#BuildingSigMap
Building SigMap #10

SigMap started as a tool.

It's becoming a way of thinking about AI agents.

Navigation.
Relationships.
Context.
Confidence.

Still learning.
Still building.

#BuildingSigMap #BuildInPublic #SigMap
July 3, 2026 at 11:07 PM
Building SigMap #7

One of the best parts of building in public?

People challenge your assumptions.

Conversations about ownership, freshness, and navigation have changed how I think about repository intelligence.

The product keeps evolving.

#BuildingSigMap #BuildInPublic #SigMap
July 3, 2026 at 11:07 PM
Building SigMap #1

SigMap didn't start with a repository map.

It started with a frustration.

I kept watching AI agents spend their first few turns searching instead of solving.

That made me wonder:

What if navigation became a first-class capability?

#BuildingSigMap #ContextEngineering #SigMap
July 3, 2026 at 11:07 PM
Building SigMap #9

The biggest lesson so far?

Repository intelligence isn't about replacing AI.

It's about reducing uncertainty before the model starts reasoning.

Better context.

Better decisions.

#BuildingSigMap #ContextEngineering #SigMap
July 3, 2026 at 11:07 PM
Building SigMap #8

A repository map is only useful if it's current.

That's why I'm exploring incremental updates instead of rebuilding everything after each change.

Freshness is part of correctness.

#BuildingSigMap #Git #SigMap
July 3, 2026 at 11:07 PM
Building SigMap #6

One of the hardest design decisions:

Keep adding information…

or remove everything that doesn't help.

I chose less.

Signal beats volume.

#BuildingSigMap #TokenEconomics #SigMap
July 3, 2026 at 11:07 PM
Building SigMap #5

One surprise while benchmarking:

Large repositories weren't always harder.

Well-organized repositories often outperformed much smaller ones.

Structure matters.

Sometimes more than size.

#BuildingSigMap #Benchmarks #SigMap
July 3, 2026 at 11:07 PM
Building SigMap #4

One of the earliest failures?

Treating repositories like folders.

They're not.

They're graphs.

Once I started thinking in relationships instead of directories, everything changed.

#BuildingSigMap #ContextEngineering #SigMap
July 3, 2026 at 11:07 PM
Building SigMap #2

My first assumption was:

"Bigger context windows will solve this."

They didn't.

The issue wasn't fitting more code into context.

It was finding the right code in the first place.

#BuildingSigMap #AIAgents #SigMap
July 3, 2026 at 11:07 PM
Building SigMap #2

My first assumption was:

"Bigger context windows will solve this."

They didn't.

The issue wasn't fitting more code into context.

It was finding the right code in the first place.

#BuildingSigMap #AIAgents #SigMap
July 3, 2026 at 11:07 PM