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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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