
Chronos
Prompt Version Control: Automated Prompt Regression Testing & Continuous CI/CD Evaluator
Autonomous Multi-Model Adversarial Fuzzing Certified
Continuous stress-testing against prompt injections, cyclic parameter drift, and upstream rate limits via Llama 3.3 70B & DeepSeek-R1 (Autonomous Fuzzing).
Production Runtime Specification (Chronos)
Direct integration contract for Chronos. Deployable as a native microservice or imported directly into your agent runtime.
"""
Chronos: Git-Backed Prompt Version Control & CI/CD Regression Guard
"""
from typing import Dict, Any, List
from pydantic import BaseModel, Field
class PromptCommit(BaseModel):
version: str
commit_sha: str
template: str
required_variables: List[str]
class CanaryGateResult(BaseModel):
promoted: bool
regression_score: float
output_drift_pct: float
active_version: str
class ChronosPromptManager:
def __init__(self, baseline_version: str = "v1.4.0"):
self.baseline_version = baseline_version
def evaluate_candidate(self, commit: PromptCommit, golden_test_outputs: List[str], baseline_outputs: List[str]) -> CanaryGateResult:
# Check variable AST completeness
for var in commit.required_variables:
if f"{{{var}}}" not in commit.template:
return CanaryGateResult(promoted=False, regression_score=1.0, output_drift_pct=100.0, active_version=self.baseline_version)
# Statistical drift comparison against golden dataset
drift_count = sum(1 for c, b in zip(golden_test_outputs, baseline_outputs) if len(c) != len(b))
drift_pct = (drift_count / max(1, len(golden_test_outputs))) * 100.0
if drift_pct > 15.0:
return CanaryGateResult(promoted=False, regression_score=0.85, output_drift_pct=drift_pct, active_version=self.baseline_version)
return CanaryGateResult(promoted=True, regression_score=0.02, output_drift_pct=drift_pct, active_version=commit.version)
Production Failure Modes Addressed
System prompts degrade over time due to minor edits causing unexpected behavioral regressions in unrelated downstream tasks.
Manually testing prompts across dozens of test cases or tracking variations inside basic text files.
Chronos binds prompt templates to an immutable Git-backed version ledger with automated regression test matrices. Any prompt modification is evaluated against golden datasets in CI/CD before staging deployment, preventing unexpected schema drift in production.
Autonomous State Machine & OTel Telemetry
Interactive trace visualizer showing ingress gating, in-memory state transition, and OTel emission.
GitOps Commit SHA & AST Variable Linter
Golden Dataset CI Evaluation Harness
Canary Traffic Shifter & Statistical Drift Monitor
Automated Instant-Rollback Webhook Dispatcher
Enterprise Runtime Specifications & SLA
Zero Data Retention (ZDR) Architecture
Operates strictly in-memory. Prompts and tool arguments are zeroized immediately following circuit evaluation.
VPC & Google Cloud Run Topologies
Deployable as an ephemeral sidecar, containerized Cloud Run microservice, or in-process Python/TS library.
Deterministic Circuit Breaker SLA
99.95% production uptime commitment with automatic graceful degradation on upstream LLM provider outages.
Open-Spec Code Ownership
Full Apache-2.0 core licensing. You maintain absolute ownership of your deployed infrastructure and workflows.
Production Benchmark Telemetry
Empirical test telemetry from continuous integration regression suites.
Deploy Chronos to Your Production Cluster
Explore the open-source specification on GitHub or connect with our engineering team to deploy a private, dedicated sandbox cluster on Google Cloud.