Working Notes on Agent Systems/Brad Zhang

Project dossier

fireworks-sessions-saver

Checkpointing for coding sessions that will inevitably be interrupted.

Python · 8 stars / 0 forks · Active May 2, 2026 · GitHub

What this repository answers

A checkpointing layer for coding sessions, built to survive interruption, context loss, and handoff without pretending memory never breaks.

Workflow replaced: Fragile long-running sessions where useful context disappears after pauses, crashes, or handoffs.

Why it matters: Interruption is not an edge case in real AI work. A team that can resume cleanly has a direct execution advantage.

How it gets used

  • Design recovery paths for long-running agentic workflows.
  • Reduce the hidden cost of context loss across team handoff.
fireworks-sessions-saver artifact
Figure 1 / project artifact