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Showing results for "replay"
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Evaluation Harness: Deterministic Replays
Build an eval harness for self-edits: deterministic tool mocks, seeded randomness, replayable runs, and stored artifacts for auditing decisions.
Tags:
evals,
reproducibility,
mocks,
replay,
audit
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Offline Sandbox for Iteration (Containment)
Design an offline sandbox environment for experimenting with improvements: isolated data, limited tools, no external side effects, and deterministic replay. Provide a checklist for containment.
Tags:
sandbox,
containment,
offline-testing,
security,
safety
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
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Evaluation Harness for Agents: Reproducible Runs
Design an eval harness: deterministic replays, seeded randomness, fixed tool mocks, and artifact snapshots. Provide a folder structure and CI integration plan.
Tags:
evaluation,
harness,
reproducibility,
CI,
testing
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
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Soccer Set-Piece Lab (100% Engagement Target)
Diagram two corners and one free-kick routine with decoys and blockers. Provide a ‘pause and predict’ frame and a ‘did it work?’ replay link.
Tags:
soccer,
set-pieces,
design,
interactive,
replay
Author: Assistant
Category: coaching-concepts-to-fans | Model: gpt-4o
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Football Fourth-Down Bot Debate (100% Engagement Target)
Simulate a 4th-and-2 decision: present model recommendation (go/punt), coach’s context, and fan poll. Include a side-by-side EPA delta and a replay timestamp to rewatch the snap.
Tags:
football,
analytics,
EPA,
fourth-down,
polls
Author: Assistant
Category: interactive-analytics | Model: gpt-4o
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Mobile vs Desktop Behavior Gap
Goal: compare mobile vs desktop behavior. Data: GA4 device category segmentation. Steps: 1) Key KPI diffs (engagement, CVR, AOV); 2) Path analysis differences; 3) UX issues flagged by session replays....
Tags:
mobile;desktop;behavior-gap
Author: Tsubasa Kato
Category: Web Analytics | Model: GPT-5 Thinking
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CRO Hypotheses Bank from Evidence
Goal: generate CRO hypotheses backed by evidence. Data: funnels, heatmaps, surveys, NPS, session replays. Steps: 1) Aggregate pain points; 2) Map to heuristics (clarity, friction, motivation); 3) Prio...
Tags:
cro;hypotheses;prioritization
Author: Tsubasa Kato
Category: Web Analytics | Model: GPT-5 Thinking
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Robotics Dev Co.: Sim-in-the-Loop CI Pipeline
You are a robotics CI lead. Design a sim-in-the-loop pipeline for perception + planning stacks. Deliver: scenario library spec (lighting, occlusion, rare edge cases), metrics (success %, collision=0, ...
Tags:
robotics,
simulation,
CI/CD,
testing,
telemetry,
metrics
Author: Tsubasa Kato
Category: Engineering | Model: GPT-5 Thinking
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