1. 23 Jul, 2026 1 commit
    • feat(bridge): power-aware perf watcher — reassert the chosen regime across AC/battery & resume · e94163f1
      The incident: mid-session on battery the pstate held turbo down (~2.5 GHz, 60°C,
      CPU pressure ~0 — the set never needed more). Plugging in on AC at 4% silently
      lifted that limit; the SAME workload jumped to 4.4–4.5 GHz and 85–93°C with fans
      maxed. Nothing was working harder — the platform just reset the frequency cap
      underneath our "cool" mode, and the tooling never noticed. set_mode() was
      fire-and-forget: it wrote the cap once and moved on.
      
      Fix: treat the perf mode as DESIRED STATE and reconcile it whenever the platform
      can drift it (AC/battery flip, resume-from-suspend), with a periodic drift check
      as the safety net.
      
      perf.py
        - write_desired()/read_desired(): persist the user-chosen mode (~/.cache/
          parvagues/perf-desired). "normal"/absent == maintenance off, so we never
          fight a deliberate switch back to platform defaults.
        - set_mode() records intent on every successful switch.
        - on_ac(): mains state from /sys/class/power_supply/A*/online.
        - reconcile(force): reassert desired if detect_mode() drifted (idempotent —
          "cool holding" when already in force, so no thrash).
        - run_watcher(): daemon loop. Reasserts (force) on a power-source edge and on
          resume (detected via a monotonic-clock gap), settling 2s for the platform;
          periodic force=False drift check otherwise. Seeds desired from the live mode
          on startup so an already-cool session is maintained immediately.
      
      bridge.py: launch run_watcher() as a daemon thread from `serve` (the always-on
      --user service is the right home; the tray is just a face).
      
      perf-tray.py: record intent (write_desired) on a successful tray switch too, so
      both faces agree and the watcher respects tray-initiated changes.
      
      Bonus: because "cool" also RT-schedules scsynth/sclang/Ardour/PipeWire, every
      reassert re-guarantees audio-chain priority after a power event — cheap insurance
      against post-transition xruns.
      
      Validated: compiles; reconcile idempotent; force reassert exercises the real
      perf-audio path (cool->cool, no disturbance); watcher thread confirmed live in
      the daemon with "on_ac=True desired=cool". Real power-transition proof lands on
      the next unplug/replug (logged to the bridge journal).
      PLN (Algolia) authored
  2. 19 Jul, 2026 1 commit
    • docs(tide-table): hammer v1 ear-findings measured + v2 rebuild log · a33099c3
      PLN re-listened to the forged hammer kit: vox cuts weren't voice-only,
      06_vox_breakitdown didn't loop, kit felt below the track's stature. All three
      confirmed by measurement and fixed in a v2 rebuild (catch report.md has the
      full story): demucs-stem vox bleed sat just −2.4 dB under the cut RMS on the
      worst file; the energy-corrected cut bounds were themselves bleed-biased
      (06 started a full second before the word); the rotated loop exports had
      never been promoted. v2 = roformer-vocals re-cuts on true onsets, a
      roformer-instrumental→demucs cascade for ghost-free instrument loops, the
      missing 2-bar breakitdown loop, and the rotation finally shipped.
      PLN (Algolia) authored
  3. 18 Jul, 2026 2 commits
    • feat(perf): RAPL package-power caps — watts are the thermal lever, not percent · bafd3133
      Discovery 2026-07-19: the Dell BIOS ships PL1=PL2=135W on this 45W-TDP
      i7-10875H. With no sustained-power brake, the only thing that ever slows
      the CPU is the 100C thermal limiter — which is how a set peaked at 91C and
      had to be aborted. Percent clock caps (--cool's max_perf_pct) don't bound
      multi-core power; watt caps do.
      
      All three modes now set package power limits via RAPL, saved/restored by
      --stop:
      - --optimize / --extreme: PL1 45W (chip spec) / PL2 90W — full nominal
        performance, bursts stay snappy, sustained runaway impossible.
      - --cool: PL1 28W / PL2 50W by default (~2.5GHz all-core), tunable with
        COOL_PL1_W / COOL_PL2_W.
      - --diagnose now prints the current PL1/PL2 against spec.
      PLN (Algolia) authored
    • docs(perf): 2026-07-18 Pulsar lag investigation + TidalCycles editor landscape research · 2f6b0b7a
      Records of the editor-lag deep-dive: local root-cause analysis (renderer
      main-thread saturation, console DOM growth, three marker leaks, .line
      transition churn, Electron 12 ceiling, thermal state) and the companion
      web-research report on the 2026 TidalCycles editor ecosystem (uzu/Codeberg
      migration, upstream issue #229, vim/VSCode/browser alternatives, no prior
      art for Pulsar forks). Fixes landed in the pulsar-tidalcycles fork, branch
      perf/event-highlighter, commit 6e9f374.
      PLN (Algolia) authored
  4. 11 Jul, 2026 8 commits
    • fix(foundry): pocket-zc rotation junction + DC-free loop exports · 1bb7c4fa
      Two refinements from measuring the first rotated re-cuts of the real kits:
      
      1. Junction in the pre-attack pocket. The rotation point was zc-snapped
         ±symmetrically around the downbeat, which could land the loop wrap
         mid-transient (rotated hammer drums read seam 0.50 / click_db −0.03:
         physically continuous, but the junction sat in busy material and a
         re-trigger clipped into the groove). _pocket_zc() searches
         [−25 ms, +2 ms] around the target and picks the zero crossing with
         the smallest local 2 ms RMS — the natural cut point in the quiet dip
         before the hit. Re-trigger catches the full attack; hammer drums
         grade recovered A 0.808 → S 0.988, bass 0.861 → S 0.916.
      
      2. Exports ship DC-free (B2), mirroring vox._finish_clip (4a74213c):
         the demucs stems' ~1e-4 DC bias was flowing into every exported loop
         (all three OLD superfreak kit files flag dc-offset on re-grade
         today). Mean-subtract after mono-sum, before write; shifts the
         zc-snapped edges by ≤1e-4 — inaudible, still effectively zero.
      
      86 tests green.
      PLN (Algolia) authored
    • feat(foundry): window-locked rotation — co-exported stems rotate by ONE shared slot · 3f9c27df
      Refinement caught before re-cutting the real kits: superfreak drums and
      bass ship from the SAME window (107.21s, 4 bars). If each stem rotated
      to its own strongest attack, their relative groove could shift by whole
      beats — bass's phrase-start is not necessarily on the drums' 1, and the
      kit is played together (loopAt on a common cycle), so relative phase
      between kit loops is musical content.
      
      export_take now derives the downbeat slot ONCE per shared time window
      from its most rhythmic stem (drums > bass > other > vocals priority)
      and applies that same slot to every stem of the window
      (_rotate_to_downbeat force_slot; per-stem roll still zc-snaps within
      ±10 ms on the stem's own mono ref). Stems at different windows keep
      independent rotation. Stem reads are cached (each stem was loaded twice
      otherwise).
      
      Test: two-stem synthetic window, drums downbeat at slot 3, other's own
      loudest attack at slot 6 — drums' marker must land at 0 and other's at
      3 (= 6−3, following drums), not 0. 86 passed.
      PLN (Algolia) authored
    • feat(foundry): rotate-to-downbeat export post-pass — loops start on the 1, not 'BCDA' · 0e69fa12
      PLN's kit audition (logged 6cfc7af0): loops felt 'timed ok but cut
      BCDA/DABC — not at a good start'. Measured and confirmed — the PLP beat
      grid has no downbeat anchor, so candidate windows start on an arbitrary
      beat: superfreak other_skank's strongest onset sat on slot 2/8 (its
      first 30 ms −23 dB below its own peak 30 ms), bass_deep's on slot 4/16,
      drums_dub's on slot 1/16. Bar-exact and tempo-locked, but musically
      rotated.
      
      The key insight that makes the fix free: for a verified clean-seam,
      bar-exact loop, ROTATION IS SAFE BY CONSTRUCTION. Looped playback of a
      rotated loop is the same audio cycle — the old wrap junction plays
      interiorly, and the new wrap (the rotation point) joins samples that
      were contiguous in the source, i.e. perfectly continuous. Rotation only
      changes where the loop STARTS, never how it wraps.
      
      _rotate_to_downbeat(): score each beat slot by its circular low-band
      (<200 Hz, kick-weighted) attack — RMS just after minus just before —
      plus a small full-band term; roll the winning slot to position 0,
      zc-snapping the roll offset (B1) so a re-trigger starts at a crossing.
      Length untouched (np.roll) ⇒ the <1 ms bar-multiple guarantee (0759def5)
      holds through rotation.
      
      Wired into export_take (on by default, rotate=False opts out; chops
      bars=0 never rotate). Verify-rerank stays export-faithful: _true_seam
      now returns min(old-wrap seam, rotated-wrap seam) — both junctions of
      the shipped cycle are measured, so rotation can never hide a bad wrap
      by moving it inside the file.
      
      Tests: +3 (downbeat at slot 5 → rotated to 0; slot-0 no-op; rotating a
      continuous loop never breaks the seam). 85 passed.
      PLN (Algolia) authored
    • docs(ear-feedback): superfreak/hammer kit audition — sub-only bass, BCDA loop… · 6cfc7af0
      docs(ear-feedback): superfreak/hammer kit audition — sub-only bass, BCDA loop rotation, demucs vocal high-pass
      
      PLN's on-disk verify of the forged kits, with measured confirmation of all
      three reactions: bass_deep is a pure-sub layer (99% <150 Hz at −12.8 dBFS —
      equal-loudness invisibility, not a level bug); loops are bar-exact but
      musically ROTATED (strongest onset lands on beat-slot 1/2/4 instead of 0;
      other_skank opens −23 dB below its own peak 30 ms — the 'cut DABC' feel);
      vox thinness is htdemucs routing vocal low end into bass/other (vocal stems
      carry ~0 energy <150 Hz). Fix directions logged: rotate-to-downbeat export
      post-pass, BS-Roformer vocals re-cut, harmonic-saturation bass variant.
      PLN (Algolia) authored
    • fix(vox): DC-free clickless cuts + length-rigid bar-quantized loop variants · 4a74213c
      Two defects surfaced while shipping the hammer (U Can't Touch This) vox
      kit extension — both fixed in the shared cut tail, now factored as
      _finish_clip():
      
      1. DC offset. Demucs vocal stems carry a small DC bias (measured
         −9.6e-5 stem-wide on the hammer catch); every cut inherits it and
         longer phrases tripped the grader's B2 dc-offset flag (|mean|>1e-4,
         'break it down' cut measured −1.1e-4). Subtlety: a naive
         mean-subtract BEFORE fading is undone by the fades — the edge ramps
         remove signal asymmetrically and re-introduce up to ~1e-3 DC
         (caught by the new regression test, not by the real-data smoke
         run). Fix: subtract the FADE-WEIGHTED mean c = Σ(w·x)/Σw (w = fade
         envelope), then fade — post-fade mean is exactly 0 per channel AND
         edges are exactly 0. On-disk verify of the shipped hammer vox files
         reads dc = −0.0e+00, edge = 0.0e+00 across all six.
      
      2. Loop-length drift. cut_phrase_loop placed the tail at exactly
         loop_beats × beat_s … then zc-snapped it (±12 ms), re-introducing
         the very grid deviation the length-preserving export rule (0759def5)
         forbids. The end snap is unnecessary — the fades already guarantee
         clickless edges — so the tail is now length-rigid: shipped
         08_vox_stophammertime_loop is 4.00 beats to 0.02 ms at BPM 132.51.
      
      Tests: tightened test_cut_phrase_loop_is_exact_beat_multiple from
      0.06-beat slack to <1 ms, added test_cut_removes_source_dc_offset
      (biased source ⇒ DC-free, unflagged cut). 82 passed.
      PLN (Algolia) authored
    • feat(foundry): length-preserving zero-crossing snap — exported loops are exact bar multiples · 0759def5
      The B1 zc-snap moved each loop edge independently (±10ms tolerance), so
      exported loop DURATIONS drifted off the bar grid: measured −4.2ms on a
      4-bar (superfreak bass) and −11.4ms on 2-bar loops (hammer kit, both
      edges snapped inward). loopAt absorbs the drift, but the kit contract we
      want is stronger: every exported loop's duration == bars × bar_len.
      
      Fix — _snap_length_preserving(): hold the exact bar-multiple sample
      count RIGID (bar_len_samples from the take's grid BPM) and slide the
      WHOLE window by a single common offset δ ∈ ±ZC_TOL_MS, picking the δ
      that minimizes combined edge amplitude |y[start]|+|y[end]| (tie-break:
      smallest |δ|). Both edges move together ⇒ duration is preserved by
      construction; guarantee |exported_dur − bars·bar_len| < 1ms (measured
      <0.02ms on real stems). Chops (bars=0) keep the per-edge snap.
      
      _snapped_window/_true_seam (verify-rerank, 791a0d78) now mirror the same
      scheme so the finder still measures the exact window export writes —
      export-faithfulness is preserved through the change.
      
      kit_multiples_check() makes the guarantee explicit per forge: after
      export, each file's duration-in-bars at the shared grid BPM is compared
      to the nearest integer multiple; >0.5% deviation warns with numbers.
      export_take_report() bundles export + check; the server /api/export now
      returns the multiples block.
      
      Spot-check on real stems (old per-edge vs new length-preserving snap,
      top-5 finder candidates re-graded on the exact export window):
        superfreak drums: dev +0.4…+3.6ms → ≤0.01ms; grades C→S, A→A, S→A, S→S
        superfreak bass:  dev −1.1…+3.7ms → ≤0.01ms; grades A→S, B→C, S→B, A→A
        hammer drums:     dev −1.8…+1.9ms → ≤0.01ms; all S stay S
        hammer bass:      dev −2.9…+6.9ms → ≤0.01ms; C→B, A→S, D→C, B→C
      Net: duration guarantee achieved; grade moves are the rigid-length
      window exposing true seams (some old windows only looked seamless
      because per-edge snap trimmed the tail). No systematic regression;
      existing superfreak/hammer kit exports untouched (validated, in use).
      
      Tests: +4 (snap length invariance, bar_len_samples, end-to-end exported-
      duration-is-exact-bar-multiple on a synthetic stem, multiples-check
      flags off-grid). 81 passed.
      PLN (Algolia) authored
    • feat(foundry): lyric-aware vocal sampler (engine/vox.py) — phrase-level,… · c5963f63
      feat(foundry): lyric-aware vocal sampler (engine/vox.py) — phrase-level, hook-ranked, loop-capable vox one-shots
      
      PROBLEM. The Foundry's vocal path (loops.analyze_chops) cuts vocals blind to what
      is sung — onset→onset slices scored on seam/zc mechanics. But a vocal one-shot's
      value to a livecoder IS the lyric. The freshly-shipped superfreak dub kit had four
      tiny 0.35-0.65s onset chops (03-06) with no idea they sat on top of some of the most
      iconic lyrics in funk ("she's a super freak", "kinky girl", "the kind you read about").
      
      APPROACH. engine/vox.py: transcribe → phrase-segment → iconicity-rank → cut → grade →
      lyric-name, DRY-reusing grade.py sub-scorers and naming.py convention.
       - transcribe: whisper word-level timestamps, shelled out like separate.py→demucs,
         cached at workspace/vox_transcript.json so re-runs are instant. Model escalates
         small→medium empirically when the known hooks don't surface (small garbled the
         patois delivery; medium recovers the real lyrics).
       - segment: group words on inter-word gaps (>=0.45s), cap 6s, split over-long phrases
         at their widest interior gap; keep per-phrase avg ASR confidence.
       - iconicity: feature-engineered rank = repetition (normalized phrase text + content
         n-grams recurring across the track — hooks repeat) + hook keywords (title-derived
         or --hooks) + clarity (ASR prob) + energy (RMS vs stem median) + duration sweet-spot.
       - cut: pre-pad + post-pad (clamped to next phrase), zero-crossing snap both edges,
         3-10ms fades so edge samples are ~0 regardless of where the snap landed; as-cut level.
       - kit-level loopability: report each phrase's duration in BEATS at the kit BPM; flag
         loop-capable phrases (within ±3% of a 1/2/4-bar multiple) and emit a bar-quantized
         _loop variant (tail pulled to the exact beat grid, still zc-snapped) for the best
         hooks, so a vocal can loopAt alongside instrument loops.
       - name: NN_vox_<lyricslug> (naming.lint-clean), dedup identical texts (best-graded
         instance, up to 2 takes of THE hook).
      
      VALIDATION. 17 new mocked-transcription tests (whisper never runs in tests): gap
      segmentation, over-long split, iconicity repetition-beats-oneoff + hook-keyword boost,
      beat/loop annotation, cut edges ~0 after zc+fade, next-start clamp, exact-beat loop
      variant, lyric-slug + lint contract. Full suite 60->77 green. Applied to the superfreak
      stem: medium transcript contains every iconic line; shipped 6 curated vox files (S/B
      tier) replacing the 4 blind chops, incl. one 2-bar (8.00-beat) loop variant. All
      re-graded on disk: no clip (peaks <0.8), no DC (<2e-4), edges exactly 0.0.
      PLN (Algolia) authored
    • fix(foundry): verify-rerank the loop finder against true post-snap seam + robust sparse seam · 791a0d78
      Problem — the finder's rank didn't reflect true seam quality. On a real
      end-to-end run over the Super freak dub kit (Soul Sugar meets Dub Shepherds),
      several top-scored 2-bar windows CLICKED at the wrap after export while cleaner
      windows ranked below them. Root cause: analyze_stem scores the seam on the RAW
      candidate window, but export_take zero-crossing-snaps both boundaries (B1) AND
      slices at the 3-decimal-rounded start_s/end_s — and both transforms move the wrap.
      A beat-exact window measuring seam 0.79 read 0.07 once rounded, and that rounded,
      snapped slice is what actually ships. So the finder's seam proxy diverged from the
      grader (grade.py), which measures the window that exists on disk — the ground truth.
      
      Approach — a verify-rerank pass (loops._verify_rerank) after candidate generation,
      before dedup/top_n. It re-measures the ~3×top_n survivors' seam on the TRUE
      post-snap window — the exact zc-snapped, rounded-bounds slice export writes —
      reusing grade.seam_score (DRY, no duplicated DSP). The proxy seam term is swapped
      for the true seam in the composite (same weights), and any candidate whose true
      seam falls below VERIFY_SEAM_FLOOR is hard-demoted so a click can never top the
      list. Gated behind a new analyze_stem(..., verify=True) kwarg (default on; False
      reproduces the pre-#19 raw-proxy ranking for autotune baselines). Public signatures
      (analyze_stem, find_takes, weights dict) unchanged — autotune.py/server.py intact.
      
      Also fixed a sparse-material seam false-positive in grade.seam_score: the wrap
      curvature was normalized by the MEAN |2nd-diff|, which collapses to ~0 on sparse
      dub percussion (mostly silence + a few hits), blowing the click ratio up (129× on
      a genuinely clean loop). Now normalized by the 90th-percentile |2nd-diff|,
      amplitude-floored — 2–3× on the same clean loop.
      
      Validation (drums+other stems, bars 1/2/4, shared 132.5 BPM grid,
      export-faithful grades):
        drums top-3  BEFORE  C 0.65 / C 0.63 / A 0.80   (clicks @93.08s, @24.06s)
                     AFTER   S 0.98 / S 0.95 / A 0.81
        other top-3  BEFORE  B 0.72 / B 0.72 / B 0.70   (bad favorite @56.74s clicks)
                     AFTER   S 1.00 / S 0.98 / S 0.99
      The known-good drums 4-bar @107.21 (S) and other regions surface; the clicking
      other @56.74 is demoted out of the top entirely.
      
      Tests: +2 verify-rerank regression tests (a proxy-clean but discontinuous wrap that
      survives the snap is demoted below a seamless one; verify=False leaves the proxy
      untouched) and +1 sparse-percussion test (a clean sparse loop is NOT flagged
      clicking). Suite 57 → 60 green.
      PLN (Algolia) authored
  5. 29 Jun, 2026 10 commits
    • docs(onboarding): refresh hexa kit — YouTube→emotion pipeline, dual tokens, docs links · 94711a72
      Refreshed the onboarding template (rendered PDF is gitignored, carries live tokens):
      -  NEW §3 "The YouTube → emotion pipeline": /sources fetch → /jobs poll →
        /artifacts download → /analyze/emotion, the showcase end-to-end flow (curl + the
        @nech/api TS shape), idempotent-on-repeat noted.
      - Credentials block now carries BOTH tokens: the api:* Bearer AND the npm read
        token for installing @nech/api from npm.nech.pl.
      - Endpoint table gains /sources, /jobs/{id} (+DELETE), /artifacts/{cid}/{name}.
      - §1 surfaces the live /docs + /openapi.json links and corrects "access": only
        /healthz is public now; docs/spec need api:docs (covered by api:*).
      - Sections renumbered (pipeline=3, client=4, good-to-know=5, support=6).
      PLN (Algolia) authored
    • docs(todo): persist open task state into project TODO.md files + archive #44 · 67d82468
      So the session task board survives a push to git.nech.pl (it is local harness state,
      not in git). Two cold-readable TODOs next to their code:
      - armada/api/TODO.md — Fourier audio-API remaining: heavy chain #30 /separate +
        #31 /loops/grade/correlate (need a GPU runner), optional #47 X-Accel + #46 Grafana,
        follow-ups (nech_api python client, hexa npm read token); EPIC #21 closes with the chain.
      - tools/foundry/TODO.md — #19 auto-tune loop (in-progress, harness validated +10.5%,
        exact resume steps) + #20 batch-explore corpus.
      Plus archived #44 (Verdaccio + @nech/api live) to completed-archive.md.
      Root TODO.md left untouched (it is the paused Pulsar livecoding-perf session).
      PLN (Algolia) authored
    • feat(clients): @nech/api published — retire interim nech.ts (#44) · 851767ff
      Verdaccio is live on npm.nech.pl and @nech/api@0.1.0 is published + install-verified
      (AudioApi/Configuration import clean as a consumer). So the hand-written zero-dep
      nech.ts drop-in is retired (git rm); @nech/api is the one true client. README +
      onboarding.html now show the @nech scope install with the read token, and the docs
      row reflects that /docs + /openapi.json are bearer-gated (api:docs) not public.
      VERDACCIO.md marked DEPLOYED with the three gotchas folded in (listen 0.0.0.0,
      chown 10001, TLSv1.2-only) + the auth-gated-reads note.
      PLN (Algolia) authored
    • docs(tasks): archive #48 — docs/openapi gated behind api:docs (deployed live) · ae65658e
      Rich entry for the documentary: the anonymous-exposure finding, the cross-cutting
      api:docs design (read-specs decoupled from call-API), the lockstep drift-guard
      dance, and the shared-repo rebase + diff-before-tee discipline that kept SRE work
      intact.
      PLN (Algolia) authored
    • re-vendor(scopes): api:docs cross-cutting docs scope (lockstep w/ nechapi 0ab148b) · d4d27a49
      Mirrors the merged platform canonical: required_for() maps docs|openapi.json|redoc
      → {realm}:docs. Byte-identical to nechapi/_platform/scopes.py (drift guard green).
      Part of #48; deploy = nechapi-platform redeploy + nginx reload.
      PLN (Algolia) authored
    • docs(tasks): archive #27 (artifact store) + #29 (/sources) · f140b0e8
      Rich entries for the documentary trail: the freebox-deferred simplification of
      #27, the open-url-scope-with-apikey-trust decision on #29, the SSRF block set,
      and how #25/#26 pre-built the seams (result_ref/gc, alias table, born-done path)
      that made both mostly wiring.
      PLN (Algolia) authored
    • feat(audio-api): /sources (#29) + artifact store (#27) · c7e5392b
      Two links of the heavy chain, built on the #25 job backbone. Both ship the CODE
      now; they go live the moment erable ssh is back (yt-dlp install) — no GPU needed.
      
      #27 — artifact store (artifacts.py). Big binaries (fetched sources, later stems/
      loops) live content-addressed on local disk under FOURIER_ARTIFACTS, tracked as
      ordinary cache rows (kind→result_ref), so the existing LRU cache.gc() already
      evicts the coldest under a cap. Freebox was the original SSOT plan — deferred per
      PLN; erable-local for now. Serving is zero-copy via nginx X-Accel-Redirect
      (FOURIER_X_ACCEL), FileResponse fallback in dev. resolve() refuses path traversal
      / anything outside the root.
      
      #29 — /sources (engines/sources.py + POST /sources). The worker shells out to
      yt-dlp → bestaudio → 44.1k WAV (analysis-ready for /separate, /loops, features),
      content-addresses it, stores it, and aliases url→content_id so a repeat URL is an
      idempotent born-done job (no re-download). Submit returns 202 {job_id}; poll
      /jobs/{id}. URL scope is OPEN (any http(s)) per PLN — gated by the platform apikey
      + nechapi monitoring — but we still hard-block the SSRF footguns (non-http(s),
      localhost, RFC1918/link-local/reserved IPs; incl. the 169.254.169.254 metadata
      classic). The fetch is a thin seam so tests mock the network with a synthetic WAV.
      
      Also: GET /artifacts/{cid}/{name} serving endpoint; healthz reports yt-dlp
      presence; _meter now counts by ROUTE TEMPLATE not concrete path (else /jobs/{id}
      & /artifacts/{id} would mint unbounded Prometheus series). OpenAPI refreshed
      13→17 ops, @nech/api regenerated (submitSource/getArtifact/getJob/cancelJob).
      yt-dlp added to requirements-deploy; DEPLOY.md §5b documents the yt-dlp+ffmpeg
      install and the nginx internal location. 78→95 tests green.
      PLN (Algolia) authored
    • rename(audio-api): codename Douanier → Fourier · 5ad4ed0e
      The audio API was internally codenamed "Douanier" (Le Douanier Rousseau — a
      customs-officer pun on edge auth). Renamed to "Fourier": the FFT is literally
      the transform behind /spectrum and most of the feature stack, and central auth
      is the platform’s job now, not ours — so the name should point at the signal
      work, not the gate.
      
      Internal-codename-only: the public contract (/audio/v1, gateway headers) is
      untouched. Mechanical case-aware sweep across armada/api + the completed-archive,
      plus hand-rewritten prose (the Rousseau attribution → Joseph Fourier; dropped the
      customs-gate / 🛂 metaphors). Renames: douanier.py → fourier.py,
      deploy/douanier-worker.service → deploy/fourier-worker.service. Env prefix
      DOUANIER_* → FOURIER_* (config contract; safe — nech.pl is pre-users), dev venv
      ~/.virtualenvs/douanier → fourier (shebangs fixed). 78 tests green after.
      PLN (Algolia) authored
    • feat(audio-api): async job backbone + worker daemon (#25) · 17d3f468
      The async spine for the heavy chain (sources/separate/loops): the API enqueues
      and returns a job_id; a worker runs it out-of-band so the API never blocks.
      Built to the four decisions taken with PLN:
      
      - HYBRID sync/async: the 11 cheap analyses stay synchronous (cache-backed);
        only heavy work becomes a job. The line is wall-clock cost, not endpoint kind.
      - PER-ENGINE submit + SHARED poll: engines return 202 {job_id} (wired in
        #29/#30/#31); GET /jobs/{id} polls, DELETE /jobs/{id} cancels. Typed JobStatus
        response_model so the generated client gets audio.getJob()/cancelJob().
      - SINGLE serialized worker: one job at a time (erable is 2 GB / no GPU; two
        demucs runs would OOM). The atomic claim is still race-safe for N workers.
      - Identity = gateway tenant; a job is visible only to its owner (cross-tenant
        poll/cancel → 404, not 403, so existence doesn't leak).
      
      Pieces:
      - db.py: jobs table (status/priority/progress/result/attempts/webhook) + a
        claim-ordered index.
      - jobs.py: enqueue (incl. born-done idempotent fast path when the cache already
        has the result), atomic claim (candidate → guarded UPDATE WHERE status=
        'pending'; rowcount-0 retry; WAL serializes writers so no double-claim),
        progress/finish/fail-with-requeue-under-cap, crash recovery (running→pending
        on boot), cooperative cancel + is_cancelled checkpoints.
      - worker.py: serialized loop — recover → claim → dispatch by type → finish/fail
        → optional webhook; SIGTERM-graceful; imports engine handler modules (none yet,
        idles politely); engines register via @jobs.handler.
      - deploy/douanier-worker.service: systemd --user unit (linger) — the durable run
        path (harness/nohup jobs die on teardown). Prod container-vs-host wiring is the
        paved-road call (SRE/#34).
      
      VALIDATION: tests/test_jobs.py — submit→claim→done; born-done fast path;
      finish/requeue-to-cap; crash recovery; NO double-claim across 6 threads × 25
      jobs (each claimed exactly once); worker dispatch to done; missing-handler error;
      exception→requeue; cancel mid-flight; HTTP poll + ownership 404 + idempotent
      cancel. 11 new tests, full suite 67→78 green. OpenAPI snapshot refreshed (15
      ops) + @nech/api regenerated (getJob/cancelJob); noImplicitAny relaxed for the
      100%-generated client (typescript-fetch's camel/snake guard trips TS7053).
      PLN (Algolia) authored
  6. 28 Jun, 2026 10 commits
    • feat(audio-api): @nech/api — fully-generated TS client + Verdaccio runbook (#44) · ed77ee9e
      The hand-written nech.ts was always interim; this replaces it with a client
      GENERATED from the OpenAPI spec, so the SDK can never drift from the API.
      
      Source-of-truth fixes (the spec drives the ergonomics):
      - Clean operationIds on all 13 routes (operation_id="analyzeEmotion" etc.) so
        the generator emits `audio.analyzeEmotion({file})`, not the default
        `analyzeEmotionAnalyzeEmotionPost`. Also cleans /docs.
      - One router tag ["audio"] so the generated class is AudioApi, not DefaultApi.
      - refresh_openapi.py: the canonical snapshot dump. app.openapi() omits the
        public `servers` block (only injected when served behind root_path), and the
        old README recipe silently dropped it — test_openapi_snapshot guards it, so
        the refresh now injects https://api.nech.pl/audio/v1 itself.
      
      The package (@nech/api, clients/nech-api/):
      - typescript-fetch generator → src/audio/ (checked in; regenerate via
        codegen.sh), bundled with tsup to a single ESM file + .d.ts.
      - Umbrella package, per-domain SUBPATH exports: `import {AudioApi} from
        '@nech/api/audio'` — one install/version, tree-shakeable, geo/iris slot in as
        siblings later (codegen.sh + exports map have the stubs).
      - Build via tsup not bare tsc: the generated code uses extensionless relative
        imports (./runtime) that Node ESM can't resolve from plain tsc output;
        bundling sidesteps it entirely. Verified end-to-end: `@nech/api/audio`
        resolves through the exports map, 13/13 methods present.
      - publishConfig + .npmrc point the @nech scope at https://npm.nech.pl.
      
      VERDACCIO.md: copy-paste runbook to stand the private registry up on erable
      (container :4873, nginx TLS vhost for npm.nech.pl, seed publisher + lock
      signups, publish). NOT yet run — `ssh erable` failed with publickey from the
      build host; needs the key loaded. DNS for npm.nech.pl is already set.
      
      README reframed: @nech/api is the official client; nech.ts stays documented as
      the working drop-in until the registry is live, then it's retired. Scrubbed a
      $DOUANIER_TOKEN codename leak in the curl example. 67 API tests still green.
      PLN (Algolia) authored
    • docs(audio-api): reconcile SRE note with the paved-road platform (#34) · d2289662
      The platform moved under us between sessions. SRE.md now records the
      landscape the audio service actually deploys into:
      
      - nechapi got its own repo (git@git.nech.pl:pln/nechapi.git) with a
        golden base image (nechapi/py) + a `nechapi ship` CLI — the paved road.
        Onboarding is FROM nechapi/py:1 + NECHAPI_ROOT_PATH + `nechapi ship`,
        not the old hand-rolled docker save/load.
      - A sibling tenant (geo/v1, Verniquet) is already live through it.
      - Correction to the 2026-06-25 "CLAP is the wrong engine" line: CLAP is
        right, used the canonical way — embeddings precomputed OFFLINE, a compact
        ANN index shipped to erable, request-time = tiny text-embed + cosine.
        What's wrong is running CLAP at request time on a GPU-less 2GB host.
      
      This closes the ops task (#34): observability shipped on the platform
      side (per-call capture, /admin analytics, public uptime status page —
      nechapi f89d7f9, now rebased onto the paved road and pushed), and the
      systemd-restart / deploy-runbook half is subsumed by `nechapi ship` +
      the golden base, owned in the SRE repo. No bespoke systemd units to
      write here.
      PLN (Algolia) authored
    • ci(audio-api): hermetic test deps + Gitea Actions workflow (#35) · 213eb8ad
      The 67-test suite existed and was green, but only under a
      --system-site-packages venv — which made it quietly host-dependent. A
      system python bump to 3.14 dropped fastapi/httpx from that venv and the
      whole suite went to "no tests collected" (red, but for an env reason, not
      a code reason). CI that inherits the host's site-packages would hide
      exactly this class of breakage.
      
      Fix = make the suite hermetic and prove it:
      - requirements-test.txt pins the real test surface — fastapi/uvicorn/
        multipart (via requirements.txt) + numpy + soundfile + librosa +
        pyloudnorm + httpx + pytest. NOT --system-site-packages.
      - The heavy ML stack (torch, laion_clap, demucs) is deliberately absent:
        those engines aren't exercised by the tests, so CI installs in seconds-
        to-a-minute instead of pulling multi-GB wheels.
      - Rehearsed in a clean throwaway venv: first run surfaced two masked deps
        the system venv had been silently supplying — librosa (lazy-imported by
        signal/feats/ears/grade) and pyloudnorm (the LUFS loudness engine).
        Pinned both; clean-venv run is now 67 passed.
      - .gitea/workflows/api-ci.yml runs it on git.plnech.fr for any push/PR
        touching armada/api/**. Dormant until an act_runner is registered for
        the repo; the workflow is correct and locally rehearsed.
      
      Closes the test-suite + CI task (#35): the suite is reproducible and the
      pipeline is declared.
      PLN (Algolia) authored
    • docs(tasks): archive the platform session (#42 deploy, #43 scopes, #33 onboard, #45 observability) · 5821a3e8
      Rich entries for the api.nech.pl platform build-out: first erable deploy +
      clone3/seccomp gotcha, the realm:domain:path scope convention + central
      enforcement, Shipow onboarding, and the observability stack (capture + admin
      analytics + public uptime). Source material for the documentary.
      PLN (Algolia) authored
    • docs(douanier): scrub internal codename from the public OpenAPI surface · 06353568
      The /docs + /openapi.json title read "Douanier — the audio sub-API…" and
      /healthz returned service:"douanier" — internal codename leaking to consumers.
      
      - FastAPI title → "Nech.PL Audio Intelligence API"; description rewritten to
        describe the engines (no "customs gate" framing).
      - /healthz service → "nech-audio".
      - Regenerated clients/openapi.json snapshot (info.title now clean; 13 paths,
        servers=api.nech.pl/audio/v1) — feeds the generated-client pipeline (#44).
      
      Built + redeployed; verified at the edge: openapi.json info.title and healthz
      both clean. "Douanier" now survives only as the internal repo/metric name.
      67 tests green.
      PLN (Algolia) authored
    • refactor(douanier): scrub the internal codename from the client surface · 5e7aefb6
      "Douanier" is the internal codename for the audio sub-API; it shouldn't be what
      a consumer imports. Renamed the client-facing surface to the platform brand
      (NechAPI), keeping "Douanier" only as the internal service/repo name.
      
      - clients/nech.ts (was douanier.ts) — ONE umbrella `NechAPI` client, namespaced
        per sub-API: `new NechAPI({token}).audio.emotion(clip)`. Future sub-APIs add
        `nech.geo.…` with no import change. Also exports the standalone `NechAudio`
        sub-client for the smaller-bundle path. DouanierError→NechError,
        DouanierOptions→NechOptions. Typechecks clean under tsc --strict.
      - response header X-Douanier-Cache → X-Nech-Cache (app.py + all tests + client +
        docs). Verified live end-to-end: miss→hit, old header gone.
      - clients/README + onboarding.html (the Shipow PDF source) updated to NechAPI /
        nech.audio. PDF re-rendered.
      
      Built + redeployed douanier:latest to erable; 67 tests green. NOTE (next
      iteration): OpenAPI info.title and /healthz `service` still say "douanier" — a
      cosmetic /docs leak, scrub on the next redeploy.
      PLN (Algolia) authored
    • docs(douanier): Shipow onboarding one-pager (HTML template → branded PDF) · b225ba76
      A shareable getting-started for the hydra-live-hexa Studio: what the Audio
      Intelligence API does, base URL + bearer auth, the full endpoint list, a curl
      quickstart and the zero-dep TS/Vercel snippet, plus caching/limits/errors and
      support. Branded to the Nech.PL APIs / Ship's Bridge look; A4, print-clean.
      
      onboarding.html is the committed template (token placeholder __NECHPL_TOKEN__);
      render a per-tenant PDF with chromium --headless --print-to-pdf after sed-filling
      the key. The rendered PDF carries a live token, so clients/*.pdf is gitignored —
      never commit it; deliver it to the tenant over a private channel.
      PLN (Algolia) authored
    • feat(douanier): adopt the platform's path-derived scope convention (#43) · 4197696d
      The audio API now speaks the platform scope convention (nechapi scopes.py):
      access is hierarchical realm:domain:path and the required scope is DERIVED FROM
      THE ROUTE, so it's maintenance-free — add an endpoint and its scope exists.
      
      - scopes.py — vendored byte-for-byte from nechapi/_platform/scopes.py; a
        drift-guard test (test_scopes.py) fails if the two ever diverge, so the
        gateway and this service can never disagree on who's allowed in.
      - app.py — replaced the per-route require_scope("emotion"|"features"|…) strings
        with ONE path-derived dependency: `require` computes api:audio:<path> from the
        request and checks it; `require_auth` covers /me (any identity). Also closed a
        footgun: a gateway-injected request with a MISSING X-Scopes header now defaults
        to NO scopes (was "*").
      - auth.py — Principal.has_scope is now the hierarchical matcher (api:audio:*
        authorizes api:audio:analyze:emotion, etc.).
      - tests — gateway-header tests grant api:audio:*; the scope-enforcement tests now
        prove real path-derivation (a sibling grant like api:audio:features → 403 on
        /grade and /onsets). +test_scopes.py for the matcher + drift guard. 67 passing.
      - clients/README — scope table rewritten to the convention (api:audio:<path>,
        grant api:audio:* or api:* for breadth).
      
      Validated end-to-end through https://api.nech.pl/audio/v1 with a freshly minted
      api:* token: /me → scopes [api:*]; /features 200 (cache miss→hit); a sibling
      scope 403s; no-identity 401s. Built + redeployed douanier:latest to erable
      (seccomp=unconfined per DEPLOY.md).
      PLN (Algolia) authored
    • docs(douanier): capture the two erable deploy gotchas + go-live (#42) · fbe1742d
      First real deploy of douanier:latest to erable went green, but only after
      diagnosing two host-specific traps that DEPLOY.md now records so the next
      deploy is one shot:
      
      1. clone3 vs old seccomp — the container booted uvicorn then segfaulted
         (exit 139) / aborted with "OpenBLAS blas_thread_init: pthread_create failed
         … Operation not permitted". Root cause: Docker 19.03 on kernel 4.9's default
         seccomp profile rejects the clone3 syscall that python:3.12-slim's glibc 2.36
         uses for pthread_create. Fix: run with --security-opt seccomp=unconfined
         (safe — the container is loopback-only behind the gateway).
      2. BLAS thread pool on a small shared box — pinned OPENBLAS/OMP/NUMEXPR/MKL
         _NUM_THREADS=1 in the env file: belt-and-braces with the seccomp fix on the
         old kernel and right-sized for CPU-light work on 4 vCPU / ~2 GB.
      
      Also: data volume is /home/pln/srv/douanier/data (no sudo for /srv; it's pure
      transient cache so the path is immaterial). Verified end-to-end through the
      gateway: healthz/openapi/docs all 200, authed routes 401 without a token.
      PLN (Algolia) authored
  7. 25 Jun, 2026 8 commits
    • feat(douanier): make it callable — OpenAPI snapshot + zero-dep TS client (#32) · 11c8f9d6
      hexa can now call the audio API with types, not guesswork.
      
      - clients/openapi.json — checked-in OpenAPI 3.1 snapshot (servers pinned to the
        public https://api.nech.pl/audio/v1), covering all 13 routes. A snapshot-drift
        guard test asserts it stays in sync with the live app (add a route → refresh or CI fails).
      - clients/douanier.ts — a typed, ZERO-dependency client (global fetch/FormData/Blob;
        works in Node 18+, Vercel Functions, Edge). One method per engine (emotion,
        features, samples, grade, onsets, waveform, analyze, loudness, spectrum, naming),
        typed results, X-Douanier-Cache surfaced as result._cache, DouanierError on non-2xx.
        Typechecks clean under tsc --strict.
      - clients/README.md — base URL + bearer, a Vercel Function example, the endpoint/
        scope table, curl, and the openapi-generator one-liner for full codegen.
      
      60/60 tests (added the snapshot guard). The API is now self-describing
      (/audio/v1/docs + openapi.json) and has a drop-in client.
      PLN (Algolia) authored
    • feat(douanier): /loudness, /spectrum (FFT-as-a-service), /naming (#41) · f11bef94
      Three more torch-free, cached building blocks → 11 engines total.
      
      - POST /loudness → BS.1770 integrated LUFS (pyloudnorm) + sample/true-peak (4×
        oversample) + crest + the gain to hit each delivery target (-14 streaming, -9
        club, reference_postprod_master). The mastering numbers PLN + hexa gate on.
        engines/loudness.py; pyloudnorm added to requirements-deploy (pure-python, tiny).
      - POST /spectrum → FFT-AS-A-SERVICE (PLN's ask): a downsampled, render-ready
        spectrogram bands×frames, 0..1 normalized; mel (perceptual, for visuals) or
        log-linear; frames=1 collapses to a single averaged FFT spectrum. Bounded
        payload so it caches cheaply. signal.spectrum().
      - POST /naming → convention-compliant sample name (NN_role_character) from the
        MEASURED role + character, never the file name. naming.py vendored from the
        Foundry (drift-guarded); character_of() derives the adjective from features.
      
      Validated in the torch-free container (LUFS -19.1 w/ gain +5.1/+10.1; mel band
      centers; "07_melodic_warm" lint-clean). 58/58 tests (test_extra.py: engines +
      endpoints + naming drift guard + character_of). Image now serves emotion/features/
      samples/grade/onsets/waveform/analyze/loudness/spectrum/naming + separate-503.
      PLN (Algolia) authored
    • feat(douanier): low-hanging endpoints — /onsets, /waveform, /analyze (#40) · 8c2be606
      Three cheap, torch-free, cached building blocks — the no-model tier, plus a
      convenience composite. The image now serves 8 engines (emotion/features/samples/
      grade/onsets/waveform/analyze + separate-503).
      
      - POST /onsets   → onset hit times (s) + tempo + onset rate. Rhythmic hits for
        visual sync / slicing. scope `onsets`.
      - POST /waveform → render-ready waveform: per-bin [min,max] in [-1,1] + a 0..1
        RMS energy envelope (?bins= ≤4000). For hexa's audio-reactive visuals. scope `waveform`.
      - POST /analyze  → emotion + features + sample role in ONE cached call (fewer
        round-trips for hexa); each is the same engine the dedicated routes use. scope `analyze`.
      
      engines/signal.py is self-contained librosa (onsets uses feature.tempo, the
      0.11-correct path). Validated in the torch-free container (/onsets tempo 107.7
      n=41; /waveform bins honored, peaks in range; /analyze returns all three blocks).
      50/50 tests (added test_signal.py: engine + endpoint + cache + scope-gate + torch-free).
      PLN (Algolia) authored
    • feat(douanier): /grade endpoint — the Foundry loop grader as a building block (#39) · cd3caa7c
      Exposes the Foundry's mechanical loop-quality grader (the "katana") on
      /audio/v1/grade: upload a loop/one-shot → composite 0..1 + S/A/B/C/D tier,
      per-rule sub-scores (seam click, zero-crossing cleanliness, DC, bar
      self-consistency, level, bass mono-compat) + human-readable flags. scope `grade`,
      cached, torch-free. Directly serves "iterate on sampling quality".
      
      engines/grade.py is a BYTE-FOR-BYTE vendored copy of tools/foundry/engine/grade.py
      (self-contained — numpy/soundfile/pydantic/librosa, no Foundry/torch — because the
      container holds only armada/api/). It's kept identical on purpose, and
      tests/test_grade_endpoint.py is a DRIFT GUARD: it imports the Foundry canonical
      standalone and asserts the vendored copy grades identically (grade/tier/sub +
      WEIGHTS/THRESH) on a synth signal — a future Foundry tweak that isn't re-vendored
      fails CI here, not silently in prod (parsers-over-copy, applied to a vendored copy).
      
      Validated in the torch-free container (healthz engines now emotion/features/
      samples/grade/separate; a sine tone grades D with a correct seam-click flag) +
      43/43 tests. Note: this is the CPU-doable slice of #31's /loops /grade /correlate
      — the finder (/loops) and corpus correlation (/correlate) remain.
      PLN (Algolia) authored
    • feat(douanier): modular ears building blocks — /features + /analyze/samples (#38) · 9eb26236
      Two new CPU-native, torch-free, cached endpoints on the audio sub-API — the
      "interesting value points" for hexa beyond emotion, each the same shape/pattern
      as /analyze/emotion (upload → content-address → cache → compute).
      
      - POST /features  → the ~35-dim audio feature stack (spectral moments, MFCCs,
        chroma/key, envelope/attack-decay, + rhythm/tempo). scope `features`.
      - POST /analyze/samples → per-sample EDA + role (percs|bass|melodic|tops|atmos)
        decided by the MEASURED spectrum (centroid + band energy), never the name; an
        optional ?name= only disambiguates breaks/drums (feedback_mastering_eda). scope `samples`.
      
      Engine: engines/feats.py is SELF-CONTAINED (vendored DSP), like ears_light —
      the deployed container holds only armada/api/, not armada/tide-table/, so it can
      NOT import sample_features/audio_lens at runtime. It mirrors their algorithms and
      fixes the librosa-0.11 tempo bug (feature.tempo, not the removed
      feature.rhythm.tempo that silently dropped tempo in the tide-table original).
      
      Wiring: a shared _cached() helper now backs all three analyze routes (DRY);
      healthz advertises the engines map; both routes are scope-gated via the gateway
      X-Scopes. Validated in the torch-free container: /features 200 (41 features,
      tempo 107.7, key=Amaj), /analyze/samples role-by-measurement, 403 scope gate,
      X-Douanier-Cache hit on repeat. 40/40 tests (added test_feats.py + endpoint cases).
      PLN (Algolia) authored
    • feat(douanier): CPU deploy image + conform to the nech.pl platform contract (#37) · 722daded
      The SRE edge is live (api.nech.pl returns 503 warming_up); the only thing
      blocking a green healthz was a CPU-deployable image. This ships it, and folds
      in the SRE's platform reframe that landed in the same letter.
      
      Baseline image
      - Dockerfile: python:3.12-slim + ffmpeg/libsndfile, the LIGHT torch-free stack
        only (requirements-deploy.txt: fastapi/uvicorn/librosa/numpy/soundfile). Builds
        to ~1 GB, runs well under the 2 GB-RAM erable budget. Default engine = light.
      - Validated in-container end to end: healthz green, emotion miss->hit cache,
        401/403/200 auth gating, /metrics, /separate 503.
      
      Platform contract (SRE update: api.nech.pl is a multi-API gateway; we're the
      `audio` sub-API)
      - Public path is /audio/v1/...; the gateway strips the prefix and proxies to us
        at root. Routes moved off the /v1 router to root; root_path=/audio/v1 so
        OpenAPI/docs advertise the real public paths (verified servers=[{/audio/v1}]).
      - Central auth: dropped our own bearer verification in the request path. We now
        trust the gateway-injected X-Tenant / X-Scopes (loopback-only bind = only the
        gateway can reach us). Local-dev keeps a DOUANIER_DEV_TOKEN bearer fallback.
        Supersedes #23/#24 (the SQLite token store + CLI remain for dev only).
      - /metrics: Prometheus text (douanier_up, requests_total{path,status},
        cache_rows/hits{kind}) for the erable scraper.
      - /separate: deliberate 503 compute_unavailable (retriable) — no GPU path on
        erable; route exists so hexa can code against it now. GPU backend is env-selected later.
      
      Docs + tests
      - DEPLOY.md rewritten as the erable container contract (build, /data volume,
        env-file, loopback publish, cache cap, central-auth onboarding). README reframed
        to the platform shape. 32/32 tests pass (smoke retargeted to root paths +
        header auth; added /separate, /metrics, openapi-root-path coverage).
      PLN (Algolia) authored
    • docs(tasks): archive the Douanier birth + Foundry demos (2026-06-25 session) · 09dc0bbe
      Rich archive entries (blog/video source material) for the day's shipped work:
      the Douanier Audio-Intelligence API's first endpoints (#22/#36 scaffold+emotion
      walking skeleton, #23 SQLite auth+CLI, #26 content-addressed cache with the
      measured 5663x repeat speedup) and the Foundry sampling-classics demo sources.
      Each entry stands alone for a cold reader — goal, what shipped (commit hashes),
      non-obvious learnings + numbers.
      PLN (Algolia) authored