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profile: voice-first positioning + voice quickstart - #14

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Jul 18, 2026
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profile: voice-first positioning + voice quickstart#14
achris7 merged 1 commit into
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docs/profile-voice-first

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@achris7

@achris7 achris7 commented Jul 18, 2026

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Optimizes the org profile README for voice AI builders.

  • Subtitle → voice-first: "One key for your voice agent's entire bill — LLM, voice, telephony, data" (generic line kept as the second sentence).
  • 40% vs 100% framing added (the landing page's best asset, previously absent).
  • Budget-aware routing named as a feature with the concrete result.budgetAdvisory detail (was buried in "context-aware budgets").
  • Quickstart is a voice turn (STT → LLM → TTS on one key, one task budget) — not AgentKit + Exa search.
  • Voice row: Deepgram · ElevenLabs · Venice AI · Twilio (soon); also fixed the malformed Compute row.
  • Repos reconciled: cookbook link canonical; added floe-guard (public) and eve-floe (reference voice agent). floe-examples redirects to floe-cookbook — both resolve.
  • Dropped ElizaOS from the frameworks table for consistency with the docs.

Backend API untouched.

Summary by CodeRabbit

  • Documentation
    • Updated Floe positioning to highlight a unified key for metering and routing voice-agent spending.
    • Reworked the Quickstart with a curl-based voice workflow covering speech-to-text, language model, and text-to-speech calls.
    • Added guidance for budget-aware routing, walletless provisioning, and real-time visibility.
    • Refreshed marketplace links and service listings, including a planned Twilio integration.
    • Expanded the repository directory with additional projects and updated framework references.

- Subtitle: 'One key for your voice agent's entire bill — LLM, voice, telephony,
  data' (generic line kept as the second sentence).
- Add the 40% vs 100% framing (token router meters LLM only; Floe meters the
  whole call).
- Name budget-aware routing as a feature with the concrete result.budgetAdvisory
  detail (was buried inside 'context-aware budgets').
- Quickstart is now a voice turn (STT -> LLM -> TTS on one key, one task budget),
  not an AgentKit + Exa web-search example.
- Voice marketplace row: Deepgram · ElevenLabs · Venice AI · Twilio (soon); fix
  the malformed Compute row.
- Repos: add floe-guard (public) and eve-floe (reference voice agent); cookbook
  link already canonical.
- Drop ElizaOS from the frameworks table (consistent with the docs).
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Review Change Stack

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Review failed

The pull request is closed.

ℹ️ Recent review info
⚙️ Run configuration

Configuration used: Organization UI

Review profile: ASSERTIVE

Plan: Pro

Run ID: f24b197c-33e7-45e7-a5f2-f18ac7c96b09

📥 Commits

Reviewing files that changed from the base of the PR and between 253ff14 and 414c83e.

📒 Files selected for processing (1)
  • profile/README.md

📝 Walkthrough

Walkthrough

The profile README now positions Floe as a voice-agent billing layer, replaces the previous quickstart examples with curl-based voice-turn requests, and updates marketplace, framework, and repository listings.

Changes

Profile README refresh

Layer / File(s) Summary
Voice-agent positioning and quickstart
profile/README.md
The README adds voice-agent billing and token-router messaging, then documents STT, LLM, and TTS calls sharing X-Floe-Task-Id.
Marketplace and ecosystem directory
profile/README.md
Marketplace links and services are revised, ElizaOS is removed from the framework table, and three repositories are added.

Estimated code review effort: 1 (Trivial) | ~5 minutes

Possibly related PRs

Poem

A bunny hops through one bright key,
From voice to bill, all flows free.
STT, LLM, then TTS in line,
Marketplace links now neatly shine.
New repo carrots join the spree!

✨ Finishing Touches
🧪 Generate unit tests (beta)
  • Create PR with unit tests
  • Commit unit tests in branch docs/profile-voice-first

Comment @coderabbitai help to get the list of available commands.

@achris7
achris7 marked this pull request as ready for review July 18, 2026 21:48
Copilot AI review requested due to automatic review settings July 18, 2026 21:48
@achris7
achris7 merged commit 5aae825 into main Jul 18, 2026
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Pull request overview

Updates the organization profile README to position Floe around voice-agent spend (STT/LLM/TTS/telephony) and provide a voice-centric quickstart experience.

Changes:

  • Rewrites the headline/subtitle and “Why Floe” framing to emphasize voice-first metering (100% of call spend vs token router ~40%).
  • Replaces the previous AgentKit/Exa quickstart with a “one voice turn” (STT → LLM → TTS) curl-based walkthrough using a shared task id.
  • Refreshes marketplace/framework/repos tables (voice vendors, removes ElizaOS row, reconciles/extends repo links).

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Comment thread profile/README.md

**The spend layer for AI agents.** One endpoint to pay across any LLM or voice vendor API services,
with programmable, context-aware budgets. Walletless.
**One key for your voice agent's entire bill — LLM, voice, telephony, data.** One endpoint to pay across any LLM or voice vendor API services, with programmable, context-aware budgets. Walletless.
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