Programmatic Astra engineering workflow for non-trivial code changes. Use when touching Rust crates under crates/, runtime/server lifecycle, turn/tool/prompt behavior, skills, delegation, session journal, MatrixOne state, CLI, deployment scripts, or when…
Signal-driven code review of uncommitted changes, branch diffs, commits, or PR diffs. Findings first; focus on bugs, regressions, data loss, security, API breakage, and missing tests.
Signal-driven code review of uncommitted changes, branch diffs, commits, or PR diffs. Findings first; focus on bugs, regressions, data loss, security, API breakage, and missing tests.
Analyze a current or past Astra session from structured runtime observation, with journal digests and debug artifacts as targeted forensic fallbacks. Use for stalls, tool failures, compaction, token/context pressure, guard escalation, and error cascades.
Analyze and reduce Astra prompt/context bloat across system prompt, tool surface, history, skills, and budget pressure using session digest plus prompt checkpoints.
Trace Astra's current delegation engine: sub-run hierarchy, fan_out/pipeline/sequential/adversarial_review/fork patterns, journal events, verification retries, pause/resume, cancellation, and aggregation. Use when debugging delegated agents, child runs, team…
Verify completed Astra work with evidence. Uses canonical Work criteria and checks when present; otherwise derives targeted gates from the diff and changed behavior.
Reproduce Astra's No-JEV, JEV and DeepSeek Flash JEV-like memory-injection component experiment, including relevance, answer quality, latency and cache-aware cost analysis.