https://joshpham.com
x.com/jphorism/st...
x.com/jphorism/st...
Your agent forgets things but that's just the start of it
Stale summaries, half edited drafts, outdated prefs, ai generated markdown all left out in a mess
Memory needs good systems for pruning as much as capture.
Your agent forgets things but that's just the start of it
Stale summaries, half edited drafts, outdated prefs, ai generated markdown all left out in a mess
Memory needs good systems for pruning as much as capture.
What actually made the biggest difference?
Was it local MD? SQLite? a banger AGENTS md? scheduled ingestion? a search layer? or something else?
What actually made the biggest difference?
Was it local MD? SQLite? a banger AGENTS md? scheduled ingestion? a search layer? or something else?
Can your actual life/work become legible to the agent at the right grain?
Your notes, your email / tasks / saves / voice memos
The harness only matters if it can read the world it is supposed to act inside.
Can your actual life/work become legible to the agent at the right grain?
Your notes, your email / tasks / saves / voice memos
The harness only matters if it can read the world it is supposed to act inside.
it’s: “what from my past became newly relevant today?”
a good nightly job should not just compress yesterday
it should wake up the right older thread
it’s: “what from my past became newly relevant today?”
a good nightly job should not just compress yesterday
it should wake up the right older thread
after an agent fails, what becomes permanent?
A new rule? a test? a tool permission? a memory? a source link? nothing?
Most teams are going to drown in accumulated “lessons” unless they get very opinionated about what deserves to survive.
after an agent fails, what becomes permanent?
A new rule? a test? a tool permission? a memory? a source link? nothing?
Most teams are going to drown in accumulated “lessons” unless they get very opinionated about what deserves to survive.
Because search returns what you asked for.
Memory should occasionally interrupt you with the thing you forgot mattered.
Because search returns what you asked for.
Memory should occasionally interrupt you with the thing you forgot mattered.
Can the agent read the life/work/context it's supposed to operate inside?
Tools are not enough; the workspace has to become legible.
Can the agent read the life/work/context it's supposed to operate inside?
Tools are not enough; the workspace has to become legible.
github.com/jshph/nanoclaw
github.com/jshph/nanoclaw
github.com/jshph/claude...
github.com/jshph/claude...
qmd: "Once you are reaping the benefits of computers, you are also at their mercy."
enzyme: "The meaning of doing lives in the concentration and care brought to the act, not in the output."
Local model 20% the size. 12x indexing speed on 220 docs.
qmd: "Once you are reaping the benefits of computers, you are also at their mercy."
enzyme: "The meaning of doing lives in the concentration and care brought to the act, not in the output."
Local model 20% the size. 12x indexing speed on 220 docs.