Updated installation guide

Author: mattyoreilly

README.Rmd

@@ -37,7 +37,7 @@ atlas is not yet on CRAN. Install the development version from
 
 ```{r}
 # install.packages("pak")
-pak::pkg_install("mattyoreilly/Atlas")
+pak::pkg_install("mattyoreilly/atlas")
 ```
 
 You also need an API key for an LLM provider. atlas defaults to Anthropic:

README.md

@@ -31,7 +31,7 @@ atlas is not yet on CRAN. Install the development version from
 
 ``` r
 # install.packages("pak")
-pak::pkg_install("mattyoreilly/Atlas")
+pak::pkg_install("mattyoreilly/atlas")
 ```
 
 You also need an API key for an LLM provider. atlas defaults to

example.R

@@ -54,7 +54,11 @@ cat(res$code, sep = "\n\n") # the full script the agent wrote
 res$session$add_budget(steps = 25)
 res$session$tell("remove the worst predictor and re-evaluate")
 
-res$session$tell("Remove the worst predictor")
+
+res <- res$session$results()
+res$models # now Logistic_Regression = v2, no LOAN_TERM
+res$leaderboard # the v2 row
+res$tally # full attempt history, including the DISCARD
 
 # 5. Autonomous variant ----------------------------------------------------
 # No approval gate; generous exploration; hard budgets. Run it, walk away.