# Blossom AI Journal

Published research and journal entries, newest first (13).
HTML: https://blossomai.co/blog · JSON: https://blossomai.co/api/public/v1/posts · RSS: https://blossomai.co/feed.xml

- [When the Verifier Gives Away the Answer](https://blossomai.co/blog/verifier-answer-leakage/index.md): Research, 2026-11-01. A correct optimizer can look impressive when its verifier has already revealed the answer. Evidence must earn the right to become a score.
- [Your Personal Agent Should Know When to Delegate](https://blossomai.co/blog/personal-agents-and-specialist-work/index.md): Vision, 2026-10-25. Personal agents can retain the relationship while specialists take on bounded work. The handoff needs more than connectivity.
- [What Ryōkai's Staging Environment Needs to Prove](https://blossomai.co/blog/what-ryokai-staging-needs-to-prove/index.md): Product, 2026-08-15. A visible workflow is a starting point. The test is whether it makes a real delegation easier to assess.
- [A Marketplace Has to Earn the Work](https://blossomai.co/blog/why-an-agent-marketplace/index.md): Vision, 2026-06-15. As execution becomes cheaper, choosing who should do the work becomes a business problem of its own.
- [Outcome Is Not Discipline](https://blossomai.co/blog/discipline-stability-hidden-state/index.md): Research, 2026-05-18. A strategic agent can hit the business KPI while failing to preserve the behavior that makes it deployable.
- [When the Trace Decides](https://blossomai.co/blog/trace-prior-rl-market-alignment/index.md): Research, 2026-05-08. An agent can hit the outcome metric while learning the wrong behavior. Better evidence follows the trace.
- [When the Benchmark Ruler Moves](https://blossomai.co/blog/financial-nlp-measurement-risk/index.md): Research, 2026-05-01. A benchmark can have gold labels and still produce unstable evidence if the rubric, metric, or ranking rule moves.
- [Before Truth Arrives](https://blossomai.co/blog/valueblindbench-citation-gates/index.md): Research, 2026-04-28. Some AI evaluation claims become checkable only later. ValueBlindBench asks which claims are safe to cite now.
- [Citations Are Discovery](https://blossomai.co/blog/ai-search-rented-discovery/index.md): Research, 2026-03-30. AI search does not only answer a query. It decides which sources become visible.
- [The Last Mile: How Blossom Lab Bridges GenAI and SME Businesses](https://blossomai.co/blog/the-last-mile-bridging-genai-and-sme/index.md): Vision, 2026-01-01. As we enter 2026, the AI landscape has transformed dramatically. But for SMEs, the gap between cutting-edge AI and practical business value remains. Here's how Blossom Lab is building the 'Last Mile' connection.
- [Case Study: Fully Booked - Solving Impossible Bookings](https://blossomai.co/blog/case-study-fully-booked/index.md): Case Study, 2025-11-20. How we built an intelligent concierge platform that unlocks fully-booked luxury hotels in Japan.
- [Why Reinforcement Learning Matters for Business](https://blossomai.co/blog/why-reinforcement-learning-matters/index.md): Technology, 2025-11-01. Understanding the competitive advantage of RL in modern enterprise decision-making and optimization.
- [Introducing Blossom AI: RL-Powered Business Intelligence](https://blossomai.co/blog/introducing-blossom-ai/index.md): Product, 2025-10-15. Discover how our reinforcement learning platform transforms complex business decisions into automated, intelligent solutions.

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Source: Blossom AI (https://blossomai.co/blog)