Creator perspectiveThe success of Obsession was not only tied to being a script-first film; more than that, it was about breaking the mold of the P&A budget. The host doesn't think it's quality alone that has everybody talking about Obsession — it's all in the P&A box. Obsession became Lindsay's favorite movie probably not because critics loved it, but because the P&A budget was maximized and the movie's distribution took on a life of its own.
Slidebean · Why Hollywood Keeps Making $125M Flops
Creator perspective · MoneyNorth River Manufacturing went from 40 pre-curated files to over 80,000 files by automating the document curation process — discovery, tagging, sensitivity scanning, and quality checks — rather than doing it manually.
AI Engineer · From Raw Documents to AI-Ready Data — Leo Platzer & Jeff Koss
Creator perspective · MoneyEugene has experimented with DM automation/ManyChat over the last two to three months, but warns that too many DM automations lose any community vibe — a comment section full only of code words and 'DM sent, check your inbox' switches viewers off — so he is strategic and uses them only about once a fortnight.
Garage Strength · The New Rules of Social Media Fitness (2027) w/ Eugene Teo
Report · MoneyGood and bad feedback to cells is defined through asynchronous and synchronous stimulation: if the cells do something bad in the game, they get asynchronous stimulation (firing at different times at random) to reinforce not doing that action; if they do something good, they get synchronous stimulation. Per the free energy principle from Karl Friston, asynchronous stimulation is something the brain wants to avoid. The team had to predict surprise: they use the critic in the silicon decoder to figure out how far the action is from the silicon critic and how surprising that specific action is, and feedback is scaled based on surprise — if the critic expected an action to be good and the chosen action was really bad, it gets negative feedback. On top of the surprise scaling, feedback is scaled
The free energy principle link is presented as the team's belief/interpretation.
Y Combinator · What If We Stopped Using GPUs? | YC Paper Club
Creator perspective · MoneyThe speaker is building a fully autonomous pipeline that prospects, vets, and writes personalized emails, structured as a campaign coordinator project manager with a prospector, a vetter, and a copywriter underneath doing the grunt work; if it fails, the speaker wasted time and returns to paying thousands for outreach that barely works.
Ahrefs · I Used AI Agents to Replace Our Marketing Agency
Creator perspective · MoneyThe speaker's new ritual is just triage: save what's worth acting on, dismiss what isn't — and if one competitor is just publishing noise, dismiss everything from them in one click. When he saves a post, the app pulls the top keyword that post ranks for and enriches it with Ahrefs SEO metrics, then compares it against his entire site and shows the closest existing pages, answering: do we already cover this, does ours need an update, or is this a real content gap? He says the app has turned hours of tab checks into five minutes of triage.
stated
Ahrefs · I Let AI Do These 6 Marketing Jobs
Creator perspective · SocialThe host explains that after a direct approach, most women will not reciprocate by saying 'you're cute too' — only a tiny percentage might. Her initial signs of interest are instead simply smiling, saying thank you, and hearing you out. Saying 'I think you look cute' also doesn't mean she's suddenly down to go on a date; she's just somewhat interested and intrigued.
Coach Kyle · She’s Dropping Hints, Are You Catching Them?
Principle · MoneyAnish Acharya says the network effect has gone back to grassroots word of mouth, and that organic mentions on X, YouTube, and Instagram are the best form of third-party network effect available today; founders should build their own channels off that word-of-mouth growth.
Lenny's Podcast · Why companies are becoming a series of loops | Anish Acharya (a16z)
Creator perspective · MoneyAnish sees a big consumer opportunity in building apps that loop around improving connections with friends and family, and more broadly around 'make me happier' and 'make me a better friend'.
Lenny's Podcast · Why companies are becoming a series of loops | Anish Acharya (a16z)
Principle · MoneyAnish Acharya's closing prescription is to just make more things: come up with a project as a chassis to use all the new models, ship something once a week (it doesn't have to be crazy — even a small personal project counts), talk about what you build, and build your own intuition with the technology. If not now, then when?
Consequential creator advice requires independent verification before Today can promote it.
Lenny's Podcast · Why companies are becoming a series of loops | Anish Acharya (a16z)
Report · MoneyGlean can synthesize learnings across 200 sales reps doing 20-40 calls per day without needing to be taught the sales framework context, continuously surfacing trends like which deals are being lost and why.
The Official SaaStr Podcast: SaaS | Founders | Investors · SaaStr 876: Shipping Enterprise AI Agents with the CPOs of Rubrik, Glean, and Harvey
Creator perspective · MoneyPanelists observe there is real demand for how to leverage agentic work safely: customers ask what the verification process is and whether they can verify someone else's agentic plan. In legal work, an agent receives a legal prompt, writes a plan, and that plan is approved or customized before execution; the product direction is making that plan-review loop efficient and collaborative, even though it is not done perfectly today. Lawyers have real appetite for agents, and conversations have moved one step further to what it means to collaborate with, coach with, performance-manage with, and verify agents.
Panelists' observations from customer conversations.
The Official SaaStr Podcast: SaaS | Founders | Investors · SaaStr 876: Shipping Enterprise AI Agents with the CPOs of Rubrik, Glean, and Harvey
Principle · MoneyWhat is not variable in SparkToro's funding structure: no board of directors and no real oversight or control from investors. SparkToro investors' only power is veto over future fundraising or over a sale that doesn't return their money if they haven't been paid back.
endorsed by speaker
MicroConf · Venture Capital Myths: Why 77% of Funded Startups Get Written Off
Report · MoneyThe company describes itself as retail-strong in Southeast Asia (Malaysia, Indonesia, Korea) while deliberately running an online-only story in the US, where doubling down early is framed as the quickest way to burn money.
Foundr · How Two Aussies Took On Samsonite & Rimowa - and WON ($100M+)
Creator perspective · MoneyWhen Omaze was almost out of money, Matt Paulson asked himself what the most he'd ever raised was ($18,000) and resolved to raise $250,000 anyway — pushing well past his previous maximum. The narrative frames this as: when almost out of money, don't assume you can't raise; find a creative way to secure survival capital first, which can unlock a much larger round ($1.7M). A single 'yes' from one person changed everything.
Figures come from Matt Paulson's own telling; the transcript flags possible numeric errors.
Foundr · The Near-Death Experience That Built a $400M Year Business
Report · MoneySam Parsons describes a path for merchants to accept agentic payments today: a human-in-the-loop flow using MCP apps and external checkout, which he demos.
AI Engineer · How AI Agents Pay: Checkout in ChatGPT and Google AI Mode — Sam Parsons, PayPal
Report · MoneySignal can read a connected repo, suggest a fix, and open a PR that automatically resolves the problem, so instead of reading traces or evals yourself you get a batch of PRs to approve or reject.
Also discussed by Adam Guild on The Official SaaStr Podcast: SaaS | Founders | Investors, Brian Armstrong on No Priors: Artificial Intelligence | Technology | Startups (unclassified source — not counted until classified). Not counted as independent sources.
AI Engineer · From Vibes to Production: Evaluating and Shipping AI Agents That Work 201 — Laurie Voss, Arize AI
Report · MoneyTraining SFT on 3,000 trajectories filtered by the universal verifier's process score produces a much higher quality model than training on trajectories filtered by a worse baseline verifier, holding the number of training examples constant. This held at larger scales (9K trajectories) as well as 3K, and served as the ultimate experimental proof, in addition to human agreement, that the verifier works reliably in a real production scenario.
AI Engineer · Your LLM Judge Is a Confident Liar: Building Better Verifiers — Browserbase
ReportDr Ghayas Issa states that menin inhibitors are small molecules that do not cross the blood-brain barrier, so they would not prevent CNS leukemia. In patients treated with menin inhibitors without high-dose cytarabine combination, it is very important to give prophylaxis with IT chemo to prevent CNS leukemia.
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Research To Practice · Acute Myeloid Leukemia — An Interview with Dr Ghayas Issa on the Role of Menin Inhibitors
PrincipleDr Ghayas Issa tells his staff and patients — giving them a card about menin inhibitors — that if they have any fever, joint aches, bone aches, chest pain, trouble breathing, or rash, they should come in and get evaluated.
Consequential creator advice requires independent verification before Today can promote it.
Research To Practice · Acute Myeloid Leukemia — An Interview with Dr Ghayas Issa on the Role of Menin Inhibitors