OpenAI's Dots agents each get a cloud computer and reach into more than 4,000 apps, so they can keep working on a project while the user is away. Before one runs, a team has to decide which actions it takes alone, which wait for approval and which stay blocked.
Perspective Coverage
24 publishers
- Builder
- Builder 27%
- Operator
- Operator 42%
- Investor
- Investor 31%
Reality
- Evidence60
- Adoption12
- Hype gap+35
- Incentives70
- Confidence62
Anthropic engineer Steve Weis factored the 270-digit RSA-896 in ten days with Claude and up to 2,048 idle GPUs. Cognition estimates that factoring one 1024-bit number costs about $30 million, a sum a hyperscaler could spend.
Reality
- Evidence55
- Adoption
- Insufficient
- Hype gap0
- Incentives60
- Confidence50
Factory CEO Matan Grinberg says he fired advisor Chris Degnan, who two hours later announced he is chief revenue officer at $48 billion rival Cognition. Founders whose investors also back their rivals carry the same exposure on their own boards.
Reality
- Evidence45
- Adoption
- Insufficient
- Hype gap+30
- Incentives75
- Confidence50
Vinod Khosla publicly sided with Cognition against Factory AI, which his firm helped fund in a $200 million round last month. For founders who share investors with a rival, the episode argues for writing observer access and investor conflicts into the contract.
Reality
- Evidence55
- Adoption
- Insufficient
- Hype gap+5
- Incentives75
- Confidence55
Cognition says its SWE-2 model produced up to 4.8 times more total token throughput on Nvidia's Vera Rubin NVL72 than on GB200, in a test on CoreWeave. The company-run result points to more agent capacity per system, but whether long coding tasks get cheaper depends on what the new systems cost per hour.
Reality
- Evidence40
- Adoption30
- Hype gap+35
- Incentives85
- Confidence60
Factory CEO Matan Grinberg says board observer Chris Degnan passed confidential information to Cognition, the $48 billion rival that made him revenue chief. Degnan denies it, and the accounts published so far do not establish that anything changed hands.
Reality
- Evidence35
- Adoption
- Insufficient
- Hype gap+30
- Incentives75
- Confidence55
Factory CEO Matan Grinberg says he terminated board observer Chris Degnan for weeks of talks with Cognition, the $48 billion rival hiring him as revenue chief. Degnan and Cognition deny wrongdoing, so the fight turns on when an observer owes a board notice of talks with a rival.
Reality
- Evidence40
- Adoption
- Insufficient
- Hype gap+30
- Incentives80
- Confidence40
Cloudflare's Workers Issues, now in open beta, groups production errors from one config line and sends them to Claude Code, Cursor or Devin. Detection and dispatch happen inside Cloudflare; the fix, and any gate before it ships, live in the agent's workflow.
Reality
- Evidence45
- Adoption10
- Hype gap+15
- Incentives85
- Confidence50
OpenAI now lets ChatGPT Plus and Pro subscribers spend their plan allowance inside tools from 16 launch partners, including Amp and Devin, via Sign in with ChatGPT. The model cost moves to the subscriber's plan, while tools like Dactyl keep billing credits for builds and assets.
Reality
- Evidence62
- Adoption38
- Hype gap+12
- Incentives64
- Confidence68
LinearB's 2026 benchmark finds only 32.7% of AI-assisted pull requests accepted within 30 days, against 84.4% of manual ones. The figures are associations, but they put review cost in the queue and in repeat rounds, where faster diff reading helps little.
Reality
- Evidence45
- Adoption
- Insufficient
- Hype gap+10
- Incentives40
- Confidence40
Salesforce is packaging Anthropic, GitHub, Cognition and Vercel agents into Slack channels. The shared piece is not a model or a runtime. It is the conversation.
Perspective Coverage
3 publishers
- Builder
- Builder 50%
- Operator
- Operator 30%
- Investor
- Investor 20%
Reality
- Evidence64
- Adoption
- Insufficient
- Hype gap+15
- Incentives70
- Confidence58
Dioxus engineers already had code running inside Devin's command line, and they arrive with a cloud harness that snapshots and forks virtual machines on five operating systems. Neither side called it an acquisition.
Reality
- Evidence55
- Adoption40
- Hype gap+15
- Incentives60
- Confidence55
Jared Palmer's Kev now ships as 0.8B, 4B and 9B variants that score typed answer options over frozen Qwen3.5 weights, and on his own development comparison hosted Jev still scores higher than the largest of them.
Reality
- Evidence55
- Adoption
- Insufficient
- Hype gap+10
- Incentives35
- Confidence60
Two researchers moved the public RSA factoring record from 862 bits to 896 bits in sixteen days using the same classical sieve as 1990s attempts, and only the first of the two runs has a published compute bill.
Reality
- Evidence20
- Adoption12
- Hype gap+55
- Incentives62
- Confidence28
Code Review Bench reconstructs the timeline of 16,017 open source pull requests and publishes precision and recall beside every F1. The top five tools sit within five points of each other, on samples of very different size.
Reality
- Evidence66
- Adoption45
- Hype gap+12
- Incentives55
- Confidence55
Crunchbase counted four U.S. rounds of $1bn or more in one week. Tunneling, truck fleets and reusable rockets took $5.3bn of the $7.3bn, and the United Arab Emirates led the biggest check of the four.
Reality
- Evidence58
- Adoption18
- Hype gap+14
- Incentives62
- Confidence60
The model averages 53 steps a run against SWE-1.7's 127, and Cognition says its mean rollout cost is 64% below Fable 5.1's on a leaderboard Cognition built, runs and grades. Reproducing that takes Devin's harness.
Reality
- Evidence30
- Adoption25
- Hype gap+30
- Incentives80
- Confidence45
The Series E takes company-reported run-rate from $492M to close to $900M in four months, but nothing in the announcement says how much of that is Devin agent work and how much is Windsurf editor seats.
Reality
- Evidence38
- Adoption55
- Hype gap+22
- Incentives74
- Confidence46
The Series E doubled the valuation while run-rate revenue rose 83% to nearly $900m, so the price per dollar of revenue barely moved, which leaves the undisclosed gross margin under an $800m compute burn as the open question.
Reality
- Evidence38
- Adoption60
- Hype gap+26
- Incentives82
- Confidence52
Eric Lu published a 130-digit factor of RSA-260. Anyone can confirm it divides evenly. The method behind it is still undescribed, and that method is the part that would say anything about deployed key sizes.
Reality
- Evidence60
- Adoption10
- Hype gap+20
- Incentives55
- Confidence62
Earlier coverage
- Cognition's $47bn ask prices Devin at about 94 times its own run rate
Build · September 1, 2026 · 1 publisher
- Same price, cheaper fast mode: Opus 4.8 argues on unit economics
Leadership · August 26, 2026 · 1 publisher
- Anthropic ships a price dial with its new model, and that is now the buying decision
Leadership · August 26, 2026 · 1 publisher
- Four leaderboards, four denominators: what you buy when you standardize on a coding agent
Product · August 25, 2026 · 1 publisher
- Devin now rents its execution: Cognition keeps the brain, Modal supplies the machines
Build · August 24, 2026 · 1 publisher
- Write your agent harness like a lease: most of it has an absorption date
Build · August 22, 2026 · 1 publisher
- Slack Code makes coding agents taggable teammates. Your merge-approval policy is now overdue
Product · August 20, 2026 · 4 publishers
- Slack Code makes the chat window a coding surface, and a platform call for engineering leaders
Leadership · August 20, 2026 · 1 publisher
- Wu says Cognition is not for sale. The more useful fact is who bought Cursor last week.
Product · August 19, 2026 · 1 publisher
- SpaceX went shopping for a second AI coding company five days after closing Cursor
Build · August 19, 2026 · 2 publishers
- Gartner: agent inference cost rises 5x by 2028, so budget per workflow, not per model
Build · August 18, 2026 · 1 publisher