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you installed it with whichever command needed the least typing that command had a scope, and the short one is the widest one user scope does not live in the project, it lives in you, and it loads in every repository you open for the rest of the year... show more

Lagosaur

3,184 subscribers

20,957 views • 6 days ago •via X (Twitter)

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6 Comments

Pandora Bonita6 days ago

shortcuts now haunt you across every repo fr

Natalie Thompson6 days ago

short flag wide reach but the config ghost follows you everywhere

Susan Enoch6 days ago

that uninstall arc hit different fr

Alethea Merlin6 days ago

short command energy, permanent consequences ��

菌活写真日和6 days ago

その選択肢、さすがですね！効率の良さに脱帽です。

Linda Crawford6 days ago

Delete this before they make you take it down

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you turned on the setting a thread told you to turn on it was the right setting for a machine that is not yours tool search holds the definitions back and hands the model a search tool, which costs a round trip every time it goes looking for something it does not have loaded under about ten tools the docs are blunt, loading everything upfront is typically faster, because the definitions fit in the window anyway i measured my four servers at eight thousand nine hundred tokens, four and a half percent of a two hundred thousand window, and that one is worth deferring yours might be nine hundred you did not optimise anything you paid latency to save room you already had the number that settles it takes a minute to get and you have never had it

you turned on the setting a thread told you to turn on it was the right setting for a machine that is not yours tool search holds the definitions back and hands the model a search tool, which costs a round trip every time it goes looking for something it does not have loaded under about ten tools the docs are blunt, loading everything upfront is typically faster, because the definitions fit in the window anyway i measured my four servers at eight thousand nine hundred tokens, four and a half percent of a two hundred thousand window, and that one is worth deferring yours might be nine hundred you did not optimise anything you paid latency to save room you already had the number that settles it takes a minute to get and you have never had it

Lagosaur

49,715 views • 5 days ago

you added an mcp server because it was one line in a terminal and it was one line, that part was true what it was not is one line in the conversation every tool it brought came with a name, a schema and a paragraph of prose, and all of it is re-sent on every request you make until the session ends four ordinary servers on my machine this morning: forty eight definitions, eight thousand nine hundred tokens four and a half percent of a two hundred thousand window, gone before you typed a character you are not the person who installed four tools you are the person who prepends nine thousand tokens to everything he says nobody bills you for it it comes out of the room you had left to think in

you added an mcp server because it was one line in a terminal and it was one line, that part was true what it was not is one line in the conversation every tool it brought came with a name, a schema and a paragraph of prose, and all of it is re-sent on every request you make until the session ends four ordinary servers on my machine this morning: forty eight definitions, eight thousand nine hundred tokens four and a half percent of a two hundred thousand window, gone before you typed a character you are not the person who installed four tools you are the person who prepends nine thousand tokens to everything he says nobody bills you for it it comes out of the room you had left to think in

Lagosaur

13,488 views • 7 days ago

you handed a job to a subagent so your main window would stay clean the window stayed clean, the context did not tools load per conversation, not per task, so the browser tools you needed for one check sat in front of the model for everything you did after it four lines of frontmatter fix it, a subagent can carry its own servers, defined inline, scoped to that agent alone on my machine that moved twenty four playwright tools and four thousand four hundred tokens out of the main conversation and into the one place they get used you were not delegating work you were duplicating the menu and delegating a slice of it the cheapest tool is the one the model was never shown

you handed a job to a subagent so your main window would stay clean the window stayed clean, the context did not tools load per conversation, not per task, so the browser tools you needed for one check sat in front of the model for everything you did after it four lines of frontmatter fix it, a subagent can carry its own servers, defined inline, scoped to that agent alone on my machine that moved twenty four playwright tools and four thousand four hundred tokens out of the main conversation and into the one place they get used you were not delegating work you were duplicating the menu and delegating a slice of it the cheapest tool is the one the model was never shown

Lagosaur

41,663 views • 5 days ago

you watched one tool result scroll past for about ten seconds and moved on that result had a size limit, and you are not the one who set it the default ceiling is twenty five thousand tokens, but a server declares its own in the same response that lists its tools, up to five hundred thousand characters, and its number beats the one in your settings so the package you installed decides how much of your context a single call is allowed to eat you can set the variable it can overrule you in the handshake where it tells you its name you are not running the tools you are hosting them

you watched one tool result scroll past for about ten seconds and moved on that result had a size limit, and you are not the one who set it the default ceiling is twenty five thousand tokens, but a server declares its own in the same response that lists its tools, up to five hundred thousand characters, and its number beats the one in your settings so the package you installed decides how much of your context a single call is allowed to eat you can set the variable it can overrule you in the handshake where it tells you its name you are not running the tools you are hosting them

Lagosaur

34,747 views • 6 days ago

you wrote a deny rule so it could not touch the thing you cannot undo you were thinking about permission the rule does something stronger than refuse, a bare tool name in deny takes the tool out of the model's context altogether, it is never told the tool exists blocked means it asks and you say no, absent means it never reaches one line removed twenty four playwright tools and four thousand four hundred tokens i had never read you thought you were writing a guard you were writing the menu everything still on it is a choice you left open by not typing

you wrote a deny rule so it could not touch the thing you cannot undo you were thinking about permission the rule does something stronger than refuse, a bare tool name in deny takes the tool out of the model's context altogether, it is never told the tool exists blocked means it asks and you say no, absent means it never reaches one line removed twenty four playwright tools and four thousand four hundred tokens i had never read you thought you were writing a guard you were writing the menu everything still on it is a choice you left open by not typing

Lagosaur

38,373 views • 6 days ago

you tidied your setup once by deleting the server with the shortest tool list right instinct, wrong unit servers do not cost you anything and tools do not cost you anything, descriptions cost, description is written by whoever wanted the model's attention on my machine the server with nine tools costs one thousand one hundred and fifty five tokens the server with exactly one tool costs one thousand one hundred and twenty one one tool at the price of nine, because its author wrote two thousand seven hundred characters about when you should use it you have been pruning by the number in the list the bill is written in the part of the list nothing ever shows you

you tidied your setup once by deleting the server with the shortest tool list right instinct, wrong unit servers do not cost you anything and tools do not cost you anything, descriptions cost, description is written by whoever wanted the model's attention on my machine the server with nine tools costs one thousand one hundred and fifty five tokens the server with exactly one tool costs one thousand one hundred and twenty one one tool at the price of nine, because its author wrote two thousand seven hundred characters about when you should use it you have been pruning by the number in the list the bill is written in the part of the list nothing ever shows you

Lagosaur

16,469 views • 7 days ago

your agent has thirty tools. it calls two of them. the other twenty eight are not sitting idle somewhere. they are in the request, every request, and they are doing damage in two places at once. first the obvious one. tool schemas go into the prompt, and a schema is not a name. it is a description, a parameter list, types, required fields, an example. thirty of those is a few thousand tokens that ship with every single call, including the ones where the agent just says thanks and stops. you are paying rent on twenty eight tools that have never fired. second, and this is the one that costs more. when the request says cancel the order, the model picks by matching against everything available. four of your tools are plausible: cancel_order, refund_order, update_order, void_order. it is choosing among them based on the descriptions you wrote, one afternoon, months ago. every tool you add is another candidate in that shortlist. the twenty eight you never call are not neutral. they are noise in the one decision that determines whether the run works. > why it grows without anyone deciding to nobody adds thirty tools on purpose. you add one for a task, it works, it stays. six months later the registry is a catalogue and no one has ever removed anything, because removing a tool feels risky and adding one feels free. and there is no feedback telling you otherwise. the unused ones never error. they never appear in a failing trace. they are invisible in exactly the way that lets them accumulate. > what to actually do count calls per tool over the last thousand runs. this is one group-by and it usually shocks people. the ones at zero are pure cost. ship the tools the task needs, not the whole registry. a research phase does not need deploy. a writing phase does not need the database. swap the set between phases instead of loading everything up front. same agent, different tools, depending on where the run is. and when two tools could both plausibly answer the same request, that is not redundancy you can ignore. it is a coin flip you built into the system. the twenty eight tools are not unused. they are used every time, by the part of the run you cannot see.

your agent has thirty tools. it calls two of them. the other twenty eight are not sitting idle somewhere. they are in the request, every request, and they are doing damage in two places at once. first the obvious one. tool schemas go into the prompt, and a schema is not a name. it is a description, a parameter list, types, required fields, an example. thirty of those is a few thousand tokens that ship with every single call, including the ones where the agent just says thanks and stops. you are paying rent on twenty eight tools that have never fired. second, and this is the one that costs more. when the request says cancel the order, the model picks by matching against everything available. four of your tools are plausible: cancel_order, refund_order, update_order, void_order. it is choosing among them based on the descriptions you wrote, one afternoon, months ago. every tool you add is another candidate in that shortlist. the twenty eight you never call are not neutral. they are noise in the one decision that determines whether the run works. > why it grows without anyone deciding to nobody adds thirty tools on purpose. you add one for a task, it works, it stays. six months later the registry is a catalogue and no one has ever removed anything, because removing a tool feels risky and adding one feels free. and there is no feedback telling you otherwise. the unused ones never error. they never appear in a failing trace. they are invisible in exactly the way that lets them accumulate. > what to actually do count calls per tool over the last thousand runs. this is one group-by and it usually shocks people. the ones at zero are pure cost. ship the tools the task needs, not the whole registry. a research phase does not need deploy. a writing phase does not need the database. swap the set between phases instead of loading everything up front. same agent, different tools, depending on where the run is. and when two tools could both plausibly answer the same request, that is not redundancy you can ignore. it is a coin flip you built into the system. the twenty eight tools are not unused. they are used every time, by the part of the run you cannot see.

Hanako

24,656 views • 1 month ago

you rewrote a line in your claude.md this week to get the tone right there is a longer document sitting in front of it, and you have never opened it every tool you connected shipped a description, and a description is not a label, it is prose in second person addressed to the model i printed one this morning: two thousand seven hundred and eighty one characters, with a section headed when to use this tool it tells the model what to reach for, and when to stop and think first you spent an afternoon on your voice a package you installed with npx spent a page on its, and its page is read before yours you are not configuring an agent you are the second author on a document you have never read

you rewrote a line in your claude.md this week to get the tone right there is a longer document sitting in front of it, and you have never opened it every tool you connected shipped a description, and a description is not a label, it is prose in second person addressed to the model i printed one this morning: two thousand seven hundred and eighty one characters, with a section headed when to use this tool it tells the model what to reach for, and when to stop and think first you spent an afternoon on your voice a package you installed with npx spent a page on its, and its page is read before yours you are not configuring an agent you are the second author on a document you have never read

Lagosaur

10,011 views • 7 days ago

Notch Clips. every other ad tool ignores the footage sitting in your dropbox and generates new clips from a prompt. notch opens your library instead. it watches every clip you have ever shot and understands what is inside each one. the mood. who is in frame. what they are doing. the quality. so when you ask it to build an ad, it does not start from scratch. it reaches into your past shoots, finds the clip that fits, and slots it into the exact moment that needs it. here is what that looks like. you had thirteen versions of one reaction shot. notch picked the one that worked and left the other twelve. not by filename. not by guessing from a reference image. it watched all thirteen and could tell the difference. that is the whole idea. the right clip was already in your library. every other tool was about to make a worse one. footage you already shot, turned into every ad you still need. drop your site and a few clips you have. notch builds the first ad from them.

Notch Clips. every other ad tool ignores the footage sitting in your dropbox and generates new clips from a prompt. notch opens your library instead. it watches every clip you have ever shot and understands what is inside each one. the mood. who is in frame. what they are doing. the quality. so when you ask it to build an ad, it does not start from scratch. it reaches into your past shoots, finds the clip that fits, and slots it into the exact moment that needs it. here is what that looks like. you had thirteen versions of one reaction shot. notch picked the one that worked and left the other twelve. not by filename. not by guessing from a reference image. it watched all thirteen and could tell the difference. that is the whole idea. the right clip was already in your library. every other tool was about to make a worse one. footage you already shot, turned into every ad you still need. drop your site and a few clips you have. notch builds the first ad from them.

Vinay Jain

406,286 views • 3 months ago

Most AI tools today are just command-takers. You type, it responds. You click, it executes. There's truly no learning, no memory, no adaptation. You're still doing most of the work. Which is why Miles by Avo on Solana would make so much sense if built well. From what I understand so far, miles learns about you over time, adapts to how you operate, and figures out the tools you struggle to navigate on your own. Less clicking, more conversation, the more you use it, the better it gets at working with you, not just for you. That shift from command-follower to learning companion is bigger than it sounds. It's the difference between a tool and an agent that actually knows you. The second one is Agent Grid and this one is for builders and power users. But as I mentioned in this video, I'm still studying the Agent Grid. I'd come talk about it once I learn properly about it. Souren just keeps shipping!

Most AI tools today are just command-takers. You type, it responds. You click, it executes. There's truly no learning, no memory, no adaptation. You're still doing most of the work. Which is why Miles by Avo on Solana would make so much sense if built well. From what I understand so far, miles learns about you over time, adapts to how you operate, and figures out the tools you struggle to navigate on your own. Less clicking, more conversation, the more you use it, the better it gets at working with you, not just for you. That shift from command-follower to learning companion is bigger than it sounds. It's the difference between a tool and an agent that actually knows you. The second one is Agent Grid and this one is for builders and power users. But as I mentioned in this video, I'm still studying the Agent Grid. I'd come talk about it once I learn properly about it. Souren just keeps shipping!

Sir Khaycee

20,465 views • 5 months ago

you wrote a long careful note so it would remember the thing properly the note is the part that does not load what loads at the start of every session is the index line, the one sentence summary, and only the first two hundred lines of it or the first twenty five kilobytes, whichever runs out first the topic files underneath are read on demand, which means only if something in that one line makes it go and open them i checked mine: thirty nine index lines loading every session, thirty nine topic files loading none of the time the detail you were careful about is not context it is a footnote your agent has to choose to open and the sentence you dashed off in three seconds is the whole memory

you wrote a long careful note so it would remember the thing properly the note is the part that does not load what loads at the start of every session is the index line, the one sentence summary, and only the first two hundred lines of it or the first twenty five kilobytes, whichever runs out first the topic files underneath are read on demand, which means only if something in that one line makes it go and open them i checked mine: thirty nine index lines loading every session, thirty nine topic files loading none of the time the detail you were careful about is not context it is a footnote your agent has to choose to open and the sentence you dashed off in three seconds is the whole memory

Lagosaur

28,356 views • 3 days ago

"The work that you put in is the win - not the win itself. You have to understand, whether or not you make it there, that's not the win. The win is did I work towards that every single day with extreme effort and enthusiasm."

"The work that you put in is the win - not the win itself. You have to understand, whether or not you make it there, that's not the win. The win is did I work towards that every single day with extreme effort and enthusiasm."

The Winning Difference

16,568 views • 4 months ago

ANTHROPIC LEAKED A SETUP WHERE A $1.2M A-YEAR TEAM FITS INTO ONE FILE FOR $4 A DAY you hire nobody - you write one file, and $106,500 of salaries in it turn into $4 of tokens. architect → 4 builders → tests → critic → docs → scout → chief → back into the file the architect runs twice a day and decides everything - the priciest model on the sheet is the smallest line on the bill at $1.05. four builders cost $1.20 a day - and a fifth builder is one more number in the file, not one more quarter of recruiting. the tester asks does it run, the critic asks should it exist at all - $1.22 together for two roles a solo dev never fills. nothing reaches you that hasn't been rejected at least once. the scout and the scribe cost 40 cents - the exact two roles that get cut from every real budget. nobody hires a documentation engineer, and everybody wishes they had one. the chief at 14 cents is the only one who writes back into the file - without it this is a list, with it the list edits itself. hiring the eleventh is a paragraph: no req, no interviews, no ramp - and firing is one command. save this and paste it into Claude Code - and you get 10 roles for the price of one coffee ↓

ANTHROPIC LEAKED A SETUP WHERE A $1.2M A-YEAR TEAM FITS INTO ONE FILE FOR $4 A DAY you hire nobody - you write one file, and $106,500 of salaries in it turn into $4 of tokens. architect → 4 builders → tests → critic → docs → scout → chief → back into the file the architect runs twice a day and decides everything - the priciest model on the sheet is the smallest line on the bill at $1.05. four builders cost $1.20 a day - and a fifth builder is one more number in the file, not one more quarter of recruiting. the tester asks does it run, the critic asks should it exist at all - $1.22 together for two roles a solo dev never fills. nothing reaches you that hasn't been rejected at least once. the scout and the scribe cost 40 cents - the exact two roles that get cut from every real budget. nobody hires a documentation engineer, and everybody wishes they had one. the chief at 14 cents is the only one who writes back into the file - without it this is a list, with it the list edits itself. hiring the eleventh is a paragraph: no req, no interviews, no ramp - and firing is one command. save this and paste it into Claude Code - and you get 10 roles for the price of one coffee ↓

Sprytix

47,679 views • 27 days ago

Gilbert Strang, a quiet MIT professor, picked up a piece of chalk and explained the one skill standing between you and every account you have ever blown. MIT put the entire course online. it has been free for over twenty years. almost nobody finishes it. His point: the market never pays in certainties. it pays in probabilities, and a human gut can barely hold one straight. the math that holds ten thousand at once, weighs them, and collapses them into a single call is linear algebra. it is the branch Citadel and OpenAI both pay $400K to hire for. he is not a trading guru. his 18.06 lectures are the most watched math class on the planet. Skip to where he turns a wall of numbers into one vector. a single object carrying a thousand odds at once, in notation a beginner can follow. No slides. no jargon. one piece of chalk. a quant I know rewatches lecture one every year before he sizes a single position. You do not have a strategy problem. you have a math problem. the fix has been free for two decades, and you are still guessing.

Gilbert Strang, a quiet MIT professor, picked up a piece of chalk and explained the one skill standing between you and every account you have ever blown. MIT put the entire course online. it has been free for over twenty years. almost nobody finishes it. His point: the market never pays in certainties. it pays in probabilities, and a human gut can barely hold one straight. the math that holds ten thousand at once, weighs them, and collapses them into a single call is linear algebra. it is the branch Citadel and OpenAI both pay $400K to hire for. he is not a trading guru. his 18.06 lectures are the most watched math class on the planet. Skip to where he turns a wall of numbers into one vector. a single object carrying a thousand odds at once, in notation a beginner can follow. No slides. no jargon. one piece of chalk. a quant I know rewatches lecture one every year before he sizes a single position. You do not have a strategy problem. you have a math problem. the fix has been free for two decades, and you are still guessing.

Loran

47,557 views • 1 month ago

you numbered the steps so it could not get lost it does not get lost that list was written for a model that wandered, and this one plans better than the list does, so every number you added is a place where it is no longer allowed, to be smarter than you state the goal, the constraints, and how you will know it worked keep the numbers only where exactly one sequence is safe, which is deletes, auth and compliance the procedure felt like rigour it is a cage built to the dimensions of a model that is not in the room

you numbered the steps so it could not get lost it does not get lost that list was written for a model that wandered, and this one plans better than the list does, so every number you added is a place where it is no longer allowed, to be smarter than you state the goal, the constraints, and how you will know it worked keep the numbers only where exactly one sequence is safe, which is deletes, auth and compliance the procedure felt like rigour it is a cage built to the dimensions of a model that is not in the room

Lagosaur

14,857 views • 19 days ago

🤦🏽‍♂️🇿🇼Dear Mente, 🔴Let’s cut the bullshit. I read Hood's book “Shut Up and Make Money” and now waiting for the new one “How to Make Money in the Shortest Possible Time” not for actual strategy, but for a dopamine hit of "positive mindset." That mindset is a luxury we cannot afford in Zimbabwe. 🔸Here is the brutal truth: In this country, hustle culture is a lie. You do not thrive here through grit or good vibes. You thrive here through PROXIMITY to POWER 🔹Look at the evidence. Mudiwa MUDIWA made $350,000usd on spot in purchases, they were not buying books—they were SUPPORTING one of their OWN, loyalty. The price of the tickets and the guest list told you everything: this was a gathering of the connected, not the COMMON MAN 🔸If you are not in ZANU PF, you are not in the game. You are just a SPECTATOR . 🔹And that is precisely why i RESPECT one thing about ZANU PF ZANU PF: They take care of their own. It is a closed loop. If you are INSIDE , you EAT. If you are OUTSIDE , you STARVE. 🔸So, if you are a ZANU PF member and you are still suffering, it is because you have failed to leverage your position. You are a waste of that connection. At 6 AM every morning, look yourself in the mirror and tell yourself: "I am nothing." Because in this ecosystem, if you cannot convert POLITICAL capital into FINANCIAL capital, you are WORTHLESS. 🔹Stop reading for motivation. Start reading the room. In Zimbabwe, success is not a measure of your mind—it is a measure of your network. No political connection? No success. Period. 🔸That is Zimbabwe. You either play the game or you get played. There is no third option.

🤦🏽‍♂️🇿🇼Dear Mente, 🔴Let’s cut the bullshit. I read Hood's book “Shut Up and Make Money” and now waiting for the new one “How to Make Money in the Shortest Possible Time” not for actual strategy, but for a dopamine hit of "positive mindset." That mindset is a luxury we cannot afford in Zimbabwe. 🔸Here is the brutal truth: In this country, hustle culture is a lie. You do not thrive here through grit or good vibes. You thrive here through PROXIMITY to POWER 🔹Look at the evidence. Mudiwa MUDIWA made $350,000usd on spot in purchases, they were not buying books—they were SUPPORTING one of their OWN, loyalty. The price of the tickets and the guest list told you everything: this was a gathering of the connected, not the COMMON MAN 🔸If you are not in ZANU PF, you are not in the game. You are just a SPECTATOR . 🔹And that is precisely why i RESPECT one thing about ZANU PF ZANU PF: They take care of their own. It is a closed loop. If you are INSIDE , you EAT. If you are OUTSIDE , you STARVE. 🔸So, if you are a ZANU PF member and you are still suffering, it is because you have failed to leverage your position. You are a waste of that connection. At 6 AM every morning, look yourself in the mirror and tell yourself: "I am nothing." Because in this ecosystem, if you cannot convert POLITICAL capital into FINANCIAL capital, you are WORTHLESS. 🔹Stop reading for motivation. Start reading the room. In Zimbabwe, success is not a measure of your mind—it is a measure of your network. No political connection? No success. Period. 🔸That is Zimbabwe. You either play the game or you get played. There is no third option.

Chimbwa

28,128 views • 2 months ago

you let your agent keep notes, because the alternative was explaining yourself every morning it stopped asking, and it started repeating things that had stopped being true every guide on this covers what to save and where to put it, private for one agent, shared for the team not one of them covers how a fact leaves the agent writes its own memory while it works, so a guess it made on a tired tuesday gets stored in the same shape as something you told it, and after that the two are indistinguishable i counted mine this morning: forty files, six of them about decisions we reversed months ago, all forty read into every session since you did not give it a memory you gave it a record with no way to be corrected

you let your agent keep notes, because the alternative was explaining yourself every morning it stopped asking, and it started repeating things that had stopped being true every guide on this covers what to save and where to put it, private for one agent, shared for the team not one of them covers how a fact leaves the agent writes its own memory while it works, so a guess it made on a tired tuesday gets stored in the same shape as something you told it, and after that the two are indistinguishable i counted mine this morning: forty files, six of them about decisions we reversed months ago, all forty read into every session since you did not give it a memory you gave it a record with no way to be corrected

Lagosaur

13,883 views • 4 days ago

Jordan Peterson: "The joint probability that you have a trans kid and a pansexual kid is one in nine million. The odds that you're a pathological narcissist sacrificing your own children to the glorification of your compassion is eight million, nine hundred and ninety-nine thousand, nine hundred and ninety-nine to one."

Jordan Peterson: "The joint probability that you have a trans kid and a pansexual kid is one in nine million. The odds that you're a pathological narcissist sacrificing your own children to the glorification of your compassion is eight million, nine hundred and ninety-nine thousand, nine hundred and ninety-nine to one."

Joe Rogan Podcast News

531,906 views • 10 months ago

In week one you told it your salary floor. In week nine it asks you again. A long search punishes tools with no memory. A Helio teammate carries the whole brief for months, so the standard you set in January still applies in April.

In week one you told it your salary floor. In week nine it asks you again. A long search punishes tools with no memory. A Helio teammate carries the whole brief for months, so the standard you set in January still applies in April.

Angel

14,393 views • 22 days ago