There was no metric anywhere that could answer "how much traffic are we serving"
or "what is our error rate". The engine published a rich DOMAIN surface (search
latency, WAL fsync, quorum timeouts, replication lag) and nothing about HTTP, so
a cluster could serve 401s or 503s indefinitely with every existing gauge looking
healthy. Logs were collected but unusable. There was no way to ask a RUNNING node
anything.
1. HTTP metrics. tidaldb_http_requests_total{route,method,status} plus a
per-route duration histogram, recorded by one layer placed OUTSIDE the auth,
timeout and rate-limit layers so it sees the status actually returned to the
client. Cardinality is the whole design: the route label is axum's MatchedPath
TEMPLATE, not the path, and unmatched requests collapse into one <unmatched>
bucket so a 404 flood cannot mint series. A hard cap folds anything past it
into an overflow bucket while established series keep counting.
The engine owns the /metrics listener but must not learn what a route or a
status code is, so it gained one registration hook
(MetricsState::set_extra_renderer) and tidal-server publishes through it. One
scrape target per node, not two.
2. Structured logs. The previous init was a bare tracing_subscriber::fmt(), which
produced two real defects: ANSI escapes leaked into collected logs, and every
line failed the collector's JSON parse and was stamped level=info — so
`level:error` matched NOTHING and errors were invisible to the log platform
while being collected. JSON_LOGS=1 emits the collector's exact wire format
(ts/level/service/env/msg), span fields are lifted so request_id lands on every
line of a request, and ANSI is off unconditionally in both formats.
Verified against the running binary, which caught a defect no unit test would
have: dependencies logging through the `log` crate arrived with target="log"
and four log.* metadata fields (absolute cargo registry paths, indexed
forever). The real module is now lifted into target and the bridge metadata
pruned.
3. Dashboard. docs/ops/grafana-tidaldb.json, 13 panels, mirrored into the fleet
as a grafana-database-dashboards key. Every metric name was checked against a
live endpoint and all 26 PromQL expressions were executed against the live
TSDB before commit, because a dashboard full of "No data" is worse than none.
Confirmed loaded in Grafana (uid tidaldb-overview, Databases folder).
4. tidalctl live mode. Every other subcommand reads a data dir AT REST, some
requiring a stopped node. `search`, `feed`, `cluster-status` and `watch` take
--url and talk to a running server, with --ca/--insecure because a cluster's
client port is served with the INTERNAL cluster CA. Exit codes follow the crate
contract, so `tidalctl cluster-status && deploy` gates on convergence.
Its first real run immediately found a reporting defect: the aggregated
/cluster/status reported two HEALTHY peers as UNREACHABLE PARTITIONED at 13.3M
lag, having derived lag against an uninitialised applied=0, while every node's
own status reported lag=0, reseed=false and identical frontiers, with
pod-to-pod connectivity open and nothing logged. cluster-status now names that
signature "NO REPORT (aggregated view; query the node directly)" instead of
repeating it as replication lag; a genuine non-zero-applied lag still reports
BEHIND. The underlying gap is documented as open work in
docs/ops/observability.md.
Verified: 2101 + 175 engine/server unit tests, 8 standalone integration (3 new,
including the cardinality proof and the cross-crate metrics seam), 23 tidalctl
(10 new), reseed + catchup + admin-gate e2e green, clippy clean, and both the
metrics and the log format exercised against a real running binary.
`cargo test --workspace` could not run at all: dependency resolution failed with
"aws-types@1.3.16 requires rustc 1.91.1" on the 1.91.0 default toolchain, so the
gate the project documents was dead. Making it run exposed a compile break and
two wrong tests that had been invisible for months. Now green end to end:
143 suites, 3155 tests, exit 0.
Toolchain
- rust-toolchain.toml pins the DEV toolchain to 1.91.1. The published MSRV stays
`rust-version = "1.91"` (the engine builds on 1.91.0); only tidalctl's AWS SDK
chain needs the patch release, and it now declares that itself.
Consumer crates migrated to the current engine API (clean cutover)
- iknowyou-engine: `AgentPolicy` gained five m10 read/profile-override fields;
the literal now spreads `..AgentPolicy::default()` as the engine's own doc
example does, so future fields do not break it again.
- forage-engine: `RetrieveResult` gained p1 `reasons`. The app builds its own
candidate pool, so it now tags what it knows: PreferenceMatch for the
preference-vector blend, SemanticMatch (with the seed item) for
similar-to-saved, ExplorationBudget for pinned discoveries.
- forage-engine: `url_to_item_id` folded into the u32 item universe. The engine
narrows item IDs to a u32 slot in durable per-user state and rejects anything
above u32::MAX rather than alias two items forever, so every add_item with a
64-bit FNV hash failed. 9 of 28 smoke tests were failing on this alone.
- forage-engine: bridge items read the top-2 preference CLUSTERS via
`query_vectors`, not the single centroid from `preference_vectors().get()`.
Since m12 that accessor returns only the strongest cluster, so a tech+jazz user
whose interests split into two clusters looked single-interest and never
bridged. Falls back to top-2 dimensions when a user has one cluster.
Reconcile tests corrected to the shipped contract
- tidal/tests/m8p3_reconcile_production.rs asserted `3 + 5 == 8` for a windowed
count after heal. `take_crdt_snapshot` deliberately keys signal contributions
to ONE canonical contributor (ShardId::SINGLE) because signals are relayed from
a single writer, so per-node attribution double-counted every replicated event
on every reconcile. Merge is therefore LWW on (last_update_ns, score) plus
PN-counter per-node max: nodes converge on the more complete accumulator. The
old expectation was asserting the bug that fix removed.
- Rewrote to assert convergence, count survival (not 0), and no inflation, and
added `repeated_reconcile_of_converged_nodes_does_not_creep` - the regression
guard for the creep itself, which nothing covered.
Pre-commit hook unified
- hooks/pre-commit dropped `-D warnings`: each crate's `[lints]` table is the
source of truth (`clippy::all`/`unwrap_used` deny, `pedantic` warn), and the
flag promoted ~58 deliberate pedantic warnings in integration tests to errors,
making every Rust commit impossible.
- It now lints all five tidal crates instead of path-matching `tidal/`, which
silently skipped tidal-server, tidal-net, tidal-stress, tidalctl and
applications/ - the rot above lived in exactly those crates. Ported the
CODING_GUIDELINES file-length, println, and unsafe-SAFETY checks from the
divergent untracked copy that this replaces.
- CONTRIBUTING.md now documents the real commands and the toolchain/MSRV split.
Fleet recovery and soak
- scripts/restore-fleet.sh: the fail-closed selective restore, promoted out of an
ignored tmp/ directory into the repository. Preflights retained storage,
digest-pinned images, parked state, and aggregate plus per-PV-node scheduler
headroom before the first scale; writes a durable transcript under
tmp/restore-logs/ with structured start/error/rollback/complete events.
- k8s manifests park the standalone store, the RF3 cluster, and the soak monitor
at zero replicas with restore-fleet.sh as the only supported scale-up path.
- soak-eval/soak-watch and the nightly CronJob fail closed on stale or missing
restart evidence instead of silently skipping the restart-aware half of the gate.
- docs/ops/capacity-planning.md corrects the RAM envelope to the real hot-tier
formula and separates analytic totals from the measured process envelope.
Read-SLA fix (rc12→rc13 — cpu-cgroup starvation → multi-second p99 + churning
elections):
- offload.rs: add SEARCH_GATE semaphore (core_count+1 permits, 50ms shed to 429)
so per-shard searches gate on CPU, not reactor threads; concurrent scatter_merge
fan-out (join_all) replaces the serial blocking offload_region_read loop
- node.rs: scatter_merge → async; per-shard futures run via offload_search
(each acquires one SEARCH_GATE permit, moves it into spawn_blocking so the
permit is held for the search's full CPU lifetime)
- main.rs: explicit tokio runtime with worker_threads floored at 4, independent
of the cgroup quota — keeps the control plane (heartbeat/election/apply) on its
own workers even when quota < 4
- k8s statefulset: CPU limit 2→3 (was: available_parallelism()=2 → only 2 async
workers; search burst starved the reactor)
- tidal/wal/compaction.rs: WAL_RETENTION_SEGMENTS 4→16 (64 MiB→256 MiB per-shard
catch-up window; a briefly-down follower across a rolling restart streams up
instead of forcing snapshot reseed; disk floor 768 MiB/pod, self-trimming)
- cluster_reseed.rs: OFFLINE_ITEMS 1800→5600 to exceed the new 16-segment
retention window (19 segs > 17); fix sequential quarantine/reseed race via
await_status_bool
tidalctl S3/R2 backup DR:
- tidalctl/Cargo.toml: aws-config, aws-sdk-s3, aws-credential-types, tokio, tempfile
- commands/s3.rs: S3Target + export_dir (upload every file, manifest last as
atomicity marker) + import_to_dir (download prefix into temp staging dir)
- commands/backup.rs: run_backup/run_restore accept Option<&S3Target>; S3 export
is additive after local fsync barrier; S3 import stages into TempDir then runs
the unchanged verified restore on it
- main.rs: --s3-endpoint / --s3-bucket / --s3-prefix flags; all-or-nothing
endpoint+bucket validation; usage updated
tidal-stress/k8s: recall-rc12-spread-job, soak-nightly-cronjob, soak-monitor,
soak-results-pvc, t5-readtput-job manifests
Replace ScoredCandidate.signal_snapshot Vec<(String,f64)> with
SmallVec<[(SignalKey,f64); 4]> where SignalKey is Static(&'static str)
| Owned(Arc<str>):
- Compile-time-constant labels (sort bases, relevance, co_engagement,
preference_affinity) -> Static: zero allocation, pointer-copy clone.
- Dynamic {signal}_boost/_penalty/_decay labels built once per query in a
RuleLabels hoist (was format! per-candidate-per-rule), shared by Arc.
Cohort rescore hoisted the same way.
- scored accumulator pre-sized to candidates.len().
- Owned Strings rebuilt only at the two response-assembly sites (<= limit).
Byte-identical output: full 1896-test lib suite green. Measured win
(cargo bench --bench ranking, committed-base vs working-tree):
score_200_hot 23.89->21.04us (-11.9%), score_200_trending
27.66->25.85us (-6.5%), score_200_full_pipeline 27.88->26.97us (-3.3%).
smallvec promoted from the lock to a direct dep (no new dependency
surface). perf-sweep doc updated; T2 (per-term DashMap collapse) next.
New workspace crate: an open-loop, coordinated-omission-corrected HTTP load
generator + capacity ramp for the standalone and multi-process cluster surfaces,
modeling a thepeach feed session (feed reads + view/like/skip signals + search,
signal-dominated per their user-graph spec). Throttleable target rate, ramp
presets (smoke/quick/peach-100k/max) or rps:secs specs, peach/reads/writes/custom
mixes, leader vs sharded write paths, per-op p50/p90/p99/p999/max latency, a
backpressure-aware status breakdown (429/408/503/4xx/5xx/transport), and a verdict
translated to supported DAU. Runs in-cluster as a k8s Job (tidal-stress/k8s/).
Open-loop scheduler (scheduler.rs) fires at a fixed arrival rate and measures
latency from each request's intended send time, so a server stall inflates the
percentiles a closed-loop test hides; it shed-and-counts rather than blocking when
the in-flight cap is reached. Pure-Rust (tokio + reqwest/rustls), no engine deps.
Findings on the live 3-region k3s cluster (docs/ops/stress-test-thepeach.md):
reads scale to thousands/s at <15ms p99; the replicated /signals path saturates at
~90 signals/s (single-leader funnel + 2-worker write pool + synchronous gRPC ship);
the sharded path sustains 3,669 signals/s at 0 errors and ~27% cluster CPU (≈ the
100k-DAU peak, knee not reached). Overload degrades gracefully (429; 0 pod
restarts). thepeach's planned in-process embedding sidesteps all of it (write ≈82ns).
Splits monolithic cluster.rs into tidal-server/src/cluster/ modules. Adds redeliver-missed
relay, bounded HLC drift, lag tracking, and reconcile idempotence. Five new tier-3 test suites
(chaos, lifecycle, multiproc, region, routes, runbook) all green. Docs, CHANGELOG, and ROADMAP
updated with G4/G5/G6 known gaps.
Resolves every finding in docs/reviews/M0-M10-code-review-2026-06-08-pass2.md
across the engine, network, server, and CLI crates: session restore,
replication/CRDT, WAL format and recovery, storage indexes, query/ranking
executors, cohort/community governance, and scatter-gather routing.
Adds regression tests:
- review_pass2_creator_search_filter
- review_pass2_d_replication
- review_pass2_query_for_session
- review_pass2_storage_indexes_bitmap_cache
- review_pass2_zone_a_sessions
Verified: cargo clippy -D warnings and full test suite green across all crates.
Resolves the 142 findings from tidal/docs/reviews/CODE_REVIEW_m0-m10.md across
the engine, server, net, and CLI surfaces:
- WAL/session-journal durability, checkpoint format, and crash-recovery hardening
- Replication shipper/receiver, tenant isolation, and migration paths
- Cluster scatter-gather, router, standalone server + health/offload endpoints
- tidalctl refactored into command modules with JSON output and WAL-state tooling
- Cohort, governance, signal-ledger, and vector-registry correctness fixes
- Expanded UAT/integration/durability test coverage across all milestones
Add support for defining ranking profiles in schema YAML, allowing
deployments to override builtin profiles with deployment-specific
signal names and tuning parameters.
- Add override_register() to ProfileRegistry for clean builtin replacement
- Add with_profiles() to TidalDbBuilder to thread schema profiles
- Parse profiles section in config.rs with full sort/strategy/agg support
- Validate that profile signal references exist in schema at startup
- Change load_schema() to return (Schema, Vec<RankingProfile>)
This closes the gap where the builtin for_you profile referenced
signals (view, like, share) that don't exist in deployment schemas,
causing all feed scores to normalize to 1.0.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
- Extract redeliver_missed(tx, db, log) helper into cluster_transport.rs
- heal_region now removes partition then immediately ships any missed
batch-log entries to the healed follower's channel
- await_convergence refactored to call the same helper (no logic change)
- tidal-server: reload_text_index before search in cluster mode
- tidal-server: write_signal returns Result instead of panicking on unknown signal
- tidal-server: leader shows lag_events=0 (writes directly, no receiver thread)
- tidal-server: fix cluster mode error propagation (ServerError::from)
- docs/runbooks/cluster.md: add full cluster operations runbook
- docker/: add Dockerfile for containerised cluster deployment
- README.md: add tidal-server HTTP API getting-started section
- Split oversized source files per CODING_GUIDELINES §9
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
- m0p3: CONTRIBUTING.md with run-samples checklist, all 4 examples
(quickstart, cli_embedding, axum_embedding, actix_embedding), doc-test
coverage for every public API surface
- m1p5: TidalDb public API — write_item, signal, read_decay_score,
read_windowed_count, read_velocity; StorageBox enum routing memory vs
fjall; WalSender/WalHandleWriter bridge; WAL replay on open
- Periodic checkpoint: 30s background thread for persistent+schema mode;
FjallBackend::Clone (O(1), fjall::Keyspace is ref-counted); graceful
shutdown via Arc<AtomicBool> + join before final checkpoint
- ROADMAP.md: M0 and M1 fully marked COMPLETE (341 tests passing)
- Milestone 2 planning scaffolding added under docs/planning/milestone-2/
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>