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THE HEAD ENGINEER AT ANTHROPIC LEAKED A SETUP WHERE ONE FILE TURNS INTO A FINISHED PRODUCT IN 24 HOURS you hire nobody - you paste a $3.2M file into Fable 5, and the system unrolls itself from there. root → wiring → 4 branches → tests → release →...

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Sprytix

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20,510 görüntüleme • 8 gün önce •via X (Twitter)

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ANTHROPIC LEAKED A SETUP WHERE ONE FILE STARTS 7 LOOPS THAT TURN A PROMPT INTO A WORKING BUSINESS AI engineer drops in 1 file - the other 95% of the work closes automatically without them. spec → tasks → code → tests → docs → release → monitoring → back into the spec you don't write tickets anymore - you write the thing tickets get derived from, and Opus 5 cuts the spec into 6 tasks by itself. a task that fails its test comes back to itself, not to you - and runs a second lap without a single notification. 6 lanes of code run in parallel and none of them wait on you - the critic filters the diff before you ever open it. every new production bug becomes a permanent line in the eval set - the system never steps on it twice. monitoring isn't the end of the line, it's the start of the next spec - those back edges are what make it a graph instead of a conveyor. and one place is left where you say yes - release, 5 minutes instead of 5 hours. save this and paste it into Claude Code - and you get 7 loops that run without you ↓
0:52

ANTHROPIC LEAKED A SETUP WHERE ONE FILE STARTS 7 LOOPS THAT TURN A PROMPT INTO A WORKING BUSINESS AI engineer drops in 1 file - the other 95% of the work closes automatically without them. spec → tasks → code → tests → docs → release → monitoring → back into the spec you don't write tickets anymore - you write the thing tickets get derived from, and Opus 5 cuts the spec into 6 tasks by itself. a task that fails its test comes back to itself, not to you - and runs a second lap without a single notification. 6 lanes of code run in parallel and none of them wait on you - the critic filters the diff before you ever open it. every new production bug becomes a permanent line in the eval set - the system never steps on it twice. monitoring isn't the end of the line, it's the start of the next spec - those back edges are what make it a graph instead of a conveyor. and one place is left where you say yes - release, 5 minutes instead of 5 hours. save this and paste it into Claude Code - and you get 7 loops that run without you ↓

Sprytix

65,797 görüntüleme • 11 gün önce

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 ↓
0:41

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 görüntüleme • 7 gün önce

ANTHROPIC LEAKED 6 RULES THAT RUN 8 LOOPS AT ONCE - AND ONE ENGINEER DOES THE WORK OF A TEAM one engineer with this system replaces an entire team - and costs the company 8 times less You → Opus 5 plan → Fable 5 ×8 execute → Fable 5 review → you: 5 min Opus 5 takes your intent and breaks it into subtasks - a bad plan multiplied across every loop gives the same number of disasters - the plan is the only thing you read carefully one repo - isolated worktrees for each loop - nobody stands on anyone's file - parallel PRs ship while you do nothing the agent runs the tests and fixes until green PR - a red build never reaches your eyes one CLAUDE.md for the whole fleet - without it you get different opinions from every loop and one merge hell the average engineer closes 3-4 tasks a day - this system closes a full sprint overnight with zero working hours Fable 5 pre-reviews every PR before it reaches you - you spend 5 minutes - your throughput is now measured in diffs read per hour bookmark and paste into Claude Code - your first fleet can start tonight
1:15

ANTHROPIC LEAKED 6 RULES THAT RUN 8 LOOPS AT ONCE - AND ONE ENGINEER DOES THE WORK OF A TEAM one engineer with this system replaces an entire team - and costs the company 8 times less You → Opus 5 plan → Fable 5 ×8 execute → Fable 5 review → you: 5 min Opus 5 takes your intent and breaks it into subtasks - a bad plan multiplied across every loop gives the same number of disasters - the plan is the only thing you read carefully one repo - isolated worktrees for each loop - nobody stands on anyone's file - parallel PRs ship while you do nothing the agent runs the tests and fixes until green PR - a red build never reaches your eyes one CLAUDE.md for the whole fleet - without it you get different opinions from every loop and one merge hell the average engineer closes 3-4 tasks a day - this system closes a full sprint overnight with zero working hours Fable 5 pre-reviews every PR before it reaches you - you spend 5 minutes - your throughput is now measured in diffs read per hour bookmark and paste into Claude Code - your first fleet can start tonight

Sprytix

37,904 görüntüleme • 24 gün önce

ANTHROPIC LEAKED A SETUP THEY SPENT OVER 4 YEARS BUILDING WHERE A $30,000/MONTH TEAM GETS REPLACED BY $4 A DAY you're not a solo dev - you're one person carrying work the market prices at $30,000 a month. plan → code ×4 → tests → critic → docs → audit → back to the plan Opus cuts the task into steps and runs twice a day - the priciest model comes out at $1.05, not the biggest line on the bill. Sonnet holds 4 files at once across four lanes for $1.20 - the biggest line, and still the cheapest hour you ever bought. tests run themselves until green for $0.50 - you never see a red build again and never lose an hour to one. the critic is a different model than the one that wrote it - $0.72 for the only second pair of eyes a solo dev gets. $0.22 a day closes the docs you've been postponing for years - the cheapest role on the list turned out to be the one you skipped. the auditor at $0.32 closes the loop back into the planner - cut that edge and you get six assistants instead of a system. the left column is a hiring plan, the right column is a config file. save this and paste it into Claude Code - and you get 6 roles for $4 a day ↓
0:59

ANTHROPIC LEAKED A SETUP THEY SPENT OVER 4 YEARS BUILDING WHERE A $30,000/MONTH TEAM GETS REPLACED BY $4 A DAY you're not a solo dev - you're one person carrying work the market prices at $30,000 a month. plan → code ×4 → tests → critic → docs → audit → back to the plan Opus cuts the task into steps and runs twice a day - the priciest model comes out at $1.05, not the biggest line on the bill. Sonnet holds 4 files at once across four lanes for $1.20 - the biggest line, and still the cheapest hour you ever bought. tests run themselves until green for $0.50 - you never see a red build again and never lose an hour to one. the critic is a different model than the one that wrote it - $0.72 for the only second pair of eyes a solo dev gets. $0.22 a day closes the docs you've been postponing for years - the cheapest role on the list turned out to be the one you skipped. the auditor at $0.32 closes the loop back into the planner - cut that edge and you get six assistants instead of a system. the left column is a hiring plan, the right column is a config file. save this and paste it into Claude Code - and you get 6 roles for $4 a day ↓

Sprytix

13,458 görüntüleme • 9 gün önce

ANTHROPIC LEAKED A 6-AGENT SETUP THAT TURNS ONE PROMPT INTO A FINISHED PR your name shows up in this process exactly once - at the very end, for 5 minutes. spec → planner → 3 builders → critic → scribe → PR → back into the spec the planner runs once and the whole line inherits its decisions - a bad plan executed by five perfect agents is still a bad result. 3 lanes build in parallel - and they only work because the planner cut the steps so none of them reads another's output. tests loop until green and red goes back to the coder - the critic never sees a broken build. the critic rejects to the plan, not the code - tests ask does it run, the critic asks should it exist. the scribe writes the PR from the trace, not from memory - cut this seat and you get 8 PRs nobody can tell apart. the back edge into the spec is the whole trick - today's failures become tomorrow's constraints without you typing them. one human step in the whole thing: approve or send back - 5 minutes instead of 5 hours. save this and read the full graph engineering course below ↓
0:52

ANTHROPIC LEAKED A 6-AGENT SETUP THAT TURNS ONE PROMPT INTO A FINISHED PR your name shows up in this process exactly once - at the very end, for 5 minutes. spec → planner → 3 builders → critic → scribe → PR → back into the spec the planner runs once and the whole line inherits its decisions - a bad plan executed by five perfect agents is still a bad result. 3 lanes build in parallel - and they only work because the planner cut the steps so none of them reads another's output. tests loop until green and red goes back to the coder - the critic never sees a broken build. the critic rejects to the plan, not the code - tests ask does it run, the critic asks should it exist. the scribe writes the PR from the trace, not from memory - cut this seat and you get 8 PRs nobody can tell apart. the back edge into the spec is the whole trick - today's failures become tomorrow's constraints without you typing them. one human step in the whole thing: approve or send back - 5 minutes instead of 5 hours. save this and read the full graph engineering course below ↓

Hanako

162,221 görüntüleme • 8 gün önce

ANTHROPIC LEAKED A GRAPH WHERE ONE FILE WITH 7 ITEMS CUTS YOUR WORK FROM 8 HOURS TO 40 MINUTES AND TAKES 40 DECISIONS A DAY OFF YOU autonomy isn't a slider you drag to the right - it's a graph with 7 steps, and exactly one edge leads into each one. your approve is worth nothing until there's a description of what the output should be - otherwise you're approving something nobody defined. you can't run a batch without checkpoints, because one crash in the middle rolls back all 40 tasks at once. the agent already works without you, and until it writes down what it did there's nothing to check the report against. this is where the point of no return sits: past it the loop runs while you sleep. the approval didn't disappear - you moved it onto an evaluator that never gets tired and never lets one through. silence is only allowed when there's a list of what breaks it: money, deletion, anything leaving the system. the last one is the brake - a turn limit and a budget cap, whichever runs out first kills the run. you build the brake before the engine - an agent you can't stop isn't autonomous, it's just unattended. skip one edge and nothing crashes and nobody warns you - the system quietly settles two steps lower and keeps running. save this - 7 steps, 7 artefacts, zero ways to jump one ↓
0:58

ANTHROPIC LEAKED A GRAPH WHERE ONE FILE WITH 7 ITEMS CUTS YOUR WORK FROM 8 HOURS TO 40 MINUTES AND TAKES 40 DECISIONS A DAY OFF YOU autonomy isn't a slider you drag to the right - it's a graph with 7 steps, and exactly one edge leads into each one. your approve is worth nothing until there's a description of what the output should be - otherwise you're approving something nobody defined. you can't run a batch without checkpoints, because one crash in the middle rolls back all 40 tasks at once. the agent already works without you, and until it writes down what it did there's nothing to check the report against. this is where the point of no return sits: past it the loop runs while you sleep. the approval didn't disappear - you moved it onto an evaluator that never gets tired and never lets one through. silence is only allowed when there's a list of what breaks it: money, deletion, anything leaving the system. the last one is the brake - a turn limit and a budget cap, whichever runs out first kills the run. you build the brake before the engine - an agent you can't stop isn't autonomous, it's just unattended. skip one edge and nothing crashes and nobody warns you - the system quietly settles two steps lower and keeps running. save this - 7 steps, 7 artefacts, zero ways to jump one ↓

Sprytix

41,920 görüntüleme • 12 gün önce

ANTHROPIC LEAKED A FLEET THAT DOES THE WORK OF 5 ENGINEERS AND COSTS $3 A DAY the loop that used to need a team now maintains itself while nobody is awake to watch it. 03:00 → Fable 5 ×8 runs → Sonnet 5 reads → Opus 5 grades → the prompts get patched the prompt stopped being craft and became a build artefact - the spec was always the hard part, the wording never was. every rejection turns into a test case on its own - month 3 has a suite nobody sat down to write. a 4000-line trace collapses into one line: "turn 14 called the same tool twice" - you get the finding, not the file. context per turn drops from 180k to 40k - each cut is followed by a re-run, and if quality drops the cut goes back. the experiment queue used to be somebody's monday - now it's a timestamp at 03:00 and a report at 08:00. tomorrow's fleet is the thing last night's fleet shipped - nobody started it and nobody graded it. one seat survives all of this: which problem is worth building and where the autonomy stops. save this and run it tonight - the craft moved, the judgement didn't ↓
1:00

ANTHROPIC LEAKED A FLEET THAT DOES THE WORK OF 5 ENGINEERS AND COSTS $3 A DAY the loop that used to need a team now maintains itself while nobody is awake to watch it. 03:00 → Fable 5 ×8 runs → Sonnet 5 reads → Opus 5 grades → the prompts get patched the prompt stopped being craft and became a build artefact - the spec was always the hard part, the wording never was. every rejection turns into a test case on its own - month 3 has a suite nobody sat down to write. a 4000-line trace collapses into one line: "turn 14 called the same tool twice" - you get the finding, not the file. context per turn drops from 180k to 40k - each cut is followed by a re-run, and if quality drops the cut goes back. the experiment queue used to be somebody's monday - now it's a timestamp at 03:00 and a report at 08:00. tomorrow's fleet is the thing last night's fleet shipped - nobody started it and nobody graded it. one seat survives all of this: which problem is worth building and where the autonomy stops. save this and run it tonight - the craft moved, the judgement didn't ↓

Sprytix

24,298 görüntüleme • 13 gün önce

ANTHROPIC LEAKED A 6-AGENT ASSEMBLY LINE WHERE ONE PROMPT GOES IN AND A FINISHED PR COMES OUT your name shows up in this process exactly once - at the very end, for 5 minutes. prompt → planner → coder → tester → critic → scribe → PR Opus 5 plans once - a bad plan executed by five perfect agents is still a bad result. Sonnet 5 runs 3 parallel lanes - and they only work because the planner made the steps independent. tests loop until green and red goes back to the coder - the critic never sees a broken build. Opus 5 as the critic rejects to the plan, not the code - tests ask "does it run", the critic asks "should it exist". the PR description writes itself from the trace, not from memory - cut this seat and you get 8 PRs nobody can tell apart. one human step in the whole thing: approve or send back - 5 minutes instead of 5 hours. save the setup - 2 models, 6 seats, 2 return paths ↓
0:47

ANTHROPIC LEAKED A 6-AGENT ASSEMBLY LINE WHERE ONE PROMPT GOES IN AND A FINISHED PR COMES OUT your name shows up in this process exactly once - at the very end, for 5 minutes. prompt → planner → coder → tester → critic → scribe → PR Opus 5 plans once - a bad plan executed by five perfect agents is still a bad result. Sonnet 5 runs 3 parallel lanes - and they only work because the planner made the steps independent. tests loop until green and red goes back to the coder - the critic never sees a broken build. Opus 5 as the critic rejects to the plan, not the code - tests ask "does it run", the critic asks "should it exist". the PR description writes itself from the trace, not from memory - cut this seat and you get 8 PRs nobody can tell apart. one human step in the whole thing: approve or send back - 5 minutes instead of 5 hours. save the setup - 2 models, 6 seats, 2 return paths ↓

Sprytix

39,283 görüntüleme • 13 gün önce

ANTHROPIC LEAKED A FILE THEY SPENT 2 YEARS BUILDING WHERE 4 DEPARTMENTS CLOSE 90% OF YOUR WORK FOR $4 A DAY you do only 10% - the deciding, and the other 90% runs on different versions of Claude at a fraction of the price. research → marketing → sales → finance → back into the file research pulls in hundreds of sources and a handful survive - the cheap model filters, the expensive one reads only what got through. paying the top rate for a page you'll discard anyway is the commonest overspend there is. marketing is high volume with a low stake per item - so you generate 3 variants at once instead of one. one variant is a guess, three variants are a choice, and they cost the same. in sales the cheap model scores 400 leads and the expensive one writes only to the few worth it. a personal letter to a lead that was never going to convert is a paid guess. 6 of every 8 tasks in this file never need the priciest model - it answers at 5x the rate of the cheap one. and there's exactly one department where saving on the model makes no sense - unit economics, funnel, forecast. one wrong number here costs more than a full year of token savings. finance is the only department that writes back into the file - next month's marketing runs on rules analytics wrote, not you. overpaying is annoying, underpaying is expensive - route by the cost of being wrong, not the price per token. save this and paste it into Claude Code - 4 departments execute, you choose ↓
1:02

ANTHROPIC LEAKED A FILE THEY SPENT 2 YEARS BUILDING WHERE 4 DEPARTMENTS CLOSE 90% OF YOUR WORK FOR $4 A DAY you do only 10% - the deciding, and the other 90% runs on different versions of Claude at a fraction of the price. research → marketing → sales → finance → back into the file research pulls in hundreds of sources and a handful survive - the cheap model filters, the expensive one reads only what got through. paying the top rate for a page you'll discard anyway is the commonest overspend there is. marketing is high volume with a low stake per item - so you generate 3 variants at once instead of one. one variant is a guess, three variants are a choice, and they cost the same. in sales the cheap model scores 400 leads and the expensive one writes only to the few worth it. a personal letter to a lead that was never going to convert is a paid guess. 6 of every 8 tasks in this file never need the priciest model - it answers at 5x the rate of the cheap one. and there's exactly one department where saving on the model makes no sense - unit economics, funnel, forecast. one wrong number here costs more than a full year of token savings. finance is the only department that writes back into the file - next month's marketing runs on rules analytics wrote, not you. overpaying is annoying, underpaying is expensive - route by the cost of being wrong, not the price per token. save this and paste it into Claude Code - 4 departments execute, you choose ↓

Sprytix

26,003 görüntüleme • 5 gün önce

ANTHROPIC LEAKED 8 RULES THAT GIVE ONE ENGINEER 8X FROM A SINGLE CHANGE the engineers built it so nothing adds up - it multiplies, and that's the 8x task → split → verify → score → write back one queue means you wait for every step in turn - three workers together cost you the slowest one, not the sum of all. as long as you're the one reading the diff, the bottleneck is you, not the model. state is written at every step - a crash mid-run costs you one step, not the whole session. history gets compressed 25 times over - the next pass starts at 8k instead of 200k. nothing moves forward without a number - "it got better" isn't a result, and the breakage comes back when you're no longer watching. the eighth rule is the only one that writes back into CLAUDE.md - the agent records what it learned, and the next run doesn't start from zero. copy this into Claude Code today - and tomorrow you work like an engineer on $1.5M a year ↓
1:05

ANTHROPIC LEAKED 8 RULES THAT GIVE ONE ENGINEER 8X FROM A SINGLE CHANGE the engineers built it so nothing adds up - it multiplies, and that's the 8x task → split → verify → score → write back one queue means you wait for every step in turn - three workers together cost you the slowest one, not the sum of all. as long as you're the one reading the diff, the bottleneck is you, not the model. state is written at every step - a crash mid-run costs you one step, not the whole session. history gets compressed 25 times over - the next pass starts at 8k instead of 200k. nothing moves forward without a number - "it got better" isn't a result, and the breakage comes back when you're no longer watching. the eighth rule is the only one that writes back into CLAUDE.md - the agent records what it learned, and the next run doesn't start from zero. copy this into Claude Code today - and tomorrow you work like an engineer on $1.5M a year ↓

Noisy

37,058 görüntüleme • 12 gün önce

ANTHROPIC HAS AN OFFICIAL PROMPT LIBRARY FOR CLAUDE CODE Most people have never opened it. So they write every prompt from scratch. It is copy-paste, tagged by task and by role, across the whole lifecycle: discover → design → build → ship → operate Straight from the page: > what would break if I deleted this helper? > plan this refactor, list the files, do not touch code yet > write tests for this, run them, fix what fails > the test is failing, find out why and fix it This is not a cheat sheet. It is a map of what Claude Code already does for you. Bookmark it before you forget it exists.
0:33

ANTHROPIC HAS AN OFFICIAL PROMPT LIBRARY FOR CLAUDE CODE Most people have never opened it. So they write every prompt from scratch. It is copy-paste, tagged by task and by role, across the whole lifecycle: discover → design → build → ship → operate Straight from the page: > what would break if I deleted this helper? > plan this refactor, list the files, do not touch code yet > write tests for this, run them, fix what fails > the test is failing, find out why and fix it This is not a cheat sheet. It is a map of what Claude Code already does for you. Bookmark it before you forget it exists.

shmidt

521,746 görüntüleme • 1 ay önce

ANTHROPIC LEAKED A 5-AGENT SETUP THAT TURNS ONE QUESTION INTO A SOURCED REPORT you write one line and never open a tab - the fleet reads 40 sources and only the answer comes back. question → scope → 5 searchers → dedupe → writer → fact-check → report the scope agent turns a vague question into 5 angles that do not overlap - skip this and five agents fetch the same three articles. 5 searchers run in parallel with separate contexts - none of them sees what the others found, which is exactly why they do not converge on the same source. dedupe is code, not an agent - flatten, drop repeats, normalize URLs, zero tokens, instant. the writer only sees structured findings, never raw pages - it cannot cite something that was never verified because it never had access to it. the fact-checker reads the draft against the sources, not against itself - every claim without a matching source goes back, and only that section is rewritten. nothing reaches you until a second agent, with clean context, has tried to kill it. 12 minutes, 40 sources, one report where every line traces back to something real. save this and read the full graph engineering course below ↓
0:49

ANTHROPIC LEAKED A 5-AGENT SETUP THAT TURNS ONE QUESTION INTO A SOURCED REPORT you write one line and never open a tab - the fleet reads 40 sources and only the answer comes back. question → scope → 5 searchers → dedupe → writer → fact-check → report the scope agent turns a vague question into 5 angles that do not overlap - skip this and five agents fetch the same three articles. 5 searchers run in parallel with separate contexts - none of them sees what the others found, which is exactly why they do not converge on the same source. dedupe is code, not an agent - flatten, drop repeats, normalize URLs, zero tokens, instant. the writer only sees structured findings, never raw pages - it cannot cite something that was never verified because it never had access to it. the fact-checker reads the draft against the sources, not against itself - every claim without a matching source goes back, and only that section is rewritten. nothing reaches you until a second agent, with clean context, has tried to kill it. 12 minutes, 40 sources, one report where every line traces back to something real. save this and read the full graph engineering course below ↓

Hanako

58,127 görüntüleme • 7 gün önce

ANTHROPIC LEAKED A FILE THAT BUILDS A BUSINESS IN 60 MINUTES - IT HUNTS CUSTOMERS ON ITS OWN AND BRINGS $50K IN THE FIRST MONTH in month one the system pulls 100+ customers, in month two the profit number goes past $100K root → offer → surface → hunt → clock → back into the root the first 12 minutes you write 3 lines no model can write for you: who buys, what we sell, at what price. get those wrong and the next 48 minutes automate the wrong business perfectly. the offer is one page, not a deck: the pain, the objection, the price. the page, the payment link and the replies get built by 3 files in parallel in 6 minutes. the first chain listens where your buyer complains - hundreds of signals scored cheaply, a handful get a real letter. a personal letter to someone who was never buying is a paid guess. the second chain publishes 3 variants a day - one post is a guess, three a day for a month is a distribution. the third chain is the cheapest: every closed deal describes the next one, and tomorrow the hunt runs a narrower list. in the morning you read 3 numbers: conversations, replies, paid - if the first grows and the third doesn't, the offer is the problem. and the honest part: 60 minutes buys distribution attempts, not demand - the machine runs whether or not anyone wants it. save this and paste it into Claude Code - an hour builds the machine, the market decides the number ↓
1:00

ANTHROPIC LEAKED A FILE THAT BUILDS A BUSINESS IN 60 MINUTES - IT HUNTS CUSTOMERS ON ITS OWN AND BRINGS $50K IN THE FIRST MONTH in month one the system pulls 100+ customers, in month two the profit number goes past $100K root → offer → surface → hunt → clock → back into the root the first 12 minutes you write 3 lines no model can write for you: who buys, what we sell, at what price. get those wrong and the next 48 minutes automate the wrong business perfectly. the offer is one page, not a deck: the pain, the objection, the price. the page, the payment link and the replies get built by 3 files in parallel in 6 minutes. the first chain listens where your buyer complains - hundreds of signals scored cheaply, a handful get a real letter. a personal letter to someone who was never buying is a paid guess. the second chain publishes 3 variants a day - one post is a guess, three a day for a month is a distribution. the third chain is the cheapest: every closed deal describes the next one, and tomorrow the hunt runs a narrower list. in the morning you read 3 numbers: conversations, replies, paid - if the first grows and the third doesn't, the offer is the problem. and the honest part: 60 minutes buys distribution attempts, not demand - the machine runs whether or not anyone wants it. save this and paste it into Claude Code - an hour builds the machine, the market decides the number ↓

Sprytix

203,312 görüntüleme • 4 gün önce

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.
0:40

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 görüntüleme • 2 ay önce

ANTHROPIC LEAKED A SETUP WHERE 6 FILES CUT TOKENS BY 84% AND RAISE ACCURACY BY 39% engineers at Google and Microsoft have been running this for a while - they pay $3 where you pay $20. decisions → contracts → dead ends → state → sources → open questions memory moves outside the window - what enters the context is a pointer to a file, not the history. raw history refills the window to 200k every single turn - six pointers take 8k and leave 96% free. same work, same five turns: 1,000,000 tokens against 40,000. decisions written to a file kill the endless "wait, why did we do it this way". written dead ends kill the second lap around the same circle - the agent never walks in there twice. a stable prefix keeps the cache warm - a cache read costs 0.1x of normal input. that's why 20 turns cost 3.15x instead of 20x - one write and nineteen reads. save this and paste it into Claude Code - and your agent stops paying for what it already knew ↓
0:51

ANTHROPIC LEAKED A SETUP WHERE 6 FILES CUT TOKENS BY 84% AND RAISE ACCURACY BY 39% engineers at Google and Microsoft have been running this for a while - they pay $3 where you pay $20. decisions → contracts → dead ends → state → sources → open questions memory moves outside the window - what enters the context is a pointer to a file, not the history. raw history refills the window to 200k every single turn - six pointers take 8k and leave 96% free. same work, same five turns: 1,000,000 tokens against 40,000. decisions written to a file kill the endless "wait, why did we do it this way". written dead ends kill the second lap around the same circle - the agent never walks in there twice. a stable prefix keeps the cache warm - a cache read costs 0.1x of normal input. that's why 20 turns cost 3.15x instead of 20x - one write and nineteen reads. save this and paste it into Claude Code - and your agent stops paying for what it already knew ↓

Noisy

137,288 görüntüleme • 10 gün önce

ANTHROPIC LEAKED A 4-AGENT SETUP THAT CUTS A CODEBASE AUDIT FROM 3 DAYS TO 20 MINUTES you point it at a repo and walk away - it comes back with what breaks, ranked, patches already tested. repo → map → 4 auditors → rank → fix → verify → report → back into the map the map cuts the repo by blast radius, not by folder - skip it and four agents audit the same three files and miss the one that ships broken. 4 auditors run in parallel with separate contexts - deps, secrets, dead code, hot paths, and none of them sees another's findings. rank is code, not an agent - sort by what breaks production, drop the duplicates, zero tokens. the fixer only opens patches for the top slice - a hundred findings nobody acts on is a report, not an audit. verify runs the suite on every patch and red goes back to the fixer - that patch only, never the whole batch. the back edge into the map is the whole trick - accepted findings become rules, so next week starts where this one ended. one human step in all of it: which fixes ship - 20 minutes instead of 3 days. save this and read the full graph engineering course below ↓
1:00

ANTHROPIC LEAKED A 4-AGENT SETUP THAT CUTS A CODEBASE AUDIT FROM 3 DAYS TO 20 MINUTES you point it at a repo and walk away - it comes back with what breaks, ranked, patches already tested. repo → map → 4 auditors → rank → fix → verify → report → back into the map the map cuts the repo by blast radius, not by folder - skip it and four agents audit the same three files and miss the one that ships broken. 4 auditors run in parallel with separate contexts - deps, secrets, dead code, hot paths, and none of them sees another's findings. rank is code, not an agent - sort by what breaks production, drop the duplicates, zero tokens. the fixer only opens patches for the top slice - a hundred findings nobody acts on is a report, not an audit. verify runs the suite on every patch and red goes back to the fixer - that patch only, never the whole batch. the back edge into the map is the whole trick - accepted findings become rules, so next week starts where this one ended. one human step in all of it: which fixes ship - 20 minutes instead of 3 days. save this and read the full graph engineering course below ↓

Hanako

134,481 görüntüleme • 6 gün önce

ANTHROPIC LEAKED 10 TOOLS THAT BUILD A PRODUCT IN 24 HOURS - AND ALL OF THEM ARE FREE everyone clones the 10 repos, almost nobody stacks them in the right order - the order is the product. core → scaffold → work → gates → autonomy the first layer isn't writing code - it's assembling a team: the core in the terminal, procedures as files, plugins on top. you clone 3 repos and you've hired nobody, yet 6 roles already exist. the scaffold is the biggest saving on the whole path - you don't design twice what's already solved in the templates. the patterns sitting in the cookbooks are the exact ones you'd rediscover on your own in week 3. then the work runs in a room you were never in - an agent where thinking is needed, a direct call where it isn't. gates replace review, they don't supplement it - the agent sits inside your pull request and rejects before you open it. a gate that never rejects anything is a status badge, not a gate. only the last of the 5 layers is autonomy - scan, research, patch, and one report waiting for you while you pressed nothing. turn autonomy on before the gates and you've just automated your own mistakes. 3 inversions in the order and the same 10 repos produce zero product. save this and paste it into Claude Code - the repos are the public part, the sequence isn't ↓
0:57

ANTHROPIC LEAKED 10 TOOLS THAT BUILD A PRODUCT IN 24 HOURS - AND ALL OF THEM ARE FREE everyone clones the 10 repos, almost nobody stacks them in the right order - the order is the product. core → scaffold → work → gates → autonomy the first layer isn't writing code - it's assembling a team: the core in the terminal, procedures as files, plugins on top. you clone 3 repos and you've hired nobody, yet 6 roles already exist. the scaffold is the biggest saving on the whole path - you don't design twice what's already solved in the templates. the patterns sitting in the cookbooks are the exact ones you'd rediscover on your own in week 3. then the work runs in a room you were never in - an agent where thinking is needed, a direct call where it isn't. gates replace review, they don't supplement it - the agent sits inside your pull request and rejects before you open it. a gate that never rejects anything is a status badge, not a gate. only the last of the 5 layers is autonomy - scan, research, patch, and one report waiting for you while you pressed nothing. turn autonomy on before the gates and you've just automated your own mistakes. 3 inversions in the order and the same 10 repos produce zero product. save this and paste it into Claude Code - the repos are the public part, the sequence isn't ↓

Sprytix

42,259 görüntüleme • 7 gün önce

this is f**king gold someone just figured out how to run Claude Fable 5 and GPT 5.6 Sol in the same loop gpt-5.6 came out yesterday. fable 5 leaves in 48 hours. this window has never existed before and never will again. here is how to use it: 1. open claude code. install openai's codex plugin 2. type /model. choose fable 5. 3. drop one ROUTING.md in your repo root (full file in comments). 4.paste the prompt (in comments), write what feature you want. boom. save and bookmark this no matter what. it will be the most productive thing you do this weekend
0:20

this is f**king gold someone just figured out how to run Claude Fable 5 and GPT 5.6 Sol in the same loop gpt-5.6 came out yesterday. fable 5 leaves in 48 hours. this window has never existed before and never will again. here is how to use it: 1. open claude code. install openai's codex plugin 2. type /model. choose fable 5. 3. drop one ROUTING.md in your repo root (full file in comments). 4.paste the prompt (in comments), write what feature you want. boom. save and bookmark this no matter what. it will be the most productive thing you do this weekend

Avid

140,354 görüntüleme • 1 ay önce

PSYCHO CREATED A GOD-MODE SECOND BRAIN ON FABLE 5 THAT FILLS ITS OWN KNOWLEDGE GAPS WHILE YOU SLEEP. KARPATHY'S FILE STRUCTURE MAKES IT POSSIBLE. Everyone wires Claude into Obsidian, posts the graph, and stops. this guy added a third system and it quietly changes the whole game: The full build is in the article below: vault structure, the Claude wiring, the exact prompts, the skills. > Obsidian as the knowledge base, but any notes app works as long as Claude Code can see the files > Karpathy's LLM Wiki doc as the skeleton, so the vault is organized the way a model actually reads, not the way humans decorate folders > a self-learning skill on a weekly loop: scans the entire brain, finds the gaps, then researches YouTube and Google by itself to fill them Read the third one again, actually your notes only ever contain what you happened to write down, and the gap-finder breaks that ceiling: the brain starts knowing things you never told it. Most second brains know what you told them. a real one notices what you didn't. that's the difference between note-taking and compounding. one sits there. the other gets smarter every week whether you showed up or not. P.S. send the article straight to your Claude, tell it to interview you, and the brain starts filling itself tonight.
1:05

PSYCHO CREATED A GOD-MODE SECOND BRAIN ON FABLE 5 THAT FILLS ITS OWN KNOWLEDGE GAPS WHILE YOU SLEEP. KARPATHY'S FILE STRUCTURE MAKES IT POSSIBLE. Everyone wires Claude into Obsidian, posts the graph, and stops. this guy added a third system and it quietly changes the whole game: The full build is in the article below: vault structure, the Claude wiring, the exact prompts, the skills. > Obsidian as the knowledge base, but any notes app works as long as Claude Code can see the files > Karpathy's LLM Wiki doc as the skeleton, so the vault is organized the way a model actually reads, not the way humans decorate folders > a self-learning skill on a weekly loop: scans the entire brain, finds the gaps, then researches YouTube and Google by itself to fill them Read the third one again, actually your notes only ever contain what you happened to write down, and the gap-finder breaks that ceiling: the brain starts knowing things you never told it. Most second brains know what you told them. a real one notices what you didn't. that's the difference between note-taking and compounding. one sits there. the other gets smarter every week whether you showed up or not. P.S. send the article straight to your Claude, tell it to interview you, and the brain starts filling itself tonight.

Miraqle

41,307 görüntüleme • 1 ay önce

An asian guy just found a way to use Fable 5 forever, even though Anthropic is going to make it access-limited after 12th July. He used Opus 4.8 to host the operating manual of fable 5 with just one single prompt. Access to the best model is never guaranteed. It disappeared once already this year. But you can use it forever. Here's how: 1. Extract the operating manual of Fable 5 2. Create an .md file and save it on your device 3. Create a new project "Fable 5 Brain" in Claude 4. Paste the instructions/ .md file straight into it 5. Run a pressure test to verify Save and bookmark this no matter what:
0:30

An asian guy just found a way to use Fable 5 forever, even though Anthropic is going to make it access-limited after 12th July. He used Opus 4.8 to host the operating manual of fable 5 with just one single prompt. Access to the best model is never guaranteed. It disappeared once already this year. But you can use it forever. Here's how: 1. Extract the operating manual of Fable 5 2. Create an .md file and save it on your device 3. Create a new project "Fable 5 Brain" in Claude 4. Paste the instructions/ .md file straight into it 5. Run a pressure test to verify Save and bookmark this no matter what:

Aria Westcott

376,386 görüntüleme • 1 ay önce