Ait

The transcript memory pipeline is now feature-complete. All five supported agents flow through the same .ait/transcripts/ → summarizer → recall pipeline.

Added

• Cursor CLI session capture via cursor-agent --print --output-format stream-json. The runner auto-enables stdout capture for the cursor adapter, parses Cursor's typed events (system, user, assistant, tool_call, result), coalesces assistant chunks, and persists the result as common envelope under .ait/transcripts/<attempt-id>.jsonl.

Coverage table

| Agent | Capture mechanism |
| --- | --- |
| Claude Code | Native SessionEnd hook → transcript copy |
| Codex CLI | Native SessionEnd hook → transcript copy |
| Aider | Post-run chat-history conversion |
| Gemini CLI | Native Stop hook → transcript copy |
| Cursor | Stdout stream-json post-processing (this release) |

Every session in any of these agents:

1. lands as one ait attempt with a full transcript under .ait/transcripts/,
2. is summarized by the heuristic (default) or LLM summarizer (anthropic / openai-compat),
3. is recalled by every future session in every agent.

A Claude session next month can pick up where last week's Cursor session left off.

Setup

ait adapter setup claude-code   # native hooks
ait adapter setup codex         # native hooks
ait adapter setup gemini        # native hooks
# aider and cursor work automatically once you run them through ait:
ait run --adapter aider -- aider src/file.py
ait run --adapter cursor -- cursor-agent --print --output-format stream-json "..."

Install: pipx install ait-vcs or npm install -g ait-vcs.