnh #newlearning #Nifty50 #niftyetf

The Year 5 Mechanical Engineering Club gets off to a great start with saws and triangle joints affixed #newlearning

Great collaboration & discussions as @dtwong1997 & some of our Kinder Team participated in Instructional Rounds this afternoon!! #newlearning #brainstorming #oneteamonegoal

Our @HicksTigers beginning teachers walked 20 steps & shared their emotional state using the mood meter! Then they learned about special education & parent conferences. @MatturroMEd @AliefLearns #WhatsYourMood #NewLearning

What does it really mean to be sustainable? At Inventure, we live this value every day, especially in our Makerspace. Here, students learn that sustainability is more than just a concept, it is a practice: to recycle, to reuse, to repurpose. To see possibility in what others may throw away. Around the world, a gentle but powerful movement is growing…to mend, sew, repair, and breathe new life into what’s old or broken. Not to discard, but to restore. Our mentor, Prasanth Sistla, reminds us that we can often make by hand what we need, and in doing so, reduce waste and respect our resources. We know we cannot live entirely off the grid, but we can choose to consume less, waste less, and care more. Sustainability begins with small, intentional steps and our students are already walking that path. #Sustainability #Makerspace #ReuseReduceRecycle #FutureMakers #FutureReady #BeyoundTheSyllabus #InventureAcademy #WeBuildTheFuture #YeshwanthpurCampus #HereToStay #AdmissionsOpen #TheInventureAdvantage #STEAMEducation #CambridgeBoard #InternationalSchool #BestCoEdDaySchool #NewWorld #NewLearning #CarpeDiem

Day 2 of SCQF Week 🗓️ S1 learners were asked to share examples of what they have enjoyed learning since joining All Saints 💬📝. #newlearning #newskills #newexperiences @SCQFPartnership

Sepsis roadshow in ward C3 #sepsis #SepsisAwarenessMonth #newlearning @MedSupportSft @StockportNHS

Change starts young #DatesExtended At Inventure Academy’s Changemaker Challenge, students step up to solve real-world problems, building ideas that create real impact.This year’s theme: AI & automation, reshaping how we learn, live, and work. Is it empowering us, or leaving us behind? Hear from one of our mentors Lavanya, on the impact youth have already created, and why this is just the beginning. Join in. Submit team & project details by Monday, 1 Sept 2025. 🔗 tinyurl.com/yeyjuf8s #ChangemakerChallenge #YouthForChange #AIAndFuture #InnovationForImpact #FutureLeaders #InventureAcademy #TheInventureAdvantage #CambridgeBoard #InternationalSchool #BestCoEdDaySchool #NewWorld #NewLearning #CarpeDiem

Every young person has a question that can change the world. The Changemaker Challenge 2025–26 is here for students in Grades 8–12 to turn those questions into ideas, action, and real-world impact. 💡 What’s in it for students? •Mentorship, expert guidance & workshops •Skills that matter: critical thinking, leadership, collaboration & resilience •A chance to build bold solutions that inspire change 👨‍👩‍👧 For parents, it’s more than a competition for your child, it’s a learning journey like no other: •Life skills that last far beyond the classroom •A platform to showcase initiative & creativity to colleges & employers •A guided path to explore innovation with full support •Up to ₹18.5 lakhs in project funding to bring ideas to life 📢 Hurry! Applications close on 26th August. Only a few slots left for the most talked-about student challenge in Bangalore! Apply now and be part of the Changemaker Challenge 2025–26. shorturl.at/rs97h #ChangemakerChallenge #InnovationForImpact #FutureLeaders #InventureAcademy #TheInventureAdvantage #STEAMEducation #CambridgeBoard #InternationalSchool #BestCoEdDaySchool #NewWorld #NewLearning #CarpeDiem

Inventure Academy’s Changemaker Challenge is back and bigger than ever! Got the vision to solve real-world problems? 🌍 This is YOUR chance to showcase ideas, build impactful solutions, and drive positive change. Why join? ✅ Create solutions for a sustainable, inclusive & ethical AI-driven future ✅ Build problem-solving, leadership & teamwork skills ✅ Learn from mentors, experts & changemakers ✅ Shine on your resume & future career ✅ Compete for ₹18.5L in funding & awards This competition is your launchpad to becoming a changemaker. 🗓 Applications close: 26th August, 2025 👉 Apply now! shorturl.at/4sfBT #ChangemakerChallenge #InnovationForImpact #FutureLeaders #InventureAcademy #TheInventureAdvantage #CambridgeBoard #InternationalSchool #BestCoEdDaySchool #NewWorld #NewLearning #CarpeDiem

Learning from History: Anne Frank Exhibition. Our Grade 7 and 8 students recently attended the History for Peace Regional Conference, hosted by Vidyashilp Academy. This impactful event, organised in collaboration with the Anne Frank House, Amsterdam, and PeaceWorks, offered a powerful and thought-provoking experience. The students took in the immersive experience. This exhibition truly brought history to life, sparking meaningful reflections and dialogue among our young learners. The life of Anne Frank, the Holocaust, and the enduring values of human rights, tolerance, and mutual respect. In the complex geopolitical landscape they are growing up in, understanding history’s continued impact on our world today is more crucial than ever. Our students’ engagement and reflections underscored this vital lesson. #History #AnneFrankExhibition #FieldTrip #InventureAcademy #WeBuildTheFuture #YeshwanthpurCampus #HereToStay #AdmissionsOpen #TheInventureAdvantage #STEAMEducation #CambridgeBoard #InternationalSchool #BestCoEdDaySchool #NewWorld #NewLearning #CarpeDiem

#newlearning मानसिक शान्तिका लागि घरमा वाईफाई हानीकारक🤣🤣🤣 #nowifi #peaceinlife