Ian Livingstone ✓

@ianlivingstone

🏃‍♂️ 🍁 & 🔨 — Building @keycardai, Co-Host @theinfrapod

2 194Followers

1 909Following

4 332Posts total

45KViews on collected posts

Latest posts

Ian Livingstone ✓@ianlivingstone7 Sep

@ianlivingstone The tricky case is a plan change mid-run: permission to investigate an invoice shouldn't become permission to pay it. Does a new side effect require a fresh grant, or can the agent expand the existing one? 3 views · 0 likes · 0 reposts · 0 replies Open on X →

Ian Livingstone ✓@ianlivingstone6 Sep

@ianlivingstone Task progression needs a human acceptance checkpoint before delegation crosses into another system. 26 views · 1 likes · 0 reposts · 0 replies Open on X →

Ian Livingstone ✓@ianlivingstone6 Sep

@ianlivingstone How are you solving it 452 views · 0 likes · 0 reposts · 2 replies Open on X →

Ian Livingstone ✓@ianlivingstone6 Sep

Auth for agents is the biggest remaining gap between cool toy and production grade autonomy. The permission problem is perpetuated by an age of human driven computing where static roles and broad scopes were sufficient - it doesn’t work for agents - permissions have to be task 8.2K views · 34 likes · 6 reposts · 7 replies Open on X →

Ian Livingstone ✓@ianlivingstone5 Sep

i used instinct pretty aggressively on day one. it felt magical. and then it turned scary. giving it access to my email was already scary. then it started establishing sessions across apps and websites i use, on its own. watching an ai get that much access to act as me made me 36.3K views · 102 likes · 8 reposts · 15 replies Open on X →

Against accounts of the same size

5 posts from the last 90 days, next to the under 10K follower range. below its peers on both reach and engagement.

Median views452this account4 175median for under 10K

Reach, %20.60%this account250.82%median for under 10K

Engagement, %0.44%this account1.41%median for under 10K

Metric	This account	Median for under 10K	Ratio
Median views per post	452	4 175	0.11×
Reach (views ÷ followers)	20.60%	2.5× audience	0.08×
Engagement rate	0.44%	1.41%	0.31×

Others in this range → Compare with another account → How these benchmarks are built →

Growth & engagement

How the posts we collected actually performed: views and reaction rate post by post, what the audience did with them, and where the follower count goes.

Views per post

36.3K5 Sep

8.2K6 Sep

452

37 Sep

Last 5 collected posts, oldest on the left. The scale is logarithmic: one post can outrun the rest a hundred times over.

Engagement rate per post

0.36%5 Sep

0.63%6 Sep

0.44%

3.85%

0.00%7 Sep

Reactions — likes, reposts, replies and quotes — divided by views. Median for under 10K accounts is 1.41%.

What the audience does

Likes44.9%137 in total

Reposts4.6%14 in total

Replies7.9%24 in total

Quotes3.3%10 in total

Bookmarks39.3%120 in total

Share of every reaction we collected for this account. Replies mean argument, reposts mean endorsement, bookmarks mean the post was worth keeping.

The follower curve appears once this account has two daily snapshots — we take one a day, and this one is on its first.

Latest posts

Against accounts of the same size

Growth & engagement

Views per post

Engagement rate per post

What the audience does

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