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Recommendation · Money

When to Quit as a Non-Founder Employee

Rob Walling advises that if a founder is not willing to go full-time on their own startup, it is a vote of no confidence and the company is unlikely to succeed. As a non-founder employee in such a startup, you should leave—the slow traction is structural, not a product problem. He recommends either starting your own company or getting a job elsewhere. He describes a specific situation where a founder is part-time, has hired a remote CEO while the team is co-located, which he calls a structural disaster.

Startups For the Rest of Us · Episode 849 | Legal Threats, AI as Platform Risk, Building Confidence, and More Listener Questions (Rob Solo)

Recommendation from Rob Walling

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Sending prototypes to Figma Make and prompting it

Select frames and use the 'Send to Figma Make' option under prototype mode; a finished prototype with interactions can be taken into Figma Make; when sending, it takes the interaction there plus whatever is prompted; a prompt like 'Make this interaction into a section of a website. Use the intro animation and keep things as is. Honor the transitions.' was used, along with instructing it to make no mistakes; a prototype can also be converted to a working site with a prompt like 'make this prototype into a working site include to build an animation in the first frame'.

Figma · Figma for Edu: Prototyping with animations in Figma

Claim from Figma presenter

Principle · Money

Aim products at where models will be in two to three months

Tara Sesha recommends aiming products at where models will be in two to three months rather than anchoring in the present or being overly futuristic, since predictions years out are almost always wrong but building only for today gets you left behind.

Lenny's Podcast · Stop planning for 2027: how OpenAI builds product 90 days at a time | Tara Sesha and Nan Yu (OpenAI)

Claim from Tara Sesha

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Signal outputs: datasets for evals, GitHub issues, and auto-opened PRs to approve

When Signal finds a problem, its report lets you add the failing trace to a dataset so you can run evals on it, or create an evaluator based on the problem. It creates a GitHub issue completely describing the problem — which trace went wrong, how to find it, and where to fix it. Connected to your repo, Signal can open PRs directly with suggested fixes; instead of manually reading traces or evals, you review a queue of auto-generated PRs and approve or reject them.

AI Engineer · From Vibes to Production: Evaluating and Shipping AI Agents That Work 201 — Laurie Voss, Arize AI

Claim from Laurie Voss

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Closing the loop: ask the agent to fix the identified problem, reviewing permissions before approving

To close the loop from observability to automatic fixing, the speaker asked the agent to fix the specific identified problem. When the agent asked for broad permissions, hitting yes-to-all would upset his head of security, so the agent's proposed actions were reviewed before approval.

AI Engineer · From Vibes to Production: Evaluating and Shipping AI Agents That Work 201 — Laurie Voss, Arize AI

Claim from Laurie Voss

Report · Money

Change Failure Rate Volatility and Quality Risks

DORA change failure rate impact is volatile. AI has changed the amplitude of this volatility, with some companies seeing up to a 2% increase (potentially 50% more defects). This volatility exists without AI but is amplified by it, influenced by release pipelines and testing.

AI Engineer · The State of AI in Software Development: Data from 400+ Orgs — Justin Reock, DX

Claim from Justin Riach

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Recommendation · Money

Bake a super hook into high-TAM posts; with structure and no dead space there's no reason not to go viral

Bake a super hook into a high-TAM post — e.g., on the 10,000 steps topic: 'in 2007, a group of Japanese researchers discovered a different walking protocol that can give you more results in less time'. A high-TAM post with a structured layout and no dead space (no shitty lines that could have been removed) has no reason not to go viral. Eugene spends a lot of time removing dead space and shitty lines from his scripts.

Garage Strength · The New Rules of Social Media Fitness (2027) w/ Eugene Teo

Recommendation from Eugene Teo

endorsed; virality claim is a strong heuristic, not a guarantee

Recommendation · Money

For traditional bangers, aim for super high TAM and topics your mum would recognise

Eugene Teo explains that for a traditional banger with high engagement, the first principle is a super high TAM (potential market reach). He recommends choosing topics your mum would recognise — like 10,000 steps a day or Diet Coke and aspartame — and approaching topic selection with an SEO mindset, identifying keywords that tick for the human brain, not Google.

Garage Strength · The New Rules of Social Media Fitness (2027) w/ Eugene Teo

Recommendation from Eugene Teo

Recommendation · Money

Use direct callout hooks like 'you need to throw heavy shit' over generic list intros

A direct callout hook like 'you need to throw heavy shit' is a stronger hook for explosive training content than a generic 'here are five exercises that will make you really explosive and powerful' opener, which many creators fall flat with. Callouts make viewers who already do the behavior feel validated and viewers who don't feel curious.

Garage Strength · The New Rules of Social Media Fitness (2027) w/ Eugene Teo

Recommendation from Unknown speaker

endorsed; mechanism described rather than measured

Recommendation · Money

Lean into being an active coach: film raw fly-on-the-wall training sessions

Eugene Teo recommends leaning into being an active coach as a content strength, since influencers mostly have production studios rather than training studios with real hard-working live athletes. He suggests having a videographer follow you when training athletes, clipping the best raw footage, and posting it without heavy structure or hype edits — picking a session or two with an athlete each week.

Garage Strength · The New Rules of Social Media Fitness (2027) w/ Eugene Teo

Recommendation from Eugene Teo

Recommendation · Money

Make sales outside short form: use long form, YouTube, and email funnels

Eugene Teo prefers to make actual sales conversions outside of short form content, on long form where viewers have more time to build trust. He suggests sending people to a YouTube video where they're more inclined to buy, or sending an email with a PDF guide where you can include an upsell — allowing many iterations of conversion funnels. Short form should be set up in your ecosystem as lead gathering, not conversion, though you could give a download off your story.

Garage Strength · The New Rules of Social Media Fitness (2027) w/ Eugene Teo

Recommendation from Eugene Teo

Recommendation · Money

Position content around adaptations and outcomes, not specific sports

Eugene Teo recommends keeping content adaptation-focused or outcome-focused (e.g., explosiveness) rather than sport-niche focused, so it appeals across sports. Sport-specific content still reaches its target audience when framed around the outcome, and occasionally featuring a sport-specific example (swimmers, BJJ, wrestlers) is fine while keeping the framing adaptation-focused.

Garage Strength · The New Rules of Social Media Fitness (2027) w/ Eugene Teo

Recommendation from Eugene Teo

Method · Money

Feedback policy for training cells: synchronous/asynchronous stimulation scaled by critic-predicted surprise

If the cells do something bad in the game, give them asynchronous stimulation; if they do something good, give them synchronous stimulation. Use the critic in the silicon decoder to predict surprise — figure out how far the action is from the silicon critic and how surprising it is — then scale feedback based on that surprise. If the critic expected an action to be good and it turned out really bad, the cells receive negative feedback. Scaling feedback by surprise modulates it in a more equal way so the system doesn't keep receiving negative feedback and can build connections over time. Positive and negative feedback are defined in relation to the game — if it does something bad in the game, asynchronous feedback is sent to reinforce not doing that action.

Y Combinator · What If We Stopped Using GPUs? | YC Paper Club

Method described by guest

Method preserved for inspection; not a verified protocol.

Recommendation · Money

Maintain familiar patterns: keep core actions, shortcuts, and workflows stable

Maintain familiar patterns whenever possible when changing software for legacy users. Moving buttons, changing labels, or altering shortcuts forces users to stop and think, which slows them down. This could mean keeping core actions in the same place even if the surrounding UI changes, preserving keyboard shortcuts, or introducing new workflows alongside existing ones instead of replacing them immediately. If you have to break or substantially change a workflow, acknowledge it and help users adjust.

NNgroup · Are You Supporting Legacy Users?

Recommendation from NNgroup

Recommendation · Money

Give users control: gradual rollout, opt-in, and a path back to the old version

Try giving users control through gradual rollout, optional onboarding, or temporary access to familiar views to help them feel prepared instead of surprised. Roll out a new experience in phases, letting users opt in before it becomes the default, and allow them to switch back to the old version while they learn the new one. Feeling informed and in control reduces anxiety even when change is necessary.

NNgroup · Are You Supporting Legacy Users?

Recommendation from NNgroup

Recommendation · Money

Explain changes clearly: what changed, why, and what it means for daily work

The first step to making legacy users more comfortable is explaining changes clearly. Don't assume users will notice what changed or understand why it happened. Tell them what changed, why it changed, and what it means for their daily work. Even better, give them a roadmap for when things are changing so they know what's coming and can mentally prepare.

NNgroup · Are You Supporting Legacy Users?

Recommendation from NNgroup

Recommendation · Money

Aggressively raise prices when the close rate is 90%, because prices are too low

Hormozi advises Hasi to aggressively raise prices, since a 90% close rate means prices are too low.

Alex Hormozi · 8 Entrepreneurs Compete For $100,000

Recommendation from Alex Hormozi

Recommendation · Money

Track self-reported attribution — possibly the most important AI visibility signal

The creator recommends tracking self-reported attribution, calling it probably the least used but possibly the most important method, because much of AI visibility's impact doesn't show up in analytics at all. Someone might see your brand name in a ChatGPT recommendation and then Google it afterwards, so analytics attributes the conversion to organic. In the creator's opinion, attribution is most meaningful when it comes from the perspective of the customer, so add a question like 'How'd you hear about us?' to your signup flow, checkout, or as a post-purchase survey — it's small but can be really valuable.

Ahrefs · Learn 80% of AEO in 19 Minutes

Recommendation from Ahrefs

Recommendation · Body

Build each meal with the 9:20 clock plate method

Jeff recommends visualizing your plate as a clock and focusing on two times: 9 o'clock and 9:20. Fill the largest portion with fibrous carbohydrates like leafy, crunchy green vegetables; the second largest portion with protein, whether vegan or meat-based; and the smallest portion with starchy carbohydrates. He explains starches get the smallest share because people tend to overeat them when given free rein, but stresses they should not be avoided entirely since they are an important part of a healthy balanced nutrition plan. Include fat incidentally by cooking with it rather than piling it on. Done this way, counting calories is unnecessary, and when nutrition is in check, six-pack abs become much easier to see.

ATHLEAN-X™ · I'm 51. Here's How I Still Have Visible Abs (WORKS AT ANY AGE)

Recommendation from Jeff (Athlean-X host)

Recommendation · Body

Dip form fixes: shoulders back and down, chest out, control depth to 90 degrees, push high with a 'plus'

The host advises not letting the shoulder position drift forward in dips: falling forward pitches the shoulder more and more as you descend, putting excess stress on the anterior shoulder capsule and structures inside the joint. Keep your shoulders back and chest out always, and make the distance between ears and shoulders greater by pulling the shoulders down (the same cue as the pull-up). Set up by pushing down and engaging the serratus rather than sinking into the shoulders. Control depth to about 90 degrees of elbow flexion instead of going all the way down, which he calls 'influencer fitness' and bad advice; pushing the chest forward allows a better stretch even at controlled depth. On the way up, actively push high rather than letting the shoulders drift back up, and perform a 'dip'

ATHLEAN-X™ · 7 Exercises That Are Making Your Shoulder WORSE

Recommendation from Jeff Cavaliere (Athlean-X)