Maycon Santos 3fac269506 [proxy, e2e] validate LLM cost calculation across providers and bill Converse cache tokens
Field report: a Bedrock Claude Sonnet 4.6 request showing 3 input / 1514
output tokens displayed a cost of $0.1372 instead of the expected $0.0227.
Root cause analysis: the calculation is correct — the request's first call
also wrote a ~30.5k-token prompt cache (cache_creation_input_tokens, billed
at 1.25x input per AWS pricing), which is folded into total_tokens and the
cost but not visible next to the input/output counts. Lock the pipeline down
with tests so any real calculation regression fails loudly:

- Add a provider cost matrix test driving the real proxy pipeline
  (llm_request_parser -> llm_response_parser -> cost_meter) with realistic
  wire fixtures for every metered surface (OpenAI JSON/SSE incl. cached
  subset, Anthropic JSON/SSE incl. cache buckets, Bedrock InvokeModel and
  Converse in both buffered and streaming form, Vertex path-routed, Kimi
  Anthropic-shape, unpriced gateway-prefixed ids) against the embedded
  default pricing table, asserting exact USD amounts derived from the
  published per-million prices. Covers the reported scenario byte-for-byte
  ($0.022719 bare, $0.137199 with the 30,528-token cache write) and would
  catch a per-token-instead-of-per-1k-chunk regression as a 1000x blowup.

- Pin the management catalog (dashboard-displayed prices) to the proxy's
  embedded pricing table so the two can never drift apart silently.

- Validate cost end-to-end in the live e2e provider matrix: each provider's
  ingested access-log row must carry a cost_usd matching the vendor's
  published per-1k rates applied to the row's token counts (cache-aware for
  the additive Anthropic/Bedrock buckets, zero for gateway-prefixed model
  ids the meter deliberately skips).

- Fix a real under-billing bug the audit surfaced: the Bedrock Converse
  shapes report prompt-cache usage as camelCase cacheReadInputTokens /
  cacheWriteInputTokens, which neither the buffered parser nor the
  converse-stream metadata handler read - cached Converse traffic was
  metered without its cache buckets. Parse both fields into the same Usage
  buckets as the InvokeModel snake_case fields.
2026-07-24 01:45:06 +00:00
2025-04-09 20:18:52 +01:00
2024-10-30 17:18:27 +01:00
2022-12-02 13:54:22 +01:00

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🤖 NetBird Agent Network (Beta)

Identity-aware access control for AI agents — keyless access to LLM APIs and private resources over the encrypted NetBird tunnel. See agent-network/ or read the docs at netbird.ai.

NetBird combines a configuration-free peer-to-peer private network and a centralized access control system in a single platform, making it easy to create secure private networks for your organization or home.

Connect. NetBird creates a WireGuard-based overlay network that automatically connects your machines over an encrypted tunnel, leaving behind the hassle of opening ports, complex firewall rules, VPN gateways, and so forth.

Secure. NetBird enables secure remote access by applying granular access policies while allowing you to manage them intuitively from a single place. Works universally on any infrastructure.

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Self-host NetBird (video)

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Key features

Connectivity Management Security Automation Platforms
Kernel WireGuard Admin Web UI SSO & MFA support Public API Linux
Peer-to-peer connections ✓ Auto peer discovery and configuration Access control: groups & rules Setup keys for bulk provisioning macOS
✓ Connection relay fallback IdP integrations Activity logging Self-hosting quickstart script Windows
Routes to external networks Private DNS Traffic events IdP groups sync with JWT Android
Domain-based DNS routes Custom DNS zones Device posture checks Terraform provider Android TV
Exit nodes Multiuser support ✓ Peer-to-peer encryption Ansible collection iOS
IPv6 dual-stack overlay Multi-account profile switching SSH with central access policies Apple TV
Browser SSH & RDP Quantum-resistance with Rosenpass ✓ FreeBSD
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Quickstart with NetBird Cloud

Quickstart with self-hosted NetBird

This is the quickest way to try self-hosted NetBird. It should take around 5 minutes to get started if you already have a public domain and a VM. Follow the Advanced guide with a custom identity provider for installations with different IdPs.

Infrastructure requirements:

  • A Linux VM with at least 1 CPU and 2 GB of memory.
  • The VM should be publicly accessible on TCP ports 80 and 443 and UDP port 3478.
  • A public domain name pointing to the VM.

Software requirements:

Steps

  • Download and run the installation script:
export NETBIRD_DOMAIN=netbird.example.com; curl -fsSL https://github.com/netbirdio/netbird/releases/latest/download/getting-started.sh | bash

A bit on NetBird internals

  • Every machine in the network runs the NetBird agent, which manages WireGuard.
  • Every agent connects to the Management Service, which holds network state, manages peer IPs, and distributes updates to agents.
  • Agents use ICE (via pion/ice) to discover connection candidates for peer-to-peer connections.
  • Candidates are discovered with the help of STUN servers.
  • Agents negotiate a connection through the Signal Service, exchanging end-to-end encrypted messages with candidates.
  • When NAT traversal fails (e.g. mobile carrier-grade NAT) and a direct p2p connection isn't possible, the system falls back to a Relay Service and a secure WireGuard tunnel is established through it.

NetBird high-level architecture diagram

See a complete architecture overview for details.

Community projects

Note: The main branch may be in an unstable or even broken state during development. For stable versions, see releases.

Support acknowledgement

In November 2022, NetBird joined the StartUpSecure program sponsored by the Federal Ministry of Education and Research of the Federal Republic of Germany. Together with the CISPA Helmholtz Center for Information Security, NetBird brings security best practices and simplicity to private networking.

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Acknowledgements

We build on open-source technologies like WireGuard®, Pion ICE, and Rosenpass. We greatly appreciate the work these projects are doing, and we'd love it if you could support them too (e.g., by starring or contributing).

This repository is licensed under the BSD-3-Clause license, which applies to all parts of the repository except for the directories management/, signal/ and relay/. Those directories are licensed under the GNU Affero General Public License version 3.0 (AGPLv3). See the respective LICENSE files inside each directory.

WireGuard and the WireGuard logo are registered trademarks of Jason A. Donenfeld.

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