For Security Teams

Performance without compromise

Epochly is built with security at its core. Progressive enhancement, complete audit logging, and transparent data handling for teams that take safety seriously.

Safety DocumentationView Pricing

Security-first architecture

Progressive Enhancement

Epochly assumes failure by default. Code runs unoptimized until safety is verified at each enhancement level (L0–L4). Automatic fallback on any anomaly—no data corruption, ever.

Complete Audit Trail

Every optimization decision, fallback, and execution event is logged. Export audit trails in JSON, CSV, or SIEM-compatible formats for security investigations.

Local-First Execution

All optimization happens on your infrastructure. No source code or data values leave your machines. Telemetry is configurable and can be completely disabled.

Transparent Safety Model

Our safety model is fully documented and open. Every enhancement level has published criteria for activation and fallback. Read the full safety documentation at /safety.

Data handling transparency

We're explicit about what data Epochly collects and what it never touches. All telemetry is configurable and can be completely disabled.

Collected: Execution patterns

Function call frequencies, loop iterations

Collected: Performance metrics

Timing data, CPU utilization, memory usage

Collected: Optimization decisions

Which functions were optimized and why

Never collected: Source code

Never transmitted, never stored

Never collected: Variable values

No data values leave your infrastructure

Never collected: Secrets & credentials

Explicitly excluded from all telemetry

Full safety controls

Cap enhancement levels, disable telemetry, enable verbose logging, or turn off Epochly entirely with a single environment variable.

# Progressive enhancement with full control
import epochly
# Set maximum enhancement level
epochly.configure(
    max_level=2,        # Cap at JIT (no GPU)
    fallback="always",  # Always fall back on anomaly
    telemetry=False,    # Disable all telemetry
    log_level="debug"   # Verbose audit logging
)
# Or disable entirely at any time
# EPOCHLY_DISABLE=1 python your_script.py
# Check current enhancement status
status = epochly.status()
print(status.level, status.optimized_functions)

Complete audit logging

Every optimization decision and execution event is logged. Export audit trails in JSON, CSV, or SIEM-compatible formats.

# Complete audit trail for compliance
$ epochly-audit export --format json --start 2024-01-01
{
  "events": [
    {
      "timestamp": "2024-01-15T10:23:45Z",
      "type": "optimization_enabled",
      "level": 2,
      "function": "process_batch",
      "verification": "passed"
    },
    {
      "timestamp": "2024-01-15T10:24:01Z",
      "type": "automatic_fallback",
      "reason": "output_mismatch",
      "action": "reverted_to_standard_python"
    }
  ]
}

Security practices

Epochly is built for environments where safety and predictability matter.

Local-only execution

All optimization runs on your machines. No code or data leaves your infrastructure.

Configurable telemetry

All telemetry is opt-in and configurable. Disable entirely with a single flag.

Instant disable

Set EPOCHLY_DISABLE=1 or pip uninstall. Your code returns to standard Python immediately.

Compliance certifications (SOC 2, GDPR, HIPAA) are on our roadmap.

Instant kill switch

Set EPOCHLY_DISABLE=1 to completely disable all optimizations immediately. No restart required. Your code runs exactly as if Epochly wasn't installed.

Read our full safety documentation

Security questions?

Our team is happy to discuss architecture, walk through our safety model, or answer questions about Epochly in your environment.

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