Necmttn/ax

Retrospective on one coding session that proposes changes to the agent's environment (hooks, checks, steering files, tool access) and files each as an ax proposal.

Necmttn/ax

Write the agent-generated narration of the current session - the reviewable story of what changed, including what never reaches a PR (user corrections, abandoned attempts, tool failures).

Necmttn/ax

Star the ax repo, file an issue / bug report, or fork-and-open-a-PR against github.com/Necmttn/ax on the user's behalf, by shelling out to the gh CLI.

Necmttn/ax

Draft or revise ax release announcements and website changelog pages.

Necmttn/ax

Guided experiment-loop retrospective over the ax agent-experience graph.

Necmttn/ax

Deep retro of retros - investigation pass that surfaces improvements across older retros and the current ax setup.

Necmttn/ax

Install + verify ax (the agent experience layer). An agent skill from Necmttn/ax.

Necmttn/ax

A skill your agent uses when adding a new ingest stage or a new SurrealDB table to the ax graph.

Necmttn/ax

Reconstruct the workflow behind a past artifact - "what made X work" / "extract workflow from <date|sha" / "how did we ship Y".

Necmttn/ax

Surplus-quota training loop over the ax graph - the agent burns the remaining 5h/7d plan-quota window on self-improvement: locking pending verdicts, filling briefs, backtesting routing classes…

Necmttn/ax

Model-routing orchestration for any expensive frontier model (Fable, Opus, GPT-5.x) - the main model keeps judgment and Q&A review, mechanical subagent dispatches carry an explicit cheaper model…

Necmttn/ax

Definition-of-done checklist for shipping a new write, signal, table, edge, or query to the ax graph.

Necmttn/ax