“the first version of reels was built on top of stories.”
Instagram Stories
By Instagram
0 recommend/use · 3 sourced episodes
Every sourced reference
Short attributed excerpts only. Timestamps are approximate.
“you build and launch stories at Instagram back in the day”
“when we were building stories at Instagram. More than anything else in my career, we could feel it was going to work”
Related frameworks
Clarity Over Cleverness
Lean into understood standards instead of reinventing them, and you get leverage for free
Complementary Format Integration
Bring a proven new format into a mature product so it expands, not contorts, the core
Conviction-Gated Team Scaling
Start tiny to earn conviction, then staff up enough to actually ship the best version
Decompose-and-Ensemble
Break a broad problem into specific tasks, then solve each with a specialized model in an ensemble.
Eval-Driven Product Development
Design the test for your AI product alongside the product, then hill-climb the model against it.
Instrument-and-Improve S-Curve Prioritization
Let retention curves and diminishing returns tell you when to optimize and when to bet on something new
Jobs-to-Be-Done Interrogation (The Big Hire)
Interrogate the moment someone first hired your product to find the real cause of usage
Model Maximalism
Build at the edge of what models can barely do — the next model will make it sing.
Poor Man's Fine-Tuning (Few-Shot + Role Priming)
Steer a model with in-prompt examples and a role identity instead of a full fine-tune.
Query Fan-Out Content Strategy (AEO/GEO)
Win AI answers by understanding that a machine, not a person, is doing the searching behind every response
Reason About It Like a Human
To design or debug AI behavior, ask what an equivalent human would do in the same situation.
Ship-Fast Operating Model
Lightweight bottoms-up planning, PM-light teams, and iterative deployment in a fast-moving domain.
Steering AI to a Non-Obvious Strategy
AI gives predictable strategy when asked lazily — enumerate every input first, then make it argue back
The Curator Leader (Not the Visionary)
The best product leaders don't own the ideas — they build environments where great ideas bubble up and get chosen
The Pod + Product Staff Team Model
Replace the 13-person specialist team with a 6-person generalist pod plus one summoned specialist
The Three-Trait Hire Plus Two AI-Era Premiums
Grit, quick-learning, self-awareness get you hired anywhere — curiosity and putting yourself out there keep you relevant
Token Budgets as a Trust-Proportional Resource
Kill the token-spend leaderboard; cap AI spend like any resource, sized to trust in someone's ROI judgment
Vertical AI Opportunity Finder
Build where the winning data is locked behind a company or industry's walls — foundation models won't go there.
Vision-Strategy-Execution Split (and the Controversy Test)
Vision is the destination, strategy is an opinionated path — and a real strategy must be disagreeable
When-It-Leaks Communications Pre-Mortem
At scale you can't test quietly — decide the message before you even know you want to launch
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