StackToHeap

No Overflow. A blog about software development, DevOps, and everything in between.

ai machine-learning

DSPy ♥ Jev: Typed Decisions, One Program, and ReAnchor

DSPy gets first-class support for System One models, plus an optimizer for tuning how programs act on their decisions.

• 14 mins
ai machine-learning

Jev: Attack of the Classifiers

TF-IDF, MiniLM, and DSPy draw their swords. Jev raises a shield. BANKING77 keeps score.

• 12 mins
ai software-architecture

Jev at the Branches: The State Machine Is the Agent

A state-machine architecture in which deterministic code owns the plan and the facts, while Jev supplies bounded judgment only at decision branches.

• 12 mins
ai developer-tools

Jev: AI Decisions as a Typed Function Call

What I learned using TypeSafe's Jev for code review, and why its more surprising uses are browser control and generative UI.

• 10 mins
ai productivity developer-tools

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.

• 8 mins