Autonomous
4-Tier Architecture

Scaling autonomous AI across enterprise codebases requires deterministic memory routing coupled with an Omni-Memory system that maintains the state and context of multiple agents simultaneously.

Swarm Orchestration Pipeline

Chief Architect

Tier 1: Chief Architect (Claude)

Deep context planning and AST validation. Makes structural decisions.

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Tech Lead

Tier 2: Tech Lead (Qwen 32B)

Delegates tasks, chunks payloads, and oversees worker execution.

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Specialized Worker

Executes AST mutations and targeted code rewrites.

Headless Worker

Runs tests, static analysis, and bash commands asynchronously.

Reliable Execution.
Total Governance.

Built for enterprise engineering leaders. Deploy fleets of AI agents with centralized governance, persistent memory, and cost-aware orchestration.

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Live Benchmarks Monitor

Retrieval Quality

Recall@1 85.2%
Recall@5 94.1%
MRR 0.89

Retrieval Latency

P50 12ms
P95 34ms
P99 89ms

Resource Efficiency

Avg Token Reduction ~82%
Estimated Cost Savings (Monthly) $4,200

Enterprise Infrastructure Services

We deploy the architecture we build. Our elite engineering team provides full-stack implementation for the most complex AI challenges.

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Proprietary Synthetic Data

Zero-hallucination QA pipelines fine-tuned exclusively on your internal documentation and RFCs.

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Air-Gapped Orchestration

Deploy our 4-tier autonomous swarm securely on-premise. Complete data privacy for defense, healthcare, and finance.

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Reduce AI Infrastructure Costs

Implement Agentic Memory Routing (AMR) to reduce RAG token costs by 15x and eliminate context degradation.

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Agent Red-Teaming

Stress-test your LLM agents with our proprietary AjaxBench framework to eliminate latent hallucinations before production.

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Legacy Monolith Migration

Safely upgrade 100k-file legacy codebases with our Autonomous Refactor Swarm, powered by AST-level validation.

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Autonomous Security Patching

Our zero-day response swarm ingests CVE reports, scans your monorepo, and submits validated Pull Requests instantly.

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Continuous Architecture Documentation

Never let documentation decay. A background swarm reads latest commits to generate perfect, interactive architecture maps.

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Prevent Breaking Production Changes

Deploy a Chief Architect swarm into GitHub/GitLab to review PRs for performance and architectural drift before merging.

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Establish a Single Source of Truth

Connect raw Jira, Slack, and internal PDFs to our pipeline to generate hyper-compressed context files for agent consumption.

Explore .mem Pipeline →