Independent AI Research & Product Studio · 2026 Q3

Turn research
into runnable work.

IPIPQ AI Lab selects a small number of AI projects, publishes verifiable evidence, and clearly labels experiments as experiments rather than presenting them as mature products.

Explore Featured Work →

Focus Areas

Experiments

These directions have a clear current task but are not Featured. A domain or concept page is not evidence of a mature product.

Evidence

Evidence belongs to each project; IPIPQ does not assume every project comes from one technical lineage. Only reviewable, redacted reports and artifacts are published externally. Passing tests, existing code, or a runnable demo do not automatically prove external adoption. See the read-only evidence reports.

Updates

When publishable, we record project progress, validation outcomes, and limitations in a read-only report. When there is no new signal, we say so.

→ Read reports

Work With Us

Research collaboration / early validation

Start with a defined problem and a verifiable scope around agent governance, knowledge and trajectory protocols, or optimization and decision research.

Please describe the scenario, current process, success criteria, and the actions you do not want AI to execute automatically.

Contact IPIPQ

Disclosure

Ownership & boundaries: IPIPQ AI Lab is an independent brand. Maturity and limitations are stated on each project card and project page. 9bests affiliate or sponsorship disclosures appear only on relevant content pages. Research projects are not professional, investment, or business advice. Raw records remain private; only redacted artifacts and reports are published.