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๐Ÿ“ˆ Experiment 2025 - Community Discussion Board

Welcome! This repo is the open forum for brainstorming, resource-sharing, and question-asking in the run-up to Experiment 2025, the half-day unconference where AI engineers trade unfiltered lessons from the trenches.

When & Where
๐Ÿ—“ October 30, 2025โ€‚โ€‚โฐ 09:00 AMโ€“ 1:00 PM PT
๐Ÿ“ Frontier Tower, San Franciscoโ€‚


๐ŸŽฏ Why this repo?

  • Crowd-source breakout ideas before we meet in person.
  • Share links, demos, or postmortems No slides required.
  • Vote on the threads you want to see become live sessions.

๐Ÿš€ How to participate

  1. Click the Discussions tab โ†’ โ€œNew discussion.โ€
  2. Tag your post with relevant category label (see below).
  3. Link docs, blog posts, or gistsโ€”anything the community can riff on.
  4. ๐Ÿ‘ Up-vote or interact with ideas youโ€™d discuss IRL.

๐Ÿ—‚ Discussion categories

Category Labels What AI-dev topics belong here?
๐Ÿ” Knowledge Acquisition / Discovery Exploratory analysis, AI-powered search, auto data quality checks
๐Ÿ’ก Hypothesis Generation Prompt engineering as hypothesis writing, embedding visualisation to spot ideas, ML-assisted hypothesis tools, โ€œmodel = hypothesisโ€ debates
๐Ÿงช Experiment Design & Justification A/B or multi-armed bandits, evaluation harnesses, power analysis for token budgets, experiment-tracking stacks, qualification processes
๐Ÿ”„ Feedback Gathering & Integration Evaluation suites, live-user feedback loops, observability dashboards, RLHF/RLAIF loops, user-telemetry drift alerts
๐Ÿ”ฌ Post Mortems & Learning Incident analysis trees, AI-generated retrospectives, result socialization
๐Ÿ“ˆ Scaling Compute orchestration, cost controls, high volume experiment tracking

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