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TKD | check my profile it's cool

TKD | check my profile it's cool

@tkdprotocol

the guy who runs experiments on himself and builds tools from the results

1.8 miles away शामिल हुए Ekim 2023
133 फ़ॉलोइंग52 फ़ॉलोवर्स
TKD | check my profile it's cool
i stopped setting big goals replaced them with daily minimums 20 minutes of exercise 2 hours of deep work 1 home cooked meal progress felt slower but it never stopped anymore
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TKD | check my profile it's cool
Free LLM API Providers OpenRouter 20 requests/minute 50 requests/day Up to 1000 requests/day with $10 top-up Shared quota across models Google AI Studio Data may be used for training outside UK/CH/EEA/EU Example limits: Gemini 3 Flash: 250,000 tokens/min, 20 requests/day, 5 requests/min Gemini 3.1 Flash-Lite: 250,000 tokens/min, 500 requests/day, 15 requests/min Gemma models: 15,000 tokens/min, 14,400 requests/day, 30 requests/min NVIDIA NIM Requires phone verification ~40 requests/minute Limited context windows Mistral (La Plateforme) Requires phone verification Must opt into data training (free tier) Limits per model: 1 request/second 500,000 tokens/min 1B tokens/month Mistral (Codestral) Free (currently) 30 requests/minute 2,000 requests/day Requires phone verification HuggingFace Inference ~$0.10/month free credits Mostly supports models <10GB Vercel AI Gateway $5/month credits Routes to multiple providers OpenCode Zen Free models available Data may be used for improvement Cerebras Example limits: 30 requests/min 60,000 tokens/min 14,400 requests/day 1,000,000 tokens/day Groq Varies by model Example: Up to 14,400 requests/day 6,000–30,000 tokens/min Some models capped at 1,000 requests/day Cohere 20 requests/minute 1,000 requests/month Shared quota across models GitHub Models Very restrictive token limits Depends on Copilot subscription tier Cloudflare Workers AI 10,000 neurons/day Large variety of supported models Providers with Trial Credits Fireworks – $1 credit Baseten – $30 credit Nebius – $1 credit Novita – $0.5 credit (valid 1 year) AI21 – $10 (3 months) Upstage – $10 (3 months) NLP Cloud – $15 (requires phone verification) Alibaba Cloud Model Studio – 1M tokens per model Modal – $5/month (up to $30/month with billing) Inference.net – $1 + $25 via survey Hyperbolic – $1 credit SambaNova Cloud – $5 (3 months) Scaleway Generative APIs – 1,000,000 free tokens General Notes Do not abuse services or access may be revoked Some providers require phone verification Some free tiers use your data for training Limits vary heavily by model and provider Models often share usage quotas within a provider
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TKD | check my profile it's cool
i ate the same breakfast for 30 days milk fruit oats coffee no decisions no variety just repetition morning energy went through the roof late morning cravings disappeared
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TKD | check my profile it's cool
how to make mind maps like notebooklm does from a large piece of text? use this prompt Part 1: Context and Objective "Your goal is to act as an expert information architect and visual summarizer. I will provide you with a large body of text. Your task is to transform this information into a precise, visual mind map. The primary objective is to make the information digestible, hierarchically structured, and easily scannable, while preserving the key concepts and their relationships." Part 2: Structure and Layout Rules "This mind map must be constructed as a central hub with radiating branches. The style should be reminiscent of a digital sketch or wireframe, using clean lines, icons, and clear typography. Key Structural Rules: Central Node: Identify the absolute core theme or subject of the provided text. Create a central, prominent node for it. The style should be a distinct shape (e.g., a circle with an icon and a main title). Add a subtle background color or outline to make it stand out. Primary Branches (Level 1): From the Central Node, create radiating branches. These must represent the main sub-themes or key pillars of the text. Each primary branch must have: A Clear Icon: A simple, illustrative icon (in the line-art style) that represents the theme. A Concise Label: A 1-3 word title. A Background Color/Box: Each primary branch must have its own consistent color scheme. Secondary Branches (Level 2): From each Primary Branch, extend further, thinner branches. These must represent supporting details, examples, or sub-points. Each secondary branch must have: A Small Icon: A smaller icon, related to the detail. A Concise Label: A 1-4 word phrase. No Background Color: These should be clean lines leading to the label and icon, not inside a colored box. Connecting Lines: Use flowing, slightly irregular, 'hand-drawn' style lines to connect all nodes. Primary branches should have slightly thicker lines than secondary branches. Lines should be colored to match their associated primary branch. Typography: Use a clean, sans-serif font. The Central Node title should be largest. Primary Branch labels should be medium size and bolded. Secondary Branch labels should be small. Visual Balance: Aim for a balanced, symmetrical-yet-organic layout that fills the space. Don't let one side become vastly more dense than others unless the content strictly dictates it." Part 3: Content Extraction Rules "Your extraction of information must be highly selective. Do not include full sentences. Prioritize: Key Concepts and Terms: Extract the core vocabulary. Specific Examples: Short, illustrative instances. Processes and Steps: Use icons that suggest flow or sequence (arrows, gears) if possible. Relationships: If two distant nodes are related, use a subtle, dashed connecting line to show the link. Action Verbs: Use verbs in labels (e.g., 'Discover,' 'Implement,' 'Measure')." Part 4: The Input Block "Here is the source text to analyze and map:" [INSERT YOUR LARGE TEXT HERE]
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TKD | check my profile it's cool
productivity hacks are mostly noise tracked 23 different techniques over 90 days pomodoro standing desk background music task batching the only thing that correlated with output was sleep duration
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Chris
Chris@everestchris6·
My OpenClaw + Arcads bot runs multiple Instagram accounts, each with a different AI persona, all driving traffic to my SaaS. It is already pulling thousands of views every week. Here's how it works: → OpenClaw researches trending topics and writes the scripts → Arcads generates videos with realistic AI actors as the face of each account → Multiple accounts, multiple personas, all posting automatically → Every post ends with a CTA to sign up → Zero manual work. Runs 24/7. This is what automated distribution looks like in 2026 Reply "BOT" and I'll send you the full setup and a guide for free
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when people use ai for vibe coding the problem is usually the workflow not your ability the typical loop looks like this you ask ai what to build ai generates lots of code you paste errors back ai creates more files the context breaks you lose understanding you get bored the project becomes chaotic this leads to three problems context explosion no ownership of the code boredom while ai works the fix is simple treat ai like a junior developer not the main programmer you must be the architect let ai write small functions not entire systems never allow more than about 100 to 150 lines of code at once before coding anything ask ai to break the project into small tasks then implement one task at a time maintain a project context file include the stack architecture completed tasks and the current task paste it whenever you prompt ai tell ai to write code only for specific files this prevents file explosion while ai generates code review it predict the solution yourself ask for explanations so you understand the logic work in focused sessions about 50 minutes of coding then take a short break without distractions the goal is simple ai assists you you build the system
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its the 1st of march 2026 as i type this and this is my plan for the next 40 weeks lets see how far i make it follow along because im abt to drop some BANGERS in the process x.com/tkdprotocol/st…
TKD | check my profile it's cool@tkdprotocol

so instead of just jumping onto every new shiny thing and doing random low effort stuff or starting a startup just for the sake of saying i have a startup i want to build real domain expertise i want to go deep instead of just hopping around but the only way to figure out what is actually right for me is to explore properly not casually not passively actually build in multiple domains and see where i feel genuine pull so this is my plan for the next few months if not the next few years i am publicly documenting this so i stay accountable this is the structure i am committing to the five leverage domains worth exploring from a laptop realistically i have basic dsa no major projects and just a macbook and internet so these are the five domains i can seriously explore ai + software (digital leverage) finance + markets (capital leverage) deep tech systems like energy space robotics via simulation bio + longevity from a computational angle crypto + protocol design (economic systems design) i am skipping luxury and infrastructure for now because they are capital heavy exploration structure (1 year plan) i cannot meaningfully explore five domains in three months so here is the structure each domain gets 8 weeks total around 40 weeks for every domain 2 weeks reading 4 weeks building 2 weeks going deep into one subproblem no passive exploration only building 1. ai + software books the alignment problem zero to one designing machine learning systems projects build a personal ai research assistant trained on yc essays research papers and indian policy docs build a vertical ai tool for indian law students upsc prep or real estate analysis build an autonomous ai agent that scrapes startup trends writes weekly reports and tweets automatically curiosity signal do i constantly think why does this not exist yet 2. finance + markets books the psychology of money common stocks and uncommon profits the sovereign individual projects build a micro hedge fund simulator backtesting strategies on indian stocks and publish monthly performance build a startup valuation model for indian saas build a market narrative dashboard tracking macro trends vc investments and auto generating insights curiosity signal do i enjoy thinking about incentives capital flows and power structures 3. deep tech systems (energy space robotics via simulation) books ignition the grid liftoff projects simulate a microgrid optimization system for indian villages simulate ev charging infrastructure placement build a satellite launch cost model build a robotics control simulator in python model indias defense manufacturing ecosystem curiosity signal do i naturally think in systems do i enjoy engineering constraints 4. bio + longevity (computational angle) books lifespan the gene projects build a longevity research aggregator summarizing new papers weekly create a personalized health optimization tracker analyze open genomic datasets build a drug discovery ml toy model curiosity signal am i fascinated by biological complexity does aging genuinely interest me 5. crypto + protocol design books the bitcoin standard ethereum whitepaper projects design a token economy for a college ecosystem creator economy or gaming guild build a simple dao write a whitepaper for a decentralized indian public goods fund curiosity signal do i enjoy game theory do i think about coordination problems a lot first six weeks (foundation phase) before any exploration becomes real i need to learn python deeply learn git properly understand a basic ml workflow deploy at least one project without this everything else is fantasy real strategy year 1 explore 4 to 5 domains ship 5 public projects publish everything on twitter and linkedin year 2 obsess over one domain intern in that sector build a startup around a problem i keep encountering i am not trying to avoid missing out i am trying to develop taste taste only comes from shipping this is me committing publicly let us see which domain pulls me in and refuses to let go

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TKD | check my profile it's cool
hey im tanmay im a 20 year old ece student at bits pilani hyderabad but honestly most of my time goes into software markets and building random systems for problems i run into in real life (if you want to get a gf in 2026 read my last project towards the end of this tweet) my degree says electronics but somewhere along the way i realized i enjoy building software and experimenting with ideas way more than anything else i mostly learn by building things and messing around with projects one of the apps i made is an android sleep tracker called lily the idea was basically codeforces for sleeping before going to bed you talk to an ai avatar set your wake up time and in the morning the app literally calls you to wake you up the avatar evolves depending on how consistent your sleep schedule is so it turns sleeping well into a kind of game it is still small right now with around a couple dozen downloads but it was a fun experiment in behavior design and ai interaction play.google.com/store/apps/det… i also built a youtube channel summarizer because i got tired of watching hours of content just to understand what a creators main ideas are you enter a channel and the app pulls transcripts using the youtube api and then generates chaotic brainrot summaries or even a full ai generated book explaining the whole channels ideas …-mfht52lie34jfcmy56yhro.streamlit.app i also made a productivity site called taskmaster where i combined an eisenhower matrix kanban boards pomodoro timers and analytics so you can actually see how your focus sessions translate into output task-master-blue-five.vercel.app outside of building stuff i spend a lot of time around markets and quant ideas for the last eight months i have been interning as a quant analyst at aqua advanced quantitative analytics where i have been working on strategies for nifty and trying to grind toward something with a decent sharpe ratio on campus i am also part of acm the wall street club and the student investment fund so a lot of my free time ends up going toward code or markets probably the weirdest system i ever built had nothing to do with software products at some point i got really frustrated with dating apps because they felt designed to keep people swiping instead of actually meeting someone real so i decided to treat the whole thing like a growth hacking problem instead of normal dating apps i moved to a pen pal style platform called slowly where conversations move slower and people tend to be more genuine then i basically built a funnel around it every day i sent about five thoughtful first messages to people i thought i might actually get along with i tracked response rates and conversation quality like it was a startup sales pipeline at one point i even trained a small llm on my own writing style and personal beliefs so i could generate message drafts that sounded like me but were optimized to start good conversations i still edited them but it helped me scale the outreach while keeping it authentic once a conversation felt natural and engaging i moved it to telegram and just talked normally eventually one of those conversations turned into something real and i ended up meeting someone I actually liked when i say it out loud it sounds kind of insane but the whole thing was basically applying a b2b sales mindset to dating build a funnel iterate messaging track what works and focus on real outcomes instead of endless swiping i guess the common pattern with me is that i like building systems whether it is apps trading strategies or random life experiments that try to solve problems in unconventional ways
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vahgartilal
vahgartilal@vahgartilal·
@tkdprotocol solving your own problem first is the best validation. 4x drop in screen time is a crazy result — that's a real product right there
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TKD | check my profile it's cool
built this with no team and no roadmap just a problem i kept losing hours to short videos so i made an app that locks those apps after 20 minutes used it myself for two months screen time dropped by 4 TIMES
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TKD | check my profile it's cool
these are the only tv shows and movies i feel like are actually worth watching (for builders and founders) i dont really watch movies or tv shows but i am planning to watch these silicon valley the social network black mirror the queens gambit death note cosmos a spacetime odyssey attack on titan succession
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a step by step system to manage claude code context window so it stops making mistakes plus a three step workflow using plugins to automate development 1\ managing claude code context window the problem is that claude code slowly loses context and becomes less effective as the session keeps running and the context window fills up a simple rule of thumb is that when the context percentage reaches around 50 percent claude starts forgetting instructions which leads to duplicate code or hallucinations the solution is to install a custom status line to monitor context usage run this terminal command before launching claude npx cc status line latest the recommended status line setup should display the model the context percentage the session cost and the session clock also avoid compacting do not use the compact command because it removes useful context but still does not fully fix context poisoning 2\ the three step workflow using plugins to keep claude efficient use sub agents that work in their own context windows coordinated by a main orchestrator install superpowers which is the core plugin for orchestrating sub agents install it using the plugin command inside claude step a superpowers brainstorm start every project with this command claude asks clarifying questions explores approaches and proposes a design document for approval before writing code step b superpowers write plan this converts the approved spec document into a detailed implementation plan including line by line code changes inside the docs plans folder step c superpowers execute plan this dispatches sub agents like code reviewers and testers to automatically implement the plan 3\ advanced upgrades sequential thinking install an mcp server by saying please install sequential thinking mcp server so claude can use chain of thought reasoning for deeper insights context 7 plugin install the official claude plugin that provides up to date knowledge about apis and libraries so it avoids hallucinating with outdated training data 4\ essential tools for workflow management warp terminal is an ai native terminal where you can see the files claude is editing in a side panel while chatting you can open multiple instances with command d and new tabs with control t happy engineering lets you access your desktop claude code terminal from your phone which bypasses the limitations of the official claude mobile app custom skills allow you to create reusable skills for repetitive tasks for example creature forge can automatically create game assets including stats descriptions and art links
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this almost killed the habit experiment day 17 skipped one workout felt behind skipped the next day too then the whole week collapsed added a simple reset protocol miss one day next day becomes mandatory
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vahgartilal
vahgartilal@vahgartilal·
@tkdprotocol protecting mornings is underrated. once you let meetings creep in before noon you basically lose the whole day. mornings are for building, afternoons are for everything else
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TKD | check my profile it's cool
one rule that changed my workdays no meetings before 1pm for 30 days mornings became super productive features shipped faster turns out my brain is useless for deep work after lunch hehe
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i regret adding this feature email login looked convenient but support mails tripled people forgot which account they used password resets everywhere removed it in the next version only google/apple sign in much better now
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