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Developer

AI DEVELOPER

AI-assisted coding accelerates development. Focus on API integration, model fine-tuning, and responsible deployment.

2.71M

API Calls Today

84ms

Avg Latency

v3.2.1

Model Version

91%

Test Coverage

CODE SNIPPETS

from transformers import AutoModelForCausalLM, Trainer

model = AutoModelForCausalLM.from_pretrained("aria-base-7b")
trainer = Trainer(
    model=model,
    train_dataset=coexistence_corpus,
    args=TrainingArguments(
        output_dir="./aria-ft",
        num_train_epochs=3,
        per_device_train_batch_size=4,
    )
)
trainer.train()

TRAINING PIPELINE

Data Ingestion

2.4M tokens indexed

Tokenization

BPE vocab 50k

Fine-tuning

Epoch 2 / 3 · 68% complete

LIVE

Eval & Benchmarks

Waiting on checkpoint

Guardrail Validation

Constitutional filter ready

Deployment

Staging slot reserved

API ENDPOINT HEALTH

ARIA Core
84ms1.2M
Rights Resolver
112ms430K
Coexist Mapper
67ms870K
Bias Detector
203ms210K

BUILD METRICS

B1B2B3B4B5B6B7B8B9B100255075100
ARIA Coexistence Protocol • Synthetic Governance Framework
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