the-researcher
TP#1Academic-style ablation study (drop-one-agent table, headline metrics grid, two figures, methodology + threats-to-validity, references), with an A/B toggle betw…
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Academic-style ablation study (drop-one-agent table, headline metrics grid, two figures, methodology + threats-to-validity, references), with an A/B toggle betw…
$10k MRR target woven into the demo: 6-month revenue ladder ($420 → $10,800), bootstrap P&L with $0.038/DAU cost ceiling, a real $4.99 Stripe receipt screen…
Visualize the multi-agent system itself as the product surface — orchestrator topology, live MCP tool calls, streaming Gemini reasoning trace — so judges can li…
Treat ShortFlix as a daily editorial dossier — a curated 'magazine issue' published every morning by the curator-agent — making 발견의 즐거움 visceral on the Demo 20%…
Stay on Track 1 but show the same multi-agent stack as a creator-marketing B2B product (ShortFlix Brand Cloud) with SAML/SCIM, audit log, residency — Business C…
Visual storytelling: render the daily issue as a bold editorial cover (huge typography, mixed-blend hero, halftone numerals, masthead grid of 8 tiles) so the de…
Treat the 2026-06-05 PT deadline as the binding constraint and design backwards: a 30-day Gantt with cut-list, risk register and submission-checklist DoD — prot…
Multi-user from day 1: friends' picks become training signal for the curator-agent overnight, public curator profiles + shared rooms turn discovery into a netwo…
Optimize for the 30-second hook of the demo video: PWA install in 3 taps, full-screen 9:16 player with cross-platform source badge, on-card 'why' chip — proving…
Make latency the demo's protagonist: a stopwatch overlay shows tap → first curated card in 1.18 s p50 / 1.94 s p95, with a flame chart proving parallel MCP fano…
Render Business Case 30% as a $500 GCP-credit ledger with 6 cost-cutting tactics that don't hurt judging — proving the multi-agent system is also the cheapest c…
Make multi-agent superiority a data artifact, not a claim: t-SNE embedding scatter, SHAP-style feature importance, 412→9 funnel, and a 3×3 platform-distribution…
Treat compliance as a first-class agent (the trend-safety-agent) and deliver a pre-submission audit (A− grade, 9/11 controls passing) — turning the IP/ToS rule …
Reject the 'unified short-form feed reader' framing as the demo's poison-pill and reframe ShortFlix as an algorithm-bubble jailbreak — the only narrative that m…
Make the model invisible: keep the four agents in the back office, deliver a quiet hand-set 'weekly' reading page with no chat UI, no streaming trace, no sparkl…
Power-user PWA with a command palette as the default surface: ⌘K opens `:curate`, `:why`, `:save`, `:trace`; every keystroke maps to one MCP call so judges see …
5-year vision deck on top of the 2026 stack: today 4 agents · 1 user; in 2031 a federation of curators trading novelty under DP-noise — proves Innovation 20% is…
Onboarding-heavy 5-step flow with a per-pick 'why this video?' receipt — teaches the user (and the judges) that ShortFlix is four named agents doing four named …
Radical bet — ship no PWA of our own. Distribute ShortFlix as a 4 KB <script> embed that any blog/Notion/Substack can drop into a post; the four agents st…
Turn 발견의 즐거움 into a measurable behavior loop: streaks · daily quests · taste leveling on a thin overlay above the curator output. D7 retention sim 0.41 → 0.62. …
Show the demo through the lens of running it tomorrow: a NOC dashboard with a $500 GCP credit ledger, RapidAPI bill ceiling, p50/p95 SLO sparklines, runbook + o…
Community-owned curator: Apache-2.0 repo with 1.4k stars in 14 days, public Curator Training Data v0.1 (CC-BY-SA-4.0), fork-friendly architecture, 3-seat rotati…
Skeptic-driven design audit: 7 objections (incl. 'isn't this just a feed reader?', 'why not one Gemini call?', 'where does ADK earn its keep?'), each answered w…
Where work happens: ShortFlix appears as a Slack/Discord bot pinned to a #discoveries channel, posting the daily 9 picks as expandable receipt blocks with slash…
One operator's pinboard: 30-day calendar, maintain-or-cut list, submission DoD checklist, post-hackathon promise. Every feature must pass 'can I maintain this a…
Power-user dense data grid: 412 candidate rows × 28 columns (novelty, cross-plat score, region_freq_30d, tag_entropy, safety, copyright, ground_conf, ToS risk, …