feat(algorithms): algorithms grow up 🥚→🐣→🐥→🧠 — visible training stages + milestone toasts (claude-todo/10 🎨) - #135
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The pulsing "Learning as you scroll 🧠" dot never changed — training was
invisible. Algorithms now visibly mature as trained signals cross stage
boundaries, teaching the doomscroll-training mechanic with zero docs.
algorithmGrowth.ts is the single stage source: thresholds, copy, and
colors mirror the design mockup at docs/design/thingtime-algorithm-growth/
exactly (Egg 🥚 0+, Hatching 🐣 100+, Fledgling 🐥 500+, Thinking 🧠
2000+), with growthStageFor / nextGrowthStage / crossedGrowthStage
helpers. 5 unit tests cover boundaries, garbage clamps, and crossing
semantics (new test:feed script).
Surfaces: the AlgorithmMenu training dot takes the stage color and its
tooltip becomes the stage tip (server-counted signals + this session's
events — monotonic, so it never regresses mid-session); picker rows gain
the stage emoji; AlgorithmManager meta lines lead with the stage
("Fledgling 🐥 · 501 moments").
Milestones: /api/v1/algorithms/track now returns the authoritative
post-flush eventCount, and useFeedEngagement compares before/after
totals on each flush response — a crossing fires exactly one Lopu toast
("Your algorithm just hatched! 🐣") with no celebrated-store needed,
because signal counts are monotonic. A crossing that lands in a
page-hide sendBeacon flush has no readable response and goes
uncelebrated — rare and harmless, noted in code.
Verified live on the worktree dev server (real user, real posts, real
scroll telemetry): track responses returned exact totals through
99→100→…→2001; the menu dot visibly climbed Hatching → Thinking during
one scroll session and took each stage's color; Manager showed
"Thinking 🧠 · 2001 moments" / "Fledgling 🐥 · 501 moments"; 5/5 unit
tests. The toast handler's inputs were captured on the wire
(applied:2, eventCount:101 spanning the 100 boundary reached the
interval-flush .then), though the 8s toast itself kept expiring between
automation windows or landing in beacon flushes — the pixel is a direct
composition of the verified crossing logic and the Lopu infra every
other feature uses.
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
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Conflicted paths: remix/package.json Resolved by the resolve-pr-conflicts workflow: https://github.com/lopugit/thingtime/actions/runs/31153996937 Co-Authored-By: Claude <noreply@anthropic.com>
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Conflicted paths: remix/app/api/utils/algorithms/algorithms.ts, remix/app/api/utils/rateLimit/config.ts, remix/package.json Resolved by the resolve-pr-conflicts workflow: https://github.com/lopugit/thingtime/actions/runs/31303930715 Co-Authored-By: Claude <noreply@anthropic.com>
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Summary
Implements the algorithm growth arc 🥚→🐣→🐥→🧠 from claude-todo/10 🎨 (session 4's seventh claim; no other branch/PR touches it). The pulsing "Learning as you scroll 🧠" dot never changed — training was invisible. Algorithms now visibly mature, teaching the doomscroll-training mechanic with zero docs.
Stage source of truth
algorithmGrowth.ts mirrors the design mockup at
docs/design/thingtime-algorithm-growth/exactly — thresholds (Egg 0+ · Hatching 100+ · Fledgling 500+ · Thinking 2000+), tips, toasts, and stage colors — withgrowthStageFor/nextGrowthStage/crossedGrowthStagehelpers. 5 unit tests (boundaries inclusive-at-min, garbage clamps to egg, crossing semantics incl. multi-stage leaps); newtest:feedscript.Surfaces
Milestone toasts
/api/v1/algorithms/tracknow returns the authoritative post-flusheventCount, anduseFeedEngagementcompares before/after totals per flush response — a crossing fires exactly one Lopu toast ("Your algorithm just hatched! 🐣"), with no celebrated-store needed because signal counts are monotonic. A crossing that lands in a page-hidesendBeaconflush has no readable response and goes uncelebrated — rare, harmless, commented.Verification (live, worktree dev server, real user + posts + scroll telemetry)
99→100→…→2001(curl-seeded via the real API, browser-flushed via real scrolling).applied:2, eventCount:101spanning the 100 boundary), but the 8-second toast itself kept eluding my automation windows — crossings in later runs landed in beacon flushes (no response by design) or expired between tool calls. The toast is a direct composition of the unit-tested crossing logic and the same Lopu call every shipped feature uses; a human scrolling normally past a boundary will see it.Conflict note
Touches
useFeedEngagement.ts(nobody else does),AlgorithmMenu/AlgorithmManager(my #133 touches the Manager — additive in different functions),algorithms.ts(additive vs #133's additions), and onepackage.jsonscript line (same spot as #130's — trivial).🤖 Generated with Claude Code