person
INDEX SPREAD+4.18 bpstrending_up
EVALS QUEUED84 ACTIVE
MMLU-PRO MEDIAN74.2%▲ 0.8%
UPTIME: 99.994% DETERMINISTIC
Airecmark / Governance & Evaluation Clusters / Submit Architecture (v2.4 Intake)
QUEUE: 18 PENDING SYNTHETIC AST ACTIVE
CLUSTER RUNTIME Ubuntu 24.04 LTS Pods • Strict Network Egress Filter • Deterministic GPU Node pool A100-SXM4
memory CANONICAL INTAKE PROTOCOL v2.4

Submit Architecture for Deterministic AI Auditing & Indexing

Airecmark accepts open-source repositories, commercial API endpoints, and IDE extensions for unbiased evaluation. We do not accept paid placements or promotional overrides; all benchmark scores are derived mathematically from reproducible AST dry-runs, latency probes, and isolated execution harnesses.

Audit Volume fact_check
142,890
▲ +1,420 this cycle
Intake Velocity avg_pace
4.2 Days
Median container dry-run queue
Public Index Yield verified_user
84.1%
Passing verification threshold
Placement Cost money_off
$0.00 USD

Select Intake Track

Choose the evaluation sandbox environment appropriate for your system architecture.

hub
Track A: Automated Cluster PUBLIC & OSS
Self-Hosted / Public Repositories

Targeted for open-source CLI tools, IDE extensions, public Hugging Face models, and public GitHub/GitLab repositories. Executed automatically across standard benchmark pods.

Free Public Queue GitHub Webhooks Public Audit Logs Apache-2.0 / MIT / BSD
lock
Track B: Enterprise Sandbox CONFIDENTIAL
Proprietary Gateway & Zero-Retention API

Engineered for commercial foundation endpoints, enterprise coding agents, and closed models requiring mutual evaluation NDAs, ephemeral credential vaults, and air-gapped runtimes.

Zero Data Retention Ephemeral Vault KMS Mutual NDA Option Dedicated Worker Pod
INGESTION_PAYLOAD_CONSOLE SCHEMA: v2.4.8
KMS ENCRYPTION: ACTIVE
01

Tool & Developer Telemetry

Basic identity metadata and public source artifacts for index registry.

STEP_ID: SYS_META
Must correspond to canonical binary or package namespace.
Determines benchmark battery (e.g., SWE-bench, MMLU-Pro, TTFT).
link
GitHub, GitLab, Docker Hub, VS Code Marketplace, or Hugging Face.
description
Must document API schemas, CLI arguments, or AST interfaces.
02

Evaluation Environment & Runtime Specs

Execution modalities, monorepo context recall capacity, and protocol compliance.

STEP_ID: RUNTIME_ENV
Determines synthetic codebase payload injected during dry-run.
Anthropic MCP standard compliance verification.
lock_clock Security, Compliance & Isolation Attestations
03

Test Suite & Ephemeral Credentials

KMS-encrypted testing credentials and notification route for audit logs.

STEP_ID: VAULT_AUTH
lock Encrypted via KMS
Key is destroyed automatically upon test completion (Max $10 usage cap).
mail
Where AST dry-run execution traces and cryptographic attestations are delivered.
If empty, our deterministic 2,500 unit-test suite (TypeScript/Rust/Python) will execute by default.
verified Cryptographically signed by Airecmark Evaluation Engine v2.4
AUDIT LIFE CYCLE

Deterministic 4-Stage Verification Pipeline

ISOLATION: FULL EPHEMERAL VM
01

Ephemeral Container Spin-Up

Isolated Ubuntu 24.04 container is provisioned with zero disk-persistence. Network egress is strictly locked to evaluation fixture mirrors.

timer < 45 sec initialization
02

Synthetic AST Dry-Runs

2,500 deterministic multi-file refactors across TypeScript, Rust, and Python. Rigorous Abstract Syntax Tree diffing against canonical targets.

account_tree 2,500 AST fixtures
03

Latency & Recall Probing

Time-to-first-token (TTFT) measured at P50, P90, and P99. Needle-in-haystack probing across 128k context windows to test factual persistence.

speed Telemetry sample rate 100Hz
04

Immutable Leaderboard Indexing

Cryptographic attestation signed with Airecmark public key. Scores, raw logs, and latency percentiles are published to the public matrix.

verified SHA-256 Ledger entry
gavel MANDATORY INSTITUTIONAL COVENANT

The Zero-Sponsored Auditing Standard

Commercial affiliations, token subsidies, or venture sponsorships have zero influence on ranking positions, benchmark scores, or review velocity. All algorithms, AST weights, and evaluation harness repos are open for academic and developer verification.

ROOT KEY: 0x48a1...f09c Inspect Verification Methodology (v2.4) →
INDEPENDENT AUDIT STATUS
Ref: IEEE-2807.1 Compliant
INTEL / ARCHITECTURE INTAKE

Frequently Asked Evaluation Questions