Sparring
Resources · Changelog

What shipped. What's next.

We keep this honest: items appear here when they are in production, not when they are planned. The roadmap section is a statement of intent, not a commitment.

October 2026

Launch readiness

  • Streaming counterpart responses (first words in ~3 s)
  • Safety protocol: deterministic detection of self-harm, harm-to-others and abuse disclosures (EN/中文), session lock, crisis resources, designated-contact notification
  • Per-organisation monthly session allowance; per-user rate limits; CSRF protection
  • Scenario language toggle (English / 简体中文) per learner
  • Management (Enterprise) pack — 10 scenarios
  • Full-library play-test (98 Practice scenarios) and counterpart calibration: first-turn restraint, utterance length cap, difficulty-based opening temperature
  • Production watchdog with out-of-band alerting
  • Early-access sign-in; Google Workspace SSO
October 2026

Arena 1.0

  • Red-team core: 20 adversarial scenarios (prompt injection, social engineering, PII, self-harm disclosure, policy pressure)
  • Adapters: OpenAI-compatible, Anthropic Messages, webhook; built-in reference agent
  • Deterministic tripwires with negation awareness
  • Gates (score, stars, breaches by severity, objective rate); JUnit and Markdown reports; CLI `sparring-arena`
  • Run comparison per scenario and per skill
October 2026

Platform foundations

  • Multi-tenant organisations, roles (owner / admin / manager / learner), invite links, domain auto-join
  • Team dashboard: skill heatmap, trends, completion, weakest skills
  • Debrief delivery: in-app, email, Slack / Teams / Feishu webhooks; background debriefs
  • Studio: draft private scenarios from policy text; validate; publish to tenant
  • Audit log; data retention sweep; learner self-service deletion
  • Google Cloud Marketplace integration: sign-up JWT, procurement events, hourly usage reporting
October 2026

Content

  • Customer Service (Enterprise) — 15 scenarios
  • Sales & Negotiation (Enterprise) — 15 scenarios, 11 with agent guardrails
  • Foundation library — 58 scenarios across workplace, social, public, education, family, friendship, romance (EN + 中文)
  • 42 strategies, 30 cases, 46 cited sources; 34-skill competency model

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