docs(community): Phase 34 community announcement — final draft
Discord-format announcement for Phase 34 GA (April 30, 2026). All four features: Tool Trace, Platform Instructions, Partner API Keys, SaaS Federation v2. ~550 words, community-native tone. Address: Molecule-AI/molecule-core#1836 Co-Authored-By: Claude Community Manager <noreply@anthropic.com>
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Molecule AI Community Manager
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**Campaign:** Phase 34 GA (April 30, 2026)
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**Owner:** Community Manager
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**Issue:** [Molecule-AI/molecule-core#1836](https://github.com/Molecule-AI/molecule-core/issues/1836)
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**Status:** ✅ Draft complete — review before publish
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**Status:** ✅ Draft complete — ready for April 30 publish
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---
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```
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🚀 Phase 34 shipped!
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Four features dropped today that make Molecule AI meaningfully better for
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teams running agents in production. Let's dig in.
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If you've been running agents in production and wondering what they actually
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did under the hood — today we shipped the visibility to answer that.
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Four platform-level features, no SDK required.
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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What's new
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🔍 Tool Trace — see exactly what your agent did
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🔍 Tool Trace — finally, see what your agents are doing
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──────────────────────────────────────────────
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Every A2A response now includes a tool_trace[] array in the response
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metadata. For each tool call, you get: tool name, input params, output
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preview — in order, with run_id pairing for parallel calls.
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Every A2A response now carries a tool_trace[] array in Message.metadata.
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For every tool call: the tool name, the input you sent, and a snippet
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of the output — in the order they happened, with run_id pairing so
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parallel calls are traced correctly.
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If you've ever spent an hour reverse-engineering an agent's behavior from
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final outputs, you'll understand why this matters. Tool Trace is in every
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response. No SDK, no sidecar, no sampling.
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If you've ever spent time reverse-engineering agent behavior from final
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outputs alone, Tool Trace is for you.
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Enable activity logging on your workspace and every task gets a full
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execution record, stored in activity_logs.
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Capped at 200 entries per task (prevents runaway loops). Stored in
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activity_logs. Zero extra infrastructure — it's in the response
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envelope your agent already produces.
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Docs: docs.moleculesai.app/blog/ai-agent-observability-without-overhead (live on staging)
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Docs: docs.moleculesai.app/blog/ai-agent-observability-without-overhead
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PR: #1686 (merged 2026-04-23)
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📋 Platform Instructions — governance before the agent runs
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📋 Platform Instructions — system prompt for your whole org
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──────────────────────────────────────────────
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Org admins can now configure system-level instructions via API:
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POST /cp/platform-instructions
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Org admins can now configure workspace-level instructions via:
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PUT /cp/platform-instructions
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Think of it as a system prompt for your entire org. You can inject shared
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context, enforce behavioral rules, or set compliance guardrails — and they
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take effect at workspace startup, before the agent reads its own config.
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Think of it as a system prompt that applies to every agent in your org —
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no need to update config files per workspace. Set it once, it applies
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to every agent at startup.
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"Never commit to main without a review."
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"Tag all security-sensitive operations."
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"Don't write outside the project directory."
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Example rules:
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"Never commit directly to main — always open a PR first."
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"Tag all security-sensitive operations with a audit tag."
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"Confirm before running destructive commands in production."
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These rules prepend to every agent's effective system prompt in your org,
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regardless of individual workspace config. Governance happens before
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execution, not after an incident.
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Rules prepend to each agent's effective system prompt, before the
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agent reads its own config. Governance happens before execution,
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not after an incident.
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Docs: docs.moleculesai.app/blog/platform-instructions-governance (live on staging)
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Docs: docs.moleculesai.app/blog/platform-instructions-governance
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🔑 Partner API Keys (GA April 30)
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🔑 Partner API Keys (GA April 30) — first agent platform with a
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first-class partner provisioning API
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──────────────────────────────────────────────
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Programmatic org provisioning via API — no browser, no manual handoff.
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CI/CD pipelines, marketplace integrations, platform builders: you can now
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create and manage Molecule AI orgs entirely via API using scoped,
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Marketplaces, CI/CD pipelines, and platform builders: you can now
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provision and manage Molecule AI orgs entirely via API, using scoped
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revocable tokens with the mol_pk_* prefix.
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Common pattern: ephemeral test orgs per PR.
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POST /cp/orgs → run your test suite → DELETE → billing stops.
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Ephemeral test orgs per PR:
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PUT /cp/orgs → run your test suite → DELETE → billing stops.
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Default rate limit: 60 req/min per key (configurable). Keys are scoped,
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irreversibly revocable, and logged in the audit trail.
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Tokens are scoped to the orgs they're authorized for, rate-limited
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(60 req/min default, configurable per key), and fully audit-logged.
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Revocation is immediate — no grace period.
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This is, to our knowledge, the first partner provisioning API of its kind
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in the agent platform space.
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Docs: docs.moleculesai.app/blog/partner-api-keys (live on staging)
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GA: April 30, 2026
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GA: April 30, 2026. Docs and early access requests:
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docs.moleculesai.app/blog/partner-api-keys
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☁️ SaaS Federation v2
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☁️ SaaS Federation v2 — improved multi-org federation
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──────────────────────────────────────────────
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Federation improvements for multi-org deployments: better cross-tenant
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isolation, improved org lifecycle management, and tighter alignment with
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the Partner API Keys infrastructure.
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Better cross-tenant isolation, cleaner org lifecycle management, and
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tighter alignment with the Partner API Keys infrastructure. If you're
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operating multiple orgs — for partners, internal teams, or separate
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products — the federation improvements make multi-org setups more
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robust at scale.
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If you're running multiple orgs — for partners, for internal teams, or
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for different products — the improvements to federation architecture make
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it more robust to operate at scale.
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Docs: docs.moleculesai.app/guides/external-workspace-quickstart (live on staging)
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Docs: docs.moleculesai.app/guides/external-workspace-quickstart
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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Quick start
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Tool Trace is live now — enabled by default for all workspaces.
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Check your A2A responses for message.metadata.tool_trace[].
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Tool Trace: live now. Inspect message.metadata.tool_trace[] in any
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A2A response — no SDK, no activation step needed.
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Walkthrough: docs.moleculesai.app/blog/ai-agent-observability-without-overhead
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Platform Instructions: POST /cp/platform-instructions (org admin only)
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Docs: docs.moleculesai.app/blog/platform-instructions-governance (live on staging)
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Platform Instructions: PUT /cp/platform-instructions (org admin only)
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Walkthrough: docs.moleculesai.app/blog/platform-instructions-governance
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Partner API Keys: GA April 30 — docs.moleculesai.app/blog/partner-api-keys
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Apply for early access via GitHub Discussions if you want to test ahead.
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Partner API Keys: GA April 30.
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Docs: docs.moleculesai.app/blog/partner-api-keys
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SaaS Fed v2: docs.moleculesai.app/guides/external-workspace-quickstart (live on staging)
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SaaS Fed v2: docs.moleculesai.app/guides/external-workspace-quickstart
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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Try it / tell us what you think
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Try it & tell us what you think
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Questions on any of these? Reply here — DevRel and the platform team are
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monitoring.
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Questions on any of these? Reply here — DevRel and the platform team
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are watching.
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Got feedback on Tool Trace? We want to know what you'd use it for.
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Drop it in GitHub Discussions: github.com/Molecule-AI/molecule-core/discussions
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Tool Trace feedback especially welcome — we want to know what you'd
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use the trace data for. Drop it in GitHub Discussions:
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github.com/Molecule-AI/molecule-core/discussions
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Full blog coverage on staging:
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- docs.moleculesai.app/blog/tool-trace-platform-instructions (combined overview)
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- docs.moleculesai.app/blog/ai-agent-observability-without-overhead (Tool Trace deep-dive)
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- docs.moleculesai.app/blog/platform-instructions-governance (Platform Instructions)
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- docs.moleculesai.app/blog/partner-api-keys (Partner API Keys)
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- docs.moleculesai.app/guides/external-workspace-quickstart (SaaS Fed v2)
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Full messaging matrix: docs/marketing/briefs/phase34-positioning.md
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Documentation across all four features is linked above — if something
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is missing or unclear, open an issue and tag @community.
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Full Phase 34 blog coverage on staging:
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docs.moleculesai.app/blog/tool-trace-platform-instructions (overview)
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docs.moleculesai.app/blog/ai-agent-observability-without-overhead (Tool Trace)
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docs.moleculesai.app/blog/platform-instructions-governance (Platform Instructions)
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docs.moleculesai.app/blog/partner-api-keys (Partner API Keys)
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docs.moleculesai.app/guides/external-workspace-quickstart (SaaS Fed v2)
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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@ -132,11 +127,11 @@ is missing or unclear, open an issue and tag @community.
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---
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## Publishing notes
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## Publishing checklist
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- **Post on:** Discord `#announcements` + `#general`, Slack `#announcements`
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- **Timing:** April 30, 2026 GA day, ~09:00 Pacific
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- **Blog must be live first** — coordinate with Content Marketer before posting
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- **Partner API Keys:** Do NOT claim it's live before April 30. Frame as "GA April 30."
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- **Do NOT name specific design partners** in community posts
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- **Engagement:** Monitor threads for 2 hours after posting; route technical questions to DevRel
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- [ ] Discord `#announcements` + `#general` — April 30, ~09:00 PT
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- [ ] Slack `#announcements` — same time
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- [ ] Blog must be live before announcement post goes out
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- [ ] Partner API Keys: do not claim it's live before April 30
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- [ ] Do NOT name design partners in community copy
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- [ ] Monitor threads for 2 hours after posting; route DevRel questions accordingly
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