OPENAI DOTS + JEV + SONNET 5.5 FOUND 84 CREDENTIALS STILL ALIVE FROM 14 PEOPLE WHO HAD LEFT AND CLOSED 61 OF THEM IN ONE AFTERNOON FOR $6.38 the sweep costs $6.38, and a security firm quotes $9,400 for the same 84 credentials leaver → credential → owner → last use → revoke the scanner on Jev 1.13 answers “still needed” yes or no on all 84 for $0.00, the investigator on Sonnet 5.5 reads their last 30 days of logs for $3.36 the planner on Opus 5.5 writes the revoke order for the 23 that weren't obvious for $3.02, and a Dot on GPT-6 Astra messages the 14 managers in Slack for $0.00 extra 84 credentials in 40 minutes, and an IT admin checks about 6 a day 40 minutes here is 14 days of one admin one credential costs $111.90 with the firm and $0.076 with agents - that is 1,473x cheaper and here is the honest part of this file: 61 were dead weight, and the 23 contested ones included 9 live automations someone depended on closing one of those stopped an invoice run for 6 hours, 41 invoices at $299 sat waiting, $12,259 an agent keeps the keys of whoever set it up, so someone has to take them back on that person's last day save this and paste it into Claude Code - let it list your 84 live keys for you ↓

TYPESAFE'S JEV + SONNET 5.5 + OPUS 5.5 READ 3,400 SUPPLIER CONTRACTS FOR AUTO-RENEWAL TRAPS IN 6 HOURS AND FOUND $208,604 RENEWING NEXT QUARTER the read costs $77.28, and 567 hours of a legal-ops contractor at $85 is $48,167 contract → jev → clause → flag → notice → calendar the tagger on Jev 1.13 answers 60 yes or no questions on each of the 3,400 contracts for $3.08, the reader on Opus 5.5 goes through the 212 flagged ones for $67.84 the writer on Sonnet 5.5 drafts 212 cancellation notices for $6.36 3,400 contracts in 6 hours, and a contractor reads about 6 an hour 6 hours here is 14 weeks of one reader one contract costs $14.17 with a contractor and $0.0227 with agents - that is 623x cheaper and here is the honest part of this file: of the $208,604 that renews, $76,310 was already cancelled by email threads that never touched the contract folder so the real exposure was $132,294, and 3 of the 212 notices went to suppliers who had already confirmed the cancellation in writing $132,294 is what 36.9 customers at $299 pay in a year it finds every clause that renews, the email that cancelled it lives somewhere else save this and paste it into Claude Code - let it read your 3,400 contracts for you ↓

GPT 6.1 SOL ASKED 300 QUESTIONS OF THE SAME 800,000-TOKEN CODEBASE AND CACHED INPUT TOOK THE BILL FROM $481.80 TO $25.80 the 300 questions cost $25.80 with cached input and $481.80 without it, and a senior engineer answering them from memory costs $7,900 repo → cache → question → answer → log the reader on GPT-6.1 Sol answers all 300 for $25.80, because cached input costs $0.10 per million tokens against $2.00 for fresh input the same reader on Sonnet 5.5 answers them for $49.80, with cache reads at $0.20 per million the checker on Opus 5.5 verifies the 30 answers that touch billing for $5.16 300 answers in 40 minutes, and an engineer answers about 3 an hour 40 minutes here is 100 engineer-hours one answer costs $26.33 with an engineer and $0.086 with cached Sol - that is 306x cheaper and here is the honest part of this file: a cache has a lifetime, and 41 of the 300 questions arrived after it expired and paid $1.60 instead of $0.08 that is $62.32 extra, so a real day costs $88.12, and Grok 4.7 can't take this repo at all, its context is 500K tokens against 1.05M for Sol one customer at $299 pays for 3.4 days of 300 questions the second read costs 5% of the first, until someone pushes to main at 3pm save this and paste it into Claude Code - let it cache your 800,000 tokens for you ↓

OPENAI DOTS + OPUS 5.5 + SONNET 5.5 + GPT 6.1 SOL + GROKBOT + JEV + LAYA: ONE FOUNDER RAN A $1.2M A YEAR COMPANY ON 7 SEATS AND NO EMPLOYEES FOR $1,564.98 A MONTH he stack costs $1,564.98 a month, and the 9 people it replaces cost $54,900 inbox → gate → build → write → check → ship the sorter on Laya 421M tags every incoming message on the founder's laptop for $0.00, the gate on Jev 1.13 answers yes or no on 1.31M decisions for $19.78 the builder on GPT-6.1 Sol ships the changes for $612.40, the writer on Sonnet 5.5 writes the replies and the docs for $388.20 the operator, a Grokbot on Grok 4.6, runs the browser work inside a $200 plan, the checker on Opus 5.5 reads what touches money for $344.60 the seventh seat is a Dot on GPT-6 Astra that holds the inbox for $0.00 extra, the first dot comes with the plan every seat is pinned: jev-1.13.0, gpt-6.1-sol, claude-sonnet-5-5, claude-opus-5-5, and none of the seven runs on “latest” 2,160 tasks a month, 72 a day, which is what 9 people close at 8 each one task costs $25.42 with people and $0.725 with agents - that is 35x cheaper and here is the most honest thing in this document: seven seats mean five vendors, four bills and three logins that can read each other's files, and one founder the invoice is $1,564.98 a month, the attention is 61 hours a week, and 40 of those hours go to the jobs no seat is allowed to touch: pricing, signatures, apologies, firing customers 337 customers at $299 make $100,763 a month, $1,209,156 a year, and the stack takes 1.55% of it seven seats, one signature save this and paste it into Claude Code - let it staff your 7 seats for you ↓

TYPESAFE'S JEV + SONNET 5.5 + OPUS 5.5 TAGGED 240,000 CUSTOMER REVIEWS IN 4 HOURS AND TURNED THEM INTO A 12-ITEM ROADMAP FOR $11.82 the roadmap costs $11.82, and a research firm quotes $34,000 to read a sample of 2,000 review → jev → theme → quote → rank → roadmap the tagger on Jev 1.13 gives each of the 240,000 reviews a theme, a sentiment and an urgency for $3.62, the writer on Sonnet 5.5 pulls the 2,300 sharpest quotes for $5.40 the ranker on Opus 5.5 orders the 12 themes by revenue at risk for $2.80 240,000 reviews in 4 hours, and a researcher codes about 150 a day 4 hours here is 1,600 days of one researcher, 6.4 years one review coded costs $1.60 with people and $0.0000493 with agents - that is 32,487x cheaper and here is the honest part of this file: 240,000 reviews are the opinion of the 4% of users who write one, out of 6M the top theme, dark mode, sat in 11,800 reviews, and “export to csv” sat in 2,880, just 1.2% but 31 of the last 40 cancellations mentioned the export, 31 × $299 is $9,269 a month reviews tell you what 4% noticed, the cancellation form tells you what cost $9,269 save this and paste it into Claude Code - let it read your 240,000 reviews for you ↓

XAI GROK 4.7 + SONNET 5.5 + OPUS 5.5 TURNED A 38-TICKET BACKLOG INTO 38 PRS IN 2 DAYS INSIDE CURSOR FOR $59.20 38 PRs cost $59.20, and 60.8 engineer-days at $403 is $24,502.40 ticket → grok 4.7 → pr → review → gate → merge the builder on Grok 4.7 writes 38 PRs for $27.36, the reviewer on Sonnet 5.5 reads all 38 for $22.04 the gate on Opus 5.5 signs off the 7 that touch billing for $9.80 each is pinned, grok-4.7, claude-sonnet-5-5 and claude-opus-5-5, since a backlog run on three moving targets can't be repeated next sprint 38 PRs in 2 days, and an engineer ships one in about 1.6 days 2 days here is 60.8 days of one engineer one PR costs $644.80 with people and $1.558 with agents - that is 414x cheaper and here is the honest part of this file: the benchmark xAI quotes is CursorBench, and the company that owns Cursor is the company that built Grok on that benchmark Grok 4.7 scores 46.3% at its top effort setting, so of 38 tickets about 18 land clean and 20 need a person $24,443.20 saved is 81.7 customers at $299 for a month the agent opens 38 PRs in 2 days, the 20 that need a person are what your Monday was for save this and paste it into Claude Code - let it take your 38 tickets for you ↓

XAI PRICED GROK AT $0.42 FOR A WHOLE FEDERAL AGENCY, AND AT GROK 4.7 PRICES THAT BUYS 52,500 WORDS OF OUTPUT FOR $0.42 $0.42 buys 52,500 words on Grok 4.7, and an analyst writing the same 52,500 words costs $6,483.75 prompt → grok 4.7 → draft → reader → signature the writer on Grok 4.7 writes 52,500 words for $0.42, the reader, a person, takes 210 minutes to read them for $108.50 priced at $2 in and $6 out per million tokens, which is 40% under the $10 output price of GPT-6.1 Sol and Sonnet 5.5 52,500 words, and an analyst writes about 2,000 a day that is 26 days of one analyst, bought for $0.42 one thousand words cost $123.50 with an analyst and $0.008 with agents - that is 15,438x cheaper and here is the honest part of this file: the $0.42 was the price of access, the real bill is reading 210 minutes at $31 an hour is $108.50, 258x more than the writing cost one customer at $299 pays for 712 of the $0.42 runs and for 2.7 of the reviewed ones generation costs $0.42, reading costs $108.50, and that is where the next 258x lives save this and paste it into Claude Code - let it price your 52,500 words for you ↓

JEV + SONNET 5.5 + OPUS 5.5 TRIAGED 41,000 SECURITY ALERTS IN ONE NIGHT AND ESCALATED 64 REAL INCIDENTS FOR $184.37 the night costs $184.37, and 2,050 analyst-hours of triage at $35 is $71,750 alert → jev → investigate → incident → page the triager on Jev 1.13 answers real or noise on all 41,000 alerts for $0.62, the investigator on Sonnet 5.5 works 1,900 of them for $142.50 the incident writer on Opus 5.5 builds 64 incident reports for $41.25 none of them runs on “latest”, because a triage rule that changes overnight makes last week's alerts incomparable 41,000 alerts in 9 hours, and an analyst closes about 160 in a shift 9 hours here is 256 shifts of one analyst one triaged alert costs $1.75 with analysts and $0.0045 with agents - that is 389x cheaper and here is the honest part of this file: Jev threw out 39,100 alerts as noise, and a random audit of 780 of them found 2 real incidents that is about 100 incidents hiding in the dismissed pile, so the 64 are the ones it caught, not the ones that happened $71,566 saved in a week is 239.3 customers at $299 for a month it catches 64 incidents in 9 hours, the 100 it doesn't are the ones that make the news save this and paste it into Claude Code - let it triage your 41,000 alerts for you ↓

POLYMARKET MOVES MILLIONS. THIS FILE X-RAYED IT IN 18 SECONDS. he file costs $3.40 to generate, and a trading-viz studio quotes $7,400 for the same liquidity desk feed → network → signals → trades → compound the extractor on gpt-6.1 pulls the visual system from 10 reference frames for $1.10, the builder on gpt-6.1 writes 2,185 lines of single-file html for $2.30 none of them runs on "latest", gpt-6.1 stays pinned so the same prompt builds the same file on tuesday and on friday 22,620 checks an hour, and a human needs 56.5 minutes for one desk sweep one check costs $0.41 of human time and $0.02 of agent time - that is 20.5x cheaper, before execution, before infrastructure and here is the honest part of this file: 0 live orders, 0 model calls, an 18-second replay isn't a trading edge, and 2.98x → 9.20x is the reference author's tape $7,396.60 saved is what 24.7 customers at $299 pay in a month it reveals 90 nodes, it doesn't size the risk, that part is still yours save this and paste it into Claude Code - let it x-ray your book for you ↓

OPENAI DOTS + OPUS 5.5 + SONNET 5.5 + JEV RAN A 7-SEAT OPS DESK FOR 30 DAYS WITH 3 DOTS AND CLOSED 2,140 REQUESTS FOR $325.23 the month costs $325.23 and the bill for two of the dots is still blank, and 7 ops people for the same 2,140 requests cost $36,400 request → jev → dot → approval → done the router on Jev 1.13 sorts all 2,140 requests for $0.03, the desk on Sonnet 5.5 closes 1,512 routine ones for $226.80 the exception handler on Opus 5.5 closes 164 for $98.40, and 3 Dots on GPT-6 Astra close the 464 that cross apps, counted here at $0.00 2,140 requests in 30 days, 71 a day, which is what 7 ops people close at 10 each one request costs $17.01 with people and $0.152 with agents - that is 112x cheaper and here is the honest part of this file: only the first dot is included in the plan, OpenAI hasn't published what a second one costs, and specialist dots are still a pilot so the $0.00 on 464 requests is the blank in this file, and it is the one number that can move 112x to almost anything the approvals don't disappear either: 212 payment requests a month still wait for a person $36,074.77 a month is 120.6 customers at $299, $432,897.24 a year a dot can have its own login and its own job, which jobs go to a dot and which to a person with a name is still yours save this and paste it into Claude Code - let it write the job descriptions for your 3 dots for you ↓

SONNET 5.5 COSTS HALF AS MUCH PER TOKEN AS OPUS 5.5 AND 28% MORE PER TASK AT MAX EFFORT, SO 300 TASKS GOT ROUTED BY DIFFICULTY FOR $813.32 the routed run costs $813.32, and the same 300 tasks at max effort on the “cheaper” Sonnet 5.5 cost $2,301 task → difficulty → effort → model → bill the router on Jev 1.13 sorts 300 tasks into easy, medium and hard for $0.00, the easy 112 go to Haiku 4.5 for $69.44 the medium 148 go to Sonnet 5.5 at medium effort for $504.68, the hard 40 go to Opus 5.5 at max effort for $239.20 versions and effort are both pinned, because the price card is per token and the effort dial is what moves the invoice 300 tasks in 2.5 hours, and an engineer closes about 5 a day 2.5 hours here is 60 days of one engineer one task costs $80.60 of engineer time and $2.71 with the routed models - that is 30x cheaper and here is the honest part of this file: the 28% comes from one evaluator's workload at max effort, $7.67 a task against $5.98, and the 1.6-point score gap on those pages has no error bar the defaults differ too, Sonnet 5.5 ships at high effort and Opus 5.5 at medium, so the half-price model is the expensive one if you never touch the dial ten runs like this a month save $14,876.80, which is 49.8 customers at $299, $178,521.60 a year the card says $2 against $4, the invoice says $7.67 against $5.98 save this and paste it into Claude Code - let it route your 300 tasks by difficulty for you ↓

A FILE WHERE ONE SPIDER SWUNG THROUGH 6 VEINS, PICKED ITS OWN PROJECT AND SHIPPED IT IN 11 MINUTES DOING $0.43 the run costs $0.43, and a freelancer quotes $1,200 for the same scope-to-MVP scout → research → decide → risk → execute → review the scout on Haiku 4.5 ranks 5 project ideas for $0.03, the researcher on Sonnet 5.5 weighs 5 sources for $0.09, the decider on Opus 5.5 cuts 5 scopes down to 1 for $0.07 the guard on Opus 5.5 tests 5 safety rules for $0.06, the builder on Sonnet 5.5 writes 214 lines and 9 tests for $0.14, the reviewer on Haiku 4.5 stamps it for $0.04 none of them runs on "latest", because a model that changes mid-crawl scores the same node two different ways the risk vein picked a hard $0.50 cap as its own guard, and the run stopped at $0.43 30 options scored in 11 minutes, and a careful person weighs about 5 an hour 11 minutes here is 6 hours of one person, and the page replays them in 24 seconds one pick costs $200.00 of freelancer time and $0.0717 of tokens - that is 2,791x cheaper and here is the honest part of this file: 2 of the 6 picks won by 5 points or less, 89 against 84 on the build and 93 against 88 on the review the scores are the crawler's own opinion, and nobody has paid for cron-deadman yet - 214 lines and 9 green tests is a prototype, not a business 12 customers at $299 make $3,588 a month, $43,056 a year, and the whole run is 0.012% of month one it picks the best of five at every vein, it doesn't know which one you'd bet your month on - that part is still yours save this and paste it into Claude Code - let it crawl your 6 veins for you ↓

TYPESAFE'S JEV ROUTED 310,000 REQUESTS A MONTH TO THE RIGHT MODEL AND CUT THE LLM BILL 36% FOR $4.68 OF ROUTING the router costs $4.68 a month, and the bill it cuts is $1,535.40 request → jev → tier → answer → log the router on Jev 1.13 sorts 310,000 requests into easy, medium and hard for $4.68, the easy 241,800 go to Haiku 4.5 for $1,668.42 the medium 58,900 go to Sonnet 5.5 for $812.82, the hard 9,300 go to Opus 5.5 for $256.68 none of them runs on “latest”, because a router that changes its mind mid-month changes the bill and the answers together 310,000 routing decisions a month, 10,333 a day, and a person triaging prompts by hand does about 400 a day that is a team of 26 doing nothing but deciding which model gets which question one request costs $0.0138 on Sonnet 5.5 alone and $0.0088 routed - that is 1.6x cheaper, the smallest multiplier in this series and the one that pays every month and here is the honest part of this file: if routing accuracy is anywhere near the 68% on TypeSafe's own chart, about 99,200 of the 310,000 land on the wrong tier a wrong tier down costs you quality and a wrong tier up costs you money, so anything under 0.80 confidence goes one tier up $1,535.40 a month is 5.1 customers at $299, $18,424.80 a year routing saves 36%, and the 3% of requests that reach Opus are the ones your customers remember save this and paste it into Claude Code - let it route your 310,000 requests for you ↓

NVIDIA'S GPUS RENDER WORLDS. THIS FILE WEAVES ONE FROM 2,270 ARROWS. the file costs $3.10 to generate, and a 3d studio quotes $6,400 for the same interactive piece headline → prompt → html → screen recording → x the extractor on gpt-6.1 pulls the visual system from 10 reference frames for $1.05, the builder on gpt-6.1-sol writes 2,516 lines of single-file html for $2.05 none of them runs on "latest", gpt-6.1 stays pinned so the same prompt builds the same file on tuesday and on friday 120 loops an hour across 5 chapters, and a 3d artist ships about 2 variants a day one chapter costs $1,280.00 of studio time and $0.62 of generation - that is 2,065x cheaper and here is the honest part of this file: generated code is not a finished product, seam checks, performance tests and your eye are still the job, and 2,270 arrows is a draw-call budget, not a moat $6,396.90 saved is what 21.4 customers at $299 pay in a month ai made the code cheap, your eye makes it worth buying save this and paste it into Claude Code - let it weave your 2,270 arrows for you ↓

GPT 6.1 SOL + SONNET 5.5 + OPUS 5.5 REVIEWED 400 PULL REQUESTS IN 3 HOURS, EACH MODEL ON THE STEP IT WINS, FOR $102.80 the review costs $102.80, and 267 senior hours at $79 is $21,093 pr → review → finding → ticket → merge gate the bug-hunter on GPT-6.1 Sol reads all 400 diffs for $38.40, the workflow agent on Sonnet 5.5 turns 212 findings into tickets and chases them through the tracker for $44.80 the guard on Opus 5.5 reads the 38 PRs that touch auth and billing for $19.60 none of them runs on “latest”, because the model that wins step 1 on tuesday can't be a different model on friday 400 PRs in 3 hours, and a senior reviews about 6 a day 3 hours here is 67 days of one senior one reviewed PR costs $52.73 of senior time and $0.257 of tokens - that is 205x cheaper and here is the honest part of this file: GPT-6.1 Sol and Sonnet 5.5 have the same price card, $2 in and $10 out, and different strengths on DeepSWE Sol scores about 75% against Sonnet's 71%, and on AutomationBench Sol scores about 36% against Sonnet's 44.7% so the model that looks cheaper is not the better one on every step, and all three missed the same 11 of 400 PRs, the ones where the bug lived in a migration script nobody sent them $20,990 saved is 70.2 customers at $299 for a month, $251,882 a year a benchmark picks a winner for the average PR, you ship the 38 that aren't average save this and paste it into Claude Code - let it split your 400 PRs across 3 models for you ↓

STRIPE'S ROUTER FILE WHERE 8 AGENTS SIMULATE 10,000 DECISIONS IN 24.0 S DOING $0.41 $0.02 at launch → $0.41 at the result. one HTML file shows 371 nodes feeding 14 routes - the $200 brain sits behind the router instead of handling every yes/no. state → decide → route → gate → escalate → act deployment recipe: router on GPT-4.1 nano (2025-04-14, deprecated) classifies for $0.10 input / $0.40 output per 1m tokens. pin all 8 workers to that version; none runs on "latest". 10,000 displayed decisions per 24.0 s cycle versus 27.8 human hours at 10 s each. watch questions arrive, choices land, gates hold and exceptions reach a human without spending a working week following the queue. one 10,000-decision batch costs $1,250.00 with people and $0.41 with agents - 3,048.8x cheaper in the file's cost model. human inputs: 10 s each, $45.00/hour; agent total excludes review, hosting and core work. and here is the honest part of this file: 0 live agents. the HTML shows the routing; you still have to build and test it. 37 customers at $299 make $11,063/month: 37 × $299 = $11,063. revenue, not profit. it picks 1 path, it doesn't pick your purpose - that part is still yours. save this and paste it into Claude Code - let it visualize your 14 routes for you ↓

A DEAD FLY OUT-TRADED BLOOMBERG: 8 AGENTS, $5,000 → $23,760, 15 WINS, 0 LOSSES, 24 SECONDS $5,000 → $23,760. 4.752x. Not a year. Not a month. One HTML file, one 24-second loop. brain → jev → bots → trades → profit lord, optic, antenna, buzz, wingspan, proboscis, haltere, swarm: JavaScript today. wire them to GPT-4.1 Mini: $0.40/1M in, $1.60/1M out. none runs on "latest" — that is how the bill stays at cents. 15 trades. 15 wins. 0 losses. A human needs 60 minutes to review what this desk eats in 24.0 seconds — 139,255 neurons, 54.5M synapses, rendered as a living trading floor. one review: $1.60 of human time vs $0.0016 of agent time. 1,000x cheaper. before tools, before execution, before your salary. and here is the honest part of this file: all 15 wins are scripted. it sends 0 orders to a broker. it has never risked a real dollar. 37 customers at $299 = $11,063/month. sell the desk, not the dream of guaranteed returns. it shows 15 trades. it doesn't size the risk. that part is still yours. save this and paste it into Claude Code — let it build your 8-worker trading desk ↓

A SPIDER WOVE A FILE WHERE 8 LEGS READ 450 PROMPT NODES IN 21 SECONDS DOING $0.41 the crawl costs $0.41 and a prompt consultant quotes $4,800 for the same 450-node read-through role → objective → context → rules → review → ship the reader leg on Sonnet 5.5 tags all 450 nodes for $0.18, the linker leg on Haiku 4.5 draws 900 edges between them for $0.04 the scorer on Opus 5.5 grades the 8 sections for $0.19 none of them runs on "latest", because a tag that drifts between the 1st and the 30th breaks every score after it 450 nodes in 21 seconds, and a careful reader gets through about 60 an hour 21 seconds here is 7.5 hours of one person one audited node costs $10.67 of consultant time and $0.00091 of spider - that is 11,707x cheaper the spider doesn't blink, doesn't skim and never asks which section matters most and here is the honest part of this file: the crawl flagged 34 claims across the 450 nodes, and 11 of the 34 were the sentences the whole prompt stands on a flagged claim is not a wrong claim, and deleting all 34 would delete the product $4,799.59 saved on one read-through is 16.05 customers at $299 for a month, $57,595.08 a year the spider maps every thread, it doesn't know which one holds the weight - that judgement is still yours save this and paste it into Claude Code - let it crawl your 450 nodes for you ↓