StackToHeap
No Overflow. A blog about software development, DevOps, and everything in between.
Recent Posts
View all posts →Jev: AI Decisions as a Typed Function Call
What TypeSafe's Jev is, how its probabilistic primitives differ from LLMs and BERT-style classifiers, and what I learned using it for two code-review experiments.
Managing Context Windows with pi /tree: Branches, Summaries, and Subagent-like Workflows
How I use pi's /tree to manage context windows in long coding sessions, when to choose /tree vs /fork, and patterns that feel like lightweight subagents without leaving one session.
Ralph loops for SDK migrations: a case study
Part 4 of my gym-coding series: using a Ralph loop to migrate an entire SDK dependency in 81 minutes, what worked, what didn't, and where autonomous loops shine.
How my agents code when I am at the gym
Part 3 of my gym-coding setup: autonomous coding agents that keep working for you while you are out and about, and even while you sleep.
How I code from the gym — Part 2: Any AI tool, one command
Extending my phone-based coding workflow beyond OpenCode Web to support Amp, Claude Code, Codex, and any terminal AI tool using SSH, tmux, and a small session manager called vaibhav.