Commit Graph

18 Commits

Author SHA1 Message Date
jordan
c97aaa8e5b fleet remediation: make the workspace gate runnable, then fix what it caught
`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.
2026-08-16 12:38:14 -06:00
jx12n
c22a3b65a6 docs: withdraw the pre-release "not ready for production" disclaimer
M0-M12 are shipped and the HA cluster runs in production on k3s, so the
pre-release disclaimer no longer describes the project. Removes it from the
canonical doc set and corrects the readiness text that had gone stale.

- README.md: replace the "Pre-release / not yet recommended for production"
  banner with a production-ready statement; drop "(experimental)" from the
  cluster status bullet; state the post-1.0 versioning posture (additive in
  minor releases, breaking changes get a documented migration path).
- CLAUDE.md / QUICKSTART.md / docs/guides/server-deployment.md /
  docs/runbooks/cluster.md: same withdrawal; reframe the cluster opt-in as a
  guard against standing up a multi-node fabric by accident rather than a
  readiness warning.
- CHANGELOG.md: record the stability posture under [Unreleased], superseding
  the historical 0.1.0 "no stability guarantees" note (left intact as history).
- k8s/statefulset.yaml: the "NOT production HA, tracked as m8p10" comment was
  stale (m8p10 shipped); point at k8s/cluster/ for the HA deployment instead.

Also corrects text that was factually wrong since m11p3/m11p4: the
multi-process cluster gate, its CLI help, and the served OpenAPI description
all still claimed quorum-ack writes and automatic failure detection did not
exist. They do.

Historical records (docs/reviews/, docs/profiling/, past CHANGELOG entries,
the kubernetes.md rc7 fix note) are left unchanged.

Verified against a running binary, not just the build: the opt-in gate's
refusal message, the startup WARN, /health 200, and the served
/openapi.json description all carry the new text. cargo fmt clean; clippy
-D warnings clean on tidaldb and the tidal-server lib; 1943 engine + 155
server lib tests pass; scripts/check-docs.sh OK.

Claude-Session: https://claude.ai/code/session_01QdqSDw1tUhK1JT9Pb1vryP
2026-07-30 19:03:34 -06:00
jx12n
4051077cff docs(m12): refresh API, specs, ops, and roadmap to the shipped M12 reality
- API.md: document `similar_to`/`region`/`unavailable_shards` on /feed and
  /search, the new POST /vector_search k-NN probe, and the cluster-node-only
  routes (/cluster/*, /sharded/*, /hardnegs)
- CHANGELOG.md: M12 entries — multi-vector preference + ANN candidate-gen,
  idle-readiness + TLS scale-up (m12p5/p6), sharded ingestion (m12p4)
- ROADMAP.md: mark M11 + M12 COMPLETE; restate the v1.0 bar (30-day-green
  nightly calendar + Ref-A/k3s throughput re-runs)
- prometheus-alerts.yaml: add ship-stall, quorum-lag, divergence-quarantine,
  reseed-pending, and snapshot-pin-force-drop cluster alerts
- check-docs.sh: self-updating milestone-status freshness guard derived from
  ROADMAP's latest COMPLETE milestone
- refresh specs (00-14), ai-lookup, guides, and runbooks to M0-M12
2026-06-23 21:39:55 -06:00
jx12n
25296bcc5b docs: refresh ops runbooks to the live rc7 / full-placement reality
The runbooks had drifted to the retired m8/m11p5 design while all m12 production
reality (topology, perf, fixes, DR) sat only in a profiling doc no operator opens.
This promotes that reality into the runbooks and fixes the contradictions.

Contradictions fixed:
- runbooks/cluster.md: the "NEITHER IS QUORUM-ACKED HA YET" status banner was FALSE
  (quorum-ack + automatic election have been live since m11p3/p4). Rewritten to
  state the deployed reality (single-StatefulSet full-placement RF3, rc7).
- README.md: the cluster section called the HA cluster a "built-in simulated
  cluster / multi-region fabric" demo and showed promote-by-region as failover.
  Rewritten — real quorum HA, automatic failover, /cluster/promote is a maintenance
  verb. Kept the honest caveats (experimental gate, global-signals-only).

Reality promoted into the runbooks:
- Live topology (single STS, ns tidaldb-cluster, 3 voters, full-placement RF3,
  gRPC 9601/9602/9603, HTTPS+mTLS :9500), the five shipped fixes, and the real
  build+digest-pin procedure (cross-compile -> trixie -> amd64 PLATFORM manifest,
  not the index/attestation digest) in cluster.md + kubernetes.md.
- Stale constants: soak ramp 3900 -> 200 rps; cluster grace 60 -> 600s; the
  pre-m12 4.5k/s signal-write perf table annotated + the 1536-D read reality added.
- ops/capacity-planning.md: new "Ref-A 3-node fleet — measured capacity" section
  (read p99/ceiling, ~250 rps write knee, 1M needs >16GiB nodes, pod resources).
- ops/recovery.md: new cluster-recovery routing section + scoped the quiesce-and-
  copy note to standalone (the cluster uses tidalctl + the DR runbook).

New docs:
- runbooks/disaster-recovery.md: the proven S3/R2 backup -> restore -> byte-verify
  -> query-proof procedure, full-cluster rebuild, PITR posture (previously
  undocumented despite being proven against real S3).
- runbooks/on-call.md: incident response — symptom -> golden signal -> runbook,
  severity, escalation, and the open alert-wiring step.
- runbooks/README.md: the runbook index + current production facts.

Open follow-up (infra, not docs): ops/prometheus-alerts.yaml is accurate but
design-reference; promoting it to a live PrometheusRule is the one unwired step.
2026-06-19 19:53:29 -06:00
jx12n
8e39ee1078 fix(m12p6): T4 TLS scale-up enablement — https seed-join via ready-only Service + up-front rustls provider
The m12p5 idle-readiness work converged on an idle cluster, but the real
T4 1M/1536 scale-up over mTLS still failed to admit new pods. Three real
blockers, all invisible to the plaintext in-process tests:

- CryptoProvider crash-loop: the seed-join/reseed boot path builds a
  blocking reqwest (rustls) HTTPS client on a dedicated boot thread BEFORE
  GrpcTransport::new installs the process-wide provider, so every TLS joiner
  panicked. Install it at the top of main(); ensure_crypto_provider() is now
  pub, idempotent, harmless on the plaintext standalone path.

- Wrong seed scheme + target: peer_url honors an explicit URL scheme
  verbatim, so http:// dialed plaintext at the TLS :9500 port. Seed is now
  https:// AND points at the ready-only client Service (ClusterIP VIP), not
  the headless peers Service — so a joiner never round-robins onto a
  not-ready pod (incl. itself) and burns the 120s discovery window.

- Too-tight poll budget: a cold status poll pays a full rustls handshake on
  top of DNS+TCP; under CPU contention that alone blew the 500ms budget, so
  the joiner timed out every poll for the whole window despite the peer being
  reachable. Status-poll timeout is now 5s (env: TIDAL_SEED_STATUS_TIMEOUT_MS)
  with a separate 2s connect timeout (dead seeds still fail fast) and
  debug-level logging on every discovery failure mode.

Refactors riding along:
- on_heartbeat takes a HeartbeatContext struct (additive fields, no silent
  u64 transposition) across tidal-net, election_driver, and both test hooks.
- ShardReplica::applied_for_leader_shard centralizes per-source-shard keying
  (BUG 1) shared by the readiness drive and local_status.
- idle-readiness test now asserts convergence within ½ budget — a slow-path
  regression (periodic self-heal / status-poll dependency) the binary budget
  check would otherwise wave through.

New k8s T4 manifests: cluster-t4-kind kustomization + single-group topology
patch; tidal-stress t4 seed/load Jobs.
2026-06-14 20:29:37 -06:00
jx12n
44b768b8c6 feat(m11): sharding × replication + rebalancing (m11p6 L3-L5)
End the "replicated XOR sharded" split: S shard groups, each a
replication group at RF with its own elected leader, leaders balanced
across nodes; any gateway hash-routes.

- One unified write surface: /items,/embeddings,/signals hash-route to
  the owning shard group's leader (ShardRouter FNV-1a) AND replicate at
  RF. x-tidal-ack/x-tidal-seq, quorum await, NotLeader/QuorumTimeout are
  per-group; NotLeader names the group.
- Rebalance verbs (L3): POST /cluster/shards/{id}/transfer (fenced
  leadership move) + /cluster/shards/{id}/replicas (add/remove replica).
  A ?shard= selector threads through every per-shard admin verb and is
  propagated on intra-group forwards (ShardReplica::admin_path). S=1 is
  byte-for-byte (no selector, no shard in NotLeader body).
- Tier-3 exit gate (cluster_sharding.rs): 3 nodes × 3 shards × RF=3 over
  real OS processes — SIGKILL a node under ack=quorum load → only its
  shard-leaderships re-elect, reads never stop, zero acked loss across
  random kill points; plus a rebalance-verb test. Harness:
  MultiProcCluster::start_sharded.
- tidal-stress drives the single path (WritePath::Leader|Sharded gone),
  spreading writes round-robin across gateways or pinning --leader-url.
- Throughput: local 3×3 sustains 3,000 quorum signal-writes/s @ 0% err,
  ~30% CPU, lag ~0 (generator-bound). ≥5,000/s + ≥2.5× scaling is Ref-A.

Known follow-up (tracked): per-group-aware node readiness and cross-node
read fan-out under PARTIAL placement.
2026-06-13 18:23:43 -06:00
jx12n
1265140e28 feat(m11): continuous correctness (m11p9) — fault classes, invariant checkers, soak gates, nightly pipeline
- fault-injection cargo feature (compiled OUT of prod): slow-fsync + disk-full
  WAL hooks in tidal/src/fault.rs, inert until armed, tier-3 builds with feature
- first-class invariant checkers (tests/support/invariants.rs): AckLedger
  no-acked-loss (now consumed by m11p3 gate), feed parity, single-leader-per-term,
  monotonic frontiers
- cluster_faults.rs tier-3 suite 4/4: disk-full degrade+recover, slow-fsync
  lag+converge, both-slow quorum 503, asymmetric partition no-split-brain
- tidal-stress soak gates: --json-summary + --max-p99-ms/--max-error-pct/
  --fail-on-knee → non-zero exit on regression
- Woodpecker cron nightly flow (chaos + gated soak), event-routed, not GH Actions
- guarantee-traceability.md: roadmap §2 guarantees → named tests (closes G-C
  apparatus; 30-day-green is a calendar criterion)
2026-06-13 15:23:59 -06:00
jx12n
005e292cbb fix(m11): review remediation + tidal-stress perf sweep + perf wave 2
Resolve all BLOCKER/CRITICAL/WARNING findings from the m11p7/p8 review:
- tidalctl restore: safe_join path-traversal/Zip-Slip guard + fsync on write
- corrupt-WAL checkpoint_seq guard; PITR archive-before-delete
- cluster: x-tidal-relayed audit-dedup marker; forward_failures counts 5xx
- mTLS/HTTP-TLS handshake hardening; accept-loop EMFILE backoff
- per-principal rate-limit + node-token marker-pinning tests
- self-heal tier-3 coverage; 5 router-auth tests

tidal-stress: measurement-fidelity fixes (schedule-lag p99/max, exact
feed-over-SLO verdict, shed annotation) + typed Body, workload.next
184ns->68ns, RoundRobin len==1 short-circuit, HeaderValue cache;
new benches/hotpath.rs + lib.rs.

perf wave 2: signal_snapshot SmallVec/SignalKey carrier; one-get-per-type
ranking pre-pass.
2026-06-13 12:28:04 -06:00
jx12n
d5d1e7d81a feat(m11): observability+ops (m11p8) + perf-sweep wave 2 T2
m11p8 closes G-O + §1.4-3:
- Cluster metrics: breaker state, forwards, self-heal on /metrics; multi-shard sibling render (shard="N")
- Grafana cluster row + 8-rule Prometheus alert group
- Request-id / TraceLayer on both cluster routers; id rides forward hop
- Truthful status: flushed leader applied_events frontier; post-promote ShardId(0) keying fix
- Self-driving heal: tick_self_heal re-arms stuck-peer backlog every ~3s
- WAL PITR: wal.archive_dir, archive-before-delete gap-free
- tidalctl backup/restore with BLAKE3 content-hash verification
- Rolling-upgrade build_version handshake (N/N+1, never rejects) + Woodpecker release gate

perf-sweep wave 2 T2: one-get-per-type pre-pass in ranking executor
- signal_values.rs pre-fetches all signal kinds before scoring loop
- Eliminates per-item repeated DashMap lookups: −18.8% for_you, −31% under writes
- Byte-identical output verified with A/B test harness
2026-06-13 09:17:49 -06:00
jx12n
6651c14adc feat(m11): cluster security (m11p7) + perf instrumentation floor
m11p7 — secure the cluster, all opt-in (pre-m11p7 byte-for-byte):
- gRPC replication mTLS by default via a custom tokio-rustls acceptor +
  DynamicCertResolver; zero-drop content-hash cert rotation (k8s ..data swap,
  no pod restart, no inotify)
- inter-node HTTP TLS sharing the same resolver (one rotation, both planes) +
  per-node keyed-BLAKE3 signed x-tidal-node-token; marker-without-token -> 403
- admin audit log (operator-leg only) + per-principal rate limit (engine
  RateLimiter; sibling nodes exempt)
- k8s cert-manager manifest (certs.yaml) + scripts/gen-cluster-certs.sh fallback;
  secret.example.yaml gains TIDAL_CLUSTER_KEY (file-mounted, hot-rotatable)
- exit gate verified real: mtls.rs (gRPC foreign-pod), cluster_security.rs
  (HTTP foreign + zero-drop rotation under load), 7 security unit tests

perf — instrument floor (sweep Wave 1):
- new tidal/benches/wal.rs + tidal-server/benches/scatter.rs
- p99->mean honesty relabel; sweep manifest at docs/reviews/perf-sweep-2026-06-13.md
- add @tidal-performance agent (Martin Thompson)

new: cluster/{audit,http_tls,security}.rs, tests/cluster_security.rs,
docs/planning/milestone-11/phase-7.md
2026-06-13 01:25:35 -06:00
jx12n
bf57be18e1 feat(m11): membership, snapshot install, and reseed (m11p5) 2026-06-12 19:55:54 -06:00
jx12n
95461d3cf8 feat(m11): Raft leader election over WAL stream (m11p4)
Kind-3 term markers in the WAL stream, STREAM-relative vote frontiers,
heartbeat-only divergence detection + quarantine, and fenced promote.
Elections converge in 0.6–1.0s; zero acked-write loss across all kill points.
Closes G5 (leaderless recovery) from the v0.9 wave.
2026-06-11 23:30:24 -06:00
jx12n
d0a52e4530 feat(m11): catch-up timer retry + TSEG segment version header (m11p4)
WAL segment format: 8-byte TSEG header (magic + version byte + 3 reserved)
prepended to every new segment. Legacy headerless segments (m0-m11p3) read
as implicit v0 — no migration. Unknown magic/version surfaces as
WalError::SegmentFormatUnknown at open time; foreign files are never
repaired or truncated (fixes the silent data-loss path from the p3 rollout
incident where torn-tail repair zeroed a follower's unreadable segments).

Catch-up transport: FAILED_PRECONDITION ("snapshot required") and stream
errors that skip the shard now arm a timer retry (re-arm-on-skip is the
load-bearing liveness fix — without it a skipped pull never re-fires and
the follower stays permanently behind). Single retry pending per shard;
CatchupRunner owns the Arc'd state shared between the retry tasks and the
transport. Test: tidal-net/tests/catchup_retry.rs covers the retry path.

Stress: k8s stress-job-t2a/t2b yaml + ops/stress-test-p3-t2 runbook.
2026-06-11 17:05:20 -06:00
jx12n
5ed2edb211 feat(m11): quorum-acked writes — ack=leader|quorum, commit index, durable frontier reports (m11p3)
ack=quorum gates replicated writes on a majority of the replica set durably
holding them: followers push their durably-applied frontier (ReportApplied,
once per apply round, decoupled from ship acks), the leader folds frontier
reports + ship-ack hints + heal resumes into a leadership-scoped CommitIndex
(k-th-largest durable mark), and handlers await it through an async
watch-channel bridge (zero parked threads per waiter). Honest timeouts:
retryable 503 naming the laggards; x-tidal-seq on every cluster write.
Follower blob applies are batched under group-commit fsyncs (22x seeding).
Exit gate: 167/167 leader-SIGKILL kill points, zero acked-write loss.

Seven-dimension review pass (all confirmed findings fixed):
- WAL blob drain now ABORTS on the first write failure instead of reusing
  the failed seqno mid-drain (a torn record buried mid-segment would
  truncate every later acked record on replay)
- apply_replicated_blobs waits every staged append even after a mid-batch
  failure, parses metadata once, and moves records into Arcs shared with
  the WAL writer (no deep clone per record on the follower apply path)
- CommitIndex: zero-peer fast path now respects demotion (active checked
  under lock before the single-replica return), k-th-largest uses
  select_nth over a reused scratch buffer
- await_quorum: re-reads the index once after the deadline fires (no false
  503 for a write that committed in the race window), warns when the
  commit-watch bridge dies outside shutdown, zero-peer path checks active
- notify_applied report failures: WARN on the first failure of a streak,
  INFO on recovery (a silently stalling frontier reads as unexplained
  quorum 503s); receiver skips re-notifying unadvanced frontiers
- x-tidal-deduplicated: 1 marks dedup-suppressed signal writes (relayed
  through forwards) so durability cursors can tell dedup from no-seqno
- docs: 167/167 kill-point record corrected in CHANGELOG; rolling-upgrade
  order (leader first — a pre-m11p3 leader silently downgrades quorum
  requests to leader-ack) in CHANGELOG + runbook §8; monitoring note for
  report-loss diagnosis on the quorum-timeout alert

Verified: workspace clippy -D warnings (incl. cluster-e2e targets), full
tidaldb/tidal-net/tidal-server/tidalctl suites green, tier-3 multi-process
quorum suite green (8/8 kill points, zero acked loss, partition gate/recover).
2026-06-11 13:28:08 -06:00
jx12n
225751d34d feat(m11): WAL-as-stream replication + perf floor (m11p1+m11p2)
m11p1 — decoupled ack/ship path: staged writes (seqno+WAL+relay-push,
microseconds) separate from group-commit fsync; ShipQueue batches+windows
outbound segments; receiver coalesces inbound chunks before applying.
Adds first tidaldb_cluster_* metrics.

m11p2 — leader WAL is now THE replicated log: fsynced batches feed a
bounded WalShipFeed and ship byte-identical to followers; WAL seqnos
survive restarts (relay-reset hazard gone). Item metadata and embeddings
journal kind-1/2 blob records on the same stream as signals; the m8p10
HTTP broadcast is deleted. StreamSegments catch-up is follower-pulled via
server-streaming RPC, triggered on gap detection, follower boot, and
leader heal nudge. Promote carries a stream baseline so peers skip
pre-stream history.
2026-06-11 09:10:06 -06:00
jx12n
8a0950260f feat(m8p10): multi-process cluster mode — scatter-gather, reconcile relay, chaos/UAT suites
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.
2026-06-10 14:07:33 -06:00
jx12n
1092d34c39 feat: kubernetes deployment, OpenAPI spec, guides, and docker consolidation
- Add k8s/ manifests (StatefulSet, kustomize, PDB, ServiceMonitor) + docs/runbooks/kubernetes.md
- Add tidal-server/src/openapi.rs (utoipa OpenAPI spec) and wire into router
- Add docs/guides/ (build-a-feed-app, embeddings, server-deployment) + foryou_feed example
- Consolidate tidal/docker/ into root docker/ (single canonical home)
- Update API.md, QUICKSTART.md, README.md, CLAUDE.md, check-docs.sh accordingly
2026-06-09 17:06:34 -06:00
jordan
eca7765e8d fix: heal_region re-delivers missed WAL batches so partitioned followers converge immediately after heal
- 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>
2026-02-25 11:57:01 -07:00