skip to content
Replays

Fleet Statistics Build

Native Fleet Statistics

A local stats command moves from recovered foundation to corpus-grounded dashboard.

Gantry milestones

3 milestones 16 tasks 36 agents

4 plan 16 execute 21 review

235k peak context

130k median execute

A local stats command moves from recovered foundation to corpus-grounded dashboard.

12h 15m total 14m 26s per task

2h 52m execute 1h 33m review

209 edits 1.4k commands

codex harness

This run shipped `gantry stats` as a binary-native view over local Gantry runs. The work began by recovering a print and JSON foundation, then grounded the model against the private fleet corpus before finishing the terminal dashboard, row outputs, filters, and documentation. The decomposition is unusually explicit about trust boundaries. Each piece had to keep stats as a read-only artifact reader: no interactive surface, no per-run actions, no helper processes, no harness-private stores, and no private-corpus dependency in the default gate.

How this walkthrough is structured

Feature

What did the run build and ship?

The tree now carries a documented `gantry stats` command backed by fleet discovery, cached run folding, corpus reconciliation, aggregate rendering, JSON output, and public reference material.

Build

How did Gantry structure the work?

The run cut a broad analytics feature into a foundation, a reconciliation pass, and a presentation finish, with all unit work staying green and the only recorded stress arriving at final merge resolution.

Milestone 1

Restore Stats Foundation

4 tasks 11 agents 1h 5m wall time 171k peak context

The current tree still has the recovered foundation as real command code rather than an analysis script. `src/stats_cli.rs` owns argument parsing and output modes, while the fleet dataset, discovery, records, cache, and aggregate modules provide the typed model behind it. The stats reference documents local discovery, cache behavior, absent data handling, and the lack of interactive run actions. Later changes have expanded these files, but the foundation remains visible in the shipped command surface.

This milestone was asked to recover the earlier stats foundation before any correctness or presentation work depended on it. Its boundary was a local, non-interactive command with a typed print and JSON model, fixture coverage, and explicit trust limits. That made the cut suitable for fresh agents because each sprint could handle one layer of the base contract. The run facts show the milestone units themselves passed without repair, so the foundation became a stable dependency for the corpus work.

Recovered Output Core

2 agents 22m 27s wall time 171k peak context

The command surface described by this sprint is still present. `stats_cli` accepts the bare stats verb through the binary, writes aggregate JSON, and streams run or session rows when requested. The feature is implemented over typed fleet records and an aggregate payload rather than separate print and JSON calculations. The row vocabulary it introduced is now documented as the shared stats contract.

This sprint carried the base output shape: a bare `gantry stats` command, aggregate JSON, run rows, and session rows over synthetic Gantry data. The brief gave the agent a complete data contract, including versioned payloads, absent data semantics, sample-count support, and the shared run-row fields future surfaces would need. Because it restored a known foundation instead of inventing the whole product, the agent could focus on integrating the recovered model with current dispatch. Its gate remained green, so later boundary and fixture work could build on the same command.

Stats Boundary Guard

2 agents 11m 58s wall time 113k peak context

The boundary is still part of both code and documentation. The stats reference states that native stats reads Gantry-owned artifacts, ignores harness-private stores, launches no helper processes, and keeps discovered runs read-only. The implementation separates dataset construction and cache writes from run directories, while corpus reconciliation remains an explicit opt-in path. That makes the public command a local artifact reader, not a run-control or harness-inspection surface.

This sprint converted the plan's trust promise into a mechanical contract. Its task was narrow but load-bearing: prove the stats path launches no processes, mutates no discovered run directories, reads no private harness stores, and writes only cache data or stdout. That boundary work was sequenced immediately after the command existed, before correctness repairs could add tempting shortcuts. The unit stayed green, which meant the later corpus work inherited a tested artifact boundary.

Pinned Foundation Fixtures

2 agents 14m 26s wall time 135k peak context

The feature still relies on synthetic fixture coverage for the default gate while reserving real-corpus checks for explicit reconciliation. The docs describe fail-closed empty scans, deterministic output, conservative cache invalidation, and absent facts rather than manufactured values. Current modules such as `fleet_dataset`, `fleet_record_cache`, and `fleet_stats_aggregate` reflect that tested foundation. The corpus path can be absent and normal stats still behaves as a complete local command.

This sprint made the recovered base provable without the private corpus. The brief scoped the agent to synthetic fleets that covered build and map shapes, missing journals, sidecars, failed or partial runs, corrupt data, cache behavior, deterministic ordering, and absent data rendering. That was a good memoryless cut because the private-corpus truth was deliberately out of scope. Its green result left later agents with a fixture suite that could reject regressions in the base fold.

Foundation Docs

2 agents 5m 55s wall time 90k peak context

The documentation is still standing in the public stats reference and related agent docs. It describes print and JSON modes, scan roots, cache controls, context thresholds, artifact inputs, private-store exclusions, and the shared payload names. The README and agent index now point users toward native fleet statistics as a shipped subsystem. Later presentation documentation expanded this material rather than replacing the foundation contract.

This sprint closed the foundation milestone by making the contract durable for future workers. It was asked to document what the command does, what it refuses to do, where it discovers runs, how cache and thresholds work, and which artifact names are contract names. The cut was intentionally documentation-heavy after code and fixtures had landed, so the agent did not need to settle behavior while writing public reference text. It completed cleanly and gave the next milestone a written boundary to cite.

Milestone 2

Align Corpus Records

9 tasks 21 agents 3h 16m wall time 235k peak context

The tree now includes a native corpus reconciliation module and a checked-in closeout report. `fleet_corpus_reconcile` compares native rows with normalized corpus jobs and sessions, classifies unmatched rows, and distinguishes schema absence from artifact-boundary absence. The report records the repaired native defects and the remaining private-corpus requirements. This milestone's work is the reason the shipped stats command can claim its numbers are deliberate instead of merely plausible.

This milestone grounded the recovered numbers against the private corpus before the visible dashboard was finished. The initial plan expected a reconciliation contract and a small set of repairs, but support notes and the digest show the milestone was extended after the first comparison contract proved too abstract for the real corpus. The added sprints kept the work sliced by discrepancy class: schema shape, session identity, measurements, and final row classification. Each unit stayed green, so the stress was conceptual rather than a repeated gate failure.

Corpus Contract

2 agents 29m 50s wall time 127k peak context

The opt-in reconciliation surface remains in `stats_cli` and `fleet_corpus_reconcile`. It loads corpus data only when the user passes an explicit path or environment-backed option, then emits JSON rather than changing the normal dashboard. The default command ignores private corpus data when the flag is absent. Synthetic comparison coverage can exercise the contract without requiring the private repository.

This sprint introduced the opt-in comparison path without making private data part of normal operation. Its brief asked for stable alignment, deterministic field differences, native-only and corpus-only rows, and graceful failure for missing or malformed explicit inputs. That kept the unit focused on comparison vocabulary rather than on repairing every mismatch it would reveal. The green boundary let later sprints use the report as an instrument.

Token Data Repair

2 agents 19m 9s wall time 136k peak context

Native stats now treats usage sidecars as first-class session evidence. The stats reference says sidecar headers can supply role, harness, stage, context, token, duration, and cost fields when Gantry captured them. Missing sidecar facts remain absent rather than being filled from private harness data. The current reconciliation report identifies the Codex token issue as a repaired native reader bug.

This sprint used the new comparison path to isolate a known Codex usage mismatch. The brief kept the repair inside Gantry-owned sidecars and explicitly forbade reaching into harness transcripts or private session stores. That made the agent's job a reader and normalization repair, not a data-recovery project. It passed cleanly and strengthened the sidecar metrics contract for later aggregate work.

Run Identity Reconciliation

2 agents 17m 2s wall time 123k peak context

The reconciliation report now carries named classifications for native-only and corpus-only runs instead of treating unmatched rows as a single bucket. The code compares project and plan identity, eligibility, lifecycle, journal evidence, shape, and replayability facts. Current documentation explains that native stats scans a broader local surface than the curated corpus. That distinction remains visible in the report and in the command's opt-in design.

This sprint accounted for why native discovery and the curated corpus did not name the same run set. The brief gave a closed classification problem: project identity, plan identity, lifecycle, eligibility, driver kind, run shape, timestamps, and replayability. That was a bounded cut because it asked for explicit labels on unmatched rows before broader metric repair. The unit stayed green and turned vague count drift into row-level evidence.

Metrics Quality Reconciliation

2 agents 26m 9s wall time 201k peak context

The aggregate, run-row, and session-row model now carries the quality and metric fields the dashboard renders. `fleet_stats_aggregate` and the fleet record fold feed throughput, spend, timing, decomposition, context, and quality sections from one typed model. The report documents which residual differences come from corpus evidence outside native stats' artifact boundary. Absent measurements stay absent in the command contract.

This sprint moved from row alignment into the values users would actually read. Its brief covered durations, tokens, costs, context, harness and role attribution, session counts, unit outcomes, commits, review data, repairs, replans, retries, and recoveries. Because earlier sprints had already settled identity, this agent could treat each mismatch as either a native bug or an artifact-boundary fact. The work passed with no recorded repair loop.

Reconciliation Report

2 agents 7m 17s wall time 130k peak context

The closeout report still lives under `docs/analysis` and is linked from the stats reference. It explains the opt-in command, the native-versus-corpus boundary, repaired defects, remaining corpus-side work, and why the default gate stays synthetic. The report is not just historical prose: current docs point readers to it as the evidence for the reconciled stats model. Later changes have edited it, but its role as the reconciliation handoff remains.

This sprint turned the reconciliation pass into a checked-in handoff. The brief required a report with no pending differences, every mismatch classified as repaired or explained, and enough fixture coverage to keep normal users independent of the private corpus. It was placed before presentation work so the dashboard would not polish ungrounded numbers. The unit completed green and gave later sprints a written correctness baseline.

Real Corpus Schema

2 agents 20m 54s wall time 159k peak context

The current report and code distinguish a real missing corpus field from a fact the corpus does not emit by design. Synthetic corpus rows are described as shaped after the normalized extractor output rather than the comparator's preferred shape. The stats reference documents field comparisons with both native names and real corpus field names. That makes the private comparison more useful than a self-confirming fixture loop.

This sprint was added after the first comparison contract was found to be comparing against fixture-shaped rows rather than the real corpus schema. The brief narrowed the repair to field names, absent-by-design reporting, and corpus-shaped synthetic fixtures. That cut was important because it treated the test harness itself as suspect. It passed cleanly and made the reconciliation gate capable of catching schema drift.

Session Identity

2 agents 18m 52s wall time 131k peak context

Native reconciliation now aligns sessions by project, plan, optional milestone, unit, and stage role rather than by a native-only sidecar path. The sidecar path remains a separate reported fact because the corpus may lack that artifact path. Repeated sessions receive deterministic suffixes so a stage with multiple counted sessions stays representable. The stats reference documents this identity shape in the corpus reconciliation contract.

This sprint repaired the session side of the comparison after the digest recorded that no session rows could align. The agent was asked to derive a session identity both native stats and the corpus could produce, while preserving several sessions from the same stage as distinct rows. The boundary was tight: no harness-private reads and no collapse of real repeated sessions. The unit stayed green and converted session reconciliation from nominal coverage into actual comparison.

Measurement Repair

2 agents 31m 13s wall time 235k peak context

The current fold counts only canonical committed sidecars with adjacent transcript artifacts and treats missing sidecar evidence as absent. Active duration is documented as a journal-interval measurement with the historical stage handling needed for old runs. The reconciliation report lists the measurement repairs and explains the residual native-lower cases as artifact-boundary absences. Those semantics now feed the printed and JSON outputs.

This sprint handled the native defects that remained after identity alignment: harness session counts, session-count absence, and active duration. The brief made the distinction between repair and boundary explanation explicit, especially where older runs lacked sidecar evidence. That gave the agent a concrete set of measurements to fix without reopening the whole fold. The green result removed the most visible native-side disagreements before the dashboard sprint began.

Classification And Identity

2 agents 17m 55s wall time 112k peak context

Native discovery now treats vendored registries as discoverable and uses Cargo package names for Rust project identity when available. The report classifies removed archived runs separately from discovery bugs and describes the corpus-side identity requirement for nested projects. Current docs preserve that project identity rule in the stats payload contract. The final reconciliation surface can therefore say what native stats knows and what belongs to the private collector.

This sprint closed the reconciliation milestone by fixing overconfident unmatched-row labels. The brief separated removed archived sources from true discovery candidates and required consistent project identity for nested or vendored Rust projects. It also recorded a private collector defect as an external requirement rather than trying to repair another repository. The unit passed and left the report's final classifications more precise.

Milestone 3

Finish Stats Docs

3 tasks 9 agents 37m 3s wall time 119k peak context

The shipped stats feature now has both human and machine surfaces. Bare `gantry stats` renders a terminal dashboard, JSON modes emit aggregate and row data, filters apply uniformly, and public docs describe the exact command surface. The docs also record the rejected optional export and the absence of interactive behavior. This final milestone is what makes the reconciled model usable from the binary.

This milestone finished the user-facing product after the model had been recovered and reconciled. Its cut separated the human dashboard, the machine-readable contract, and the public documentation, so each agent worked on one presentation boundary. The unit facts show no sprint-level repair and no review-forced replan in this final milestone. The only recorded trouble came later, when the whole run was being merged and conflict resolution failed before support intervention.

Printed Dashboard

2 agents 11m 33s wall time 97k peak context

Bare `gantry stats` now prints a dashboard with scope, exclusions, throughput, spend, timing, decomposition, context, quality, and per-project sections. `stats_cli` detects terminal width, honors explicit width and ASCII options, disables color for non-terminal or colorless environments, and delegates table rendering to the stats renderer. The docs state that printed output is a rendering of the aggregate payload. The dashboard remains non-interactive by design.

This sprint completed the human-facing dashboard on top of the reconciled aggregate payload. The brief listed the closed dashboard sections and required plain-text behavior, terminal-width adaptation, small-sample markers, and absent-value rendering. That made the agent's scope presentation-only: render the model, do not compute a second set of statistics. Its clean pass meant the next sprint could pin the machine surface without revisiting printed layout.

JSON Contract

2 agents 6m 18s wall time 110k peak context

The JSON modes are implemented in the stats CLI as direct serializations of the aggregate, run rows, and session rows. Row modes require JSON and reject incompatible combinations, while filters are shared across printed and machine-readable output. The stats reference documents the payload contracts and says the optional fleet export did not ship. Consumers can depend on the current command surface without parsing the dashboard.

This sprint pinned the machine-readable surface after the dashboard had proven the aggregate model. The brief required aggregate JSON, JSONL run rows, JSONL session rows, schema versions, validation for incompatible row flags, uniform filters, deterministic output, and a settled export decision. That cut kept tooling behavior separate from documentation work. It passed without recorded repair and left a stable contract for downstream consumers.

Public Docs

2 agents 10m 11s wall time 119k peak context

The live documentation now has a dedicated native fleet statistics reference plus links from the agent index, CLI guide, configuration guide, status page, and README. It names the implemented print and JSON surfaces, metric definitions, filters, schema expectations, scan roots, context thresholds, and private-corpus reconciliation path. It also states what is absent: no TUI, no keybindings, no per-run actions, no telemetry, and no replacement for the private Python tier. That keeps the feature discoverable without overstating its scope.

This sprint aligned public references with the final implementation. It was asked to cover discovery, artifact boundaries, metric definitions, payload contracts, filters, boundary tests, omitted surfaces, configuration, status, CLI docs, and the README. Because code and tests were already in place, this was a documentation verification cut rather than an implementation sprint. It passed cleanly and closed the run's public handoff.