add sessions/0014/SESSION-0014.0-TRANSCRIPT-2026-06-24T06-58--2026-06-24T08-29.md + replace placeholder/variant SESSION-0014.0-TRANSCRIPT-2026-06-24T06-58--INPROGRESS.md
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BenStullsBets
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# Session 0014.0 — Transcript
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> App: human-experience-filter-art
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> Start: 2026-06-24T06-58 (PST)
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> End: 2026-06-24T08-29 (PST)
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> Type: brainstorming
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> Posture: careful
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> Claude-Session: 50301aba-c534-4a7c-9f33-8b0881920ab2
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> Anchor: docs/ROADMAP.md sub-project 3 (Player Runtime) — content pipeline
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> Status: **FINALIZED**
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## Launch prompt
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```
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Launch: /goal next → resolved from memory to the recorded Next /goal:
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START A NEW SESSION for the content pipeline — sourcing full neutral video clips + processing + labeling. Brainstorm/scope it into a content-pipeline spec FIRST, deciding: (1) sourcing (strict-PD clips, which scales); (2) clip length + seamless-loop strategy; (3) labeling approach (static vs motion-tracked; hand-authored vs detection-assisted; same for affect); (4) format target (res/fps/codec for sim now + Pi later). Anchor fact: Right dream is real-time, no per-clip bake → pipeline is transcode + authoring, NOT ML baking.
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```
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## Plan
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> Anchor: docs/ROADMAP.md sub-project 3 content pipeline. Roadmap-anchored repo
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> (no Gitea issue tracker used 0001–0013); content pipeline is one cohesive
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> Feature → design-eligible. See Deferred decisions for the R1 deviation.
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**Goal:** Explore the content pipeline (source full neutral PD clips → process →
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label/author) and write its Solution-Design spec. Anchor fact: the Right dream is
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real-time (session 0013), so the pipeline is **transcode + human authoring**, not
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ML baking.
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## What happened (arc)
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This opened as `/goal next`; the session gate resolved the stored `Next /goal:`
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from memory (content pipeline) and routed to **brainstorming** (the goal said
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"brainstorm/scope it into a spec first"). Init claimed session **0014** (careful
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posture, the brainstorming default), no concurrent sessions, clean `main`.
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**Orientation.** Read the roadmap (sub-project 3), the scales-library/right-axis
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design (§1/§3/§4), the two session-0013 specs (real-time dream supersedes the SD
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bake; affect channel), and the current content shape (`simulator/clips.py`,
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`manifest.json`, `setup_scales_media.py`). Confirmed the key simplifier: the Right
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dream is real-time, so the pipeline is transcode + authoring, **not** ML baking.
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**Brainstorming (careful, agree-up-front → draft-whole → review-whole).** Walked
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the four launch-prompt decisions as `AskUserQuestion` checkpoints:
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1. Scale set → **lean 5** (cosmos · orbit · forest/land · reef · abyss; microscopic
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dropped — thinnest PD-video pool).
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2. Loop → **crossfade loop** (tail→head overlap).
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3. Labels → **motion-tracked, HYBRID** (ML proposes where it can; hand-seed +
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classical tracker elsewhere). Surfaced that label *semantics* must always be
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hand-authored (a generic detector can't produce "siphonophore"/"z ≈ 0.04");
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tracking only propagates box geometry.
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4. Format → **master + 1080p H.264 proxy**.
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Drafted the full spec `docs/superpowers/specs/2026-06-24-content-pipeline-design.md`,
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pushed to `feature/content-pipeline`, handed over the rendered Gitea URL for
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whole-document review. Operator chose **"Approve + plan now"**.
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**Planning.** Wrote `docs/superpowers/plans/2026-06-24-content-pipeline-increment-1.md`
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(Increment 1 = real footage, no ML): 9 bite-sized TDD tasks. Self-reviewed against
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the spec (coverage, types, one dead-variable fix). Operator chose **"Execute now
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(subagent-driven)"**.
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**Execution (subagent-driven, 2-stage review per group).** Implementer + reviewer
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subagents (sonnet), grouped by file coupling:
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- Tasks 1–3 (`tools/pipeline/ffmpeg_ops.py` pure builders) — DONE; review added an
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`overlap<=0` test.
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- Tasks 4–5 (`provenance.py`, `manifest.py`) — DONE; review added append-fallback +
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N=1 self-wrap tests.
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- Task 6 (`run.py` runner + integration test) — the test gated on `shutil.which`
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and SKIPPED (ffmpeg not on PATH). Increment 1's goal is to *prove the pipeline on
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real footage*, so I hardened the runner to resolve the **bundled imageio-ffmpeg**
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(matching `setup_scales_media.py`) and switched duration probing to **cv2** (no
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ffprobe dep — Pi-friendly). Re-run **actually exercised real ffmpeg on the real
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forest base and surfaced a genuine bug**: `trim` yields `1/0` framerate which
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`xfade` rejects (needs CFR) — fixed with `fps=30` after each trim segment. Test
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now PASSES (proxy 1920×1080 verified via cv2). Closed an ffprobe-gap minor too.
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- Task 7 (client annotation-track interpolation, `app.js`) — DONE; `node --check`
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clean, API serves the track. Visual drift deferred to operator by-eye.
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- Task 8 (ring 3→5: orbit + reef placeholders) — DONE; `/api/ring` shows 5 scales
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+ 5 edges. Ring spin deferred to operator by-eye.
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- Task 9 (sourcing doc + ROADMAP + stale-docstring fix) — DONE.
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Final whole-branch review: **READY TO MERGE** (no critical/blocking). 246 passed /
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2 skipped. Operator chose **"Merge to main now"** → pushed, created **PR #13** via
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the Gitea API, merged (delete branch), synced main, deleted local branch. Stamped
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the spec **graduated** on main.
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## Outcome
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- Content-pipeline **spec** (graduated) + **Increment-1 plan** (archived in-repo)
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+ **Increment 1 implementation** all merged to `main` (PR #13, merge `bb5ecf0`;
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spec stamp `73e5c4a`). Suite **246 passed / 2 skipped**.
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- New `tools/pipeline/` package; keyframed annotation-`track` schema
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(client-interpolated, backward compatible); scale ring extended 3→5.
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- `docs/content-sourcing.md` (strict-PD sourcing procedure); ROADMAP updated.
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## Deferred decisions
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- **R1 anchor (no Gitea issue):** the brainstorming gate wants a non-`epic`
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`type/*` tracker issue as the design anchor. This repo has never used a Gitea
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issue tracker (roadmap-driven, 0001–0013), so the spec is anchored to
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`docs/ROADMAP.md` sub-project 3 — matching every prior brainstorming session
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here (0005/0007/0008/0013). Flagged rather than force-filing an issue that would
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break established repo practice; operator can request issue-tracking if wanted.
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- **Session-type blur (operator-directed):** a brainstorming session normally ends
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at the spec; the operator explicitly extended it through plan → execute → merge.
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Each transition was an explicit operator choice via `AskUserQuestion`, so the
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careful-posture gates were honored, not bypassed.
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- **Crossfade duration source (minor, non-blocking):** `process_clip` probes the
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duration from the *source*, not the post-frame mezzanine; GOP alignment can make
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the tail segment ±~33 ms off. ffmpeg handles EOF gracefully; imperceptible on
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calm footage. Noted for a future fast-motion clip.
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## Pending for next session
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- **Operator by-eye review of Increment 1** in the sim: the track drift
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(water/fish boxes follow playback + loop seamlessly) and spinning the 5-scale
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ring cosmos→orbit→forest→reef→abyss→wrap. A dev sim (session-0013 live-reload)
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was running on :8000 during the session.
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## Next /goal
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```
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/goal content-pipeline Increment 2 — source real strict-PD bases per docs/content-sourcing.md (run each through tools/pipeline/run.py process_clip) + build the hybrid motion-track pass tools/pipeline/track.py + a simulator author mode; FIRST do the pending by-eye review of Increment 1. Per docs/superpowers/specs/2026-06-24-content-pipeline-design.md
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```
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> Still-deferred (tracked in `docs/ROADMAP.md`, this repo's queue): real i2v ring
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> transitions (need a generative-video model + adjacent real bases); Pi renderer +
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> serial/firmware (simulator-first).
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@@ -1,26 +0,0 @@
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# Session 0014.0 — Transcript
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> App: human-experience-filter-art
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> Start: 2026-06-24T06-58 (PST)
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> Type: brainstorming
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> Posture: careful
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> Claude-Session: 50301aba-c534-4a7c-9f33-8b0881920ab2
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> Status: **PLACEHOLDER — claimed at session start; finalized at session end.**
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>
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> This file reserves session ID 0014 for human-experience-filter-art. The driver replaces this
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> body with the full transcript and renames the file to its final
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> SESSION-0014.0-TRANSCRIPT-2026-06-24T06-58--<end>.md form at session end.
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## Launch prompt
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```
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Launch: /goal next → resolved from memory to the recorded Next /goal:
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START A NEW SESSION for the content pipeline — sourcing full neutral video clips + processing + labeling. Brainstorm/scope it into a content-pipeline spec FIRST, deciding: (1) sourcing (strict-PD clips, which scales); (2) clip length + seamless-loop strategy; (3) labeling approach (static vs motion-tracked; hand-authored vs detection-assisted; same for affect); (4) format target (res/fps/codec for sim now + Pi later). Anchor fact: Right dream is real-time, no per-clip bake → pipeline is transcode + authoring, NOT ML baking.
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```
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## Deferred decisions
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_Autonomous-mode low-confidence calls the driver made and would have
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liked operator input on. Appended as the session runs; surfaced at
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finalize. Empty if none._
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