Architect the Future of
Autonomous Engineering

AjaxSpeaks is an enterprise memory and orchestration platform that enables AI agents to work reliably across large codebases and technical knowledge.

AjaxSpeaks Coder Device
Chroma DB Online
Main Menu
🧠 Memory Sync
🔍 Vector Search
⚙️ Settings
Total Vectors
14,203
Sync Status
Active
[Live] Intercepting codebase changes...
> Embedding src/components/Header.tsx...
> Embedding src/utils/api.ts...
> Pushing 42 new vectors to Chroma DB...
✓ Sync complete. 24ms latency.
15x

Token Reduction

Substantial reductions in token usage via structured project memory.

20.2s

Local Execution

Fast inference on local and private cloud hardware.

Preserved

Architectural Context

Rigorous benchmark evaluation proves high retrieval accuracy.

Infrastructure Architecture

How AjaxSpeaks fits into your engineering pipeline.

Source Code
(GitHub, Jira, Docs)
Omni-Memory Extraction
Structured Memory
Hybrid Retrieval
Agent Orchestration
LLMs
(Claude, Qwen, DeepSeek)

Multi-Agent Orchestration

A coordinated 4-tier swarm working in perfect sync.

Chief Architect

Chief Architect

Deep Context & Planning

Tech Lead

Tech Lead

Orchestration & Delegation

Specialized Worker

Specialized Worker

Heavy Code Lifting

Headless Worker

Headless Worker

Background Tasks

How It Works

Ingest

1. Ingest

Connect large monorepos, RFCs, and internal documentation.

Extract

2. Extract

Generate structured memories via our proprietary pipeline.

Embed

3. Embed

Build and store efficient vector embeddings for instant recall.

Retrieve

4. Retrieve

Execute hybrid semantic and keyword search for precise context.

Orchestrate

5. Orchestrate

Coordinate specialized agents to reliably execute coding tasks.

Secured By Design

Built to meet the strictest enterprise compliance standards.

Air-Gapped Ready

Operates 100% locally with Ollama and local LLMs. Zero data leaves your VPC.

Sandboxed Execution

AST-level write validation with strict Level 2 isolation for all operations.

Zero-Trust RBAC

Agent permissions are strictly scoped (e.g., [read_all, ast_write]).

OWASP Adherent

Outputs are automatically scanned for vulnerabilities before merging.

Reliable Execution.
Total Governance.

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

Live Swarm Observability

AI FinOps

Cost per PR $0.14
Est. Monthly Savings $4,200
Token Reduction ~82%

Execution Tracing

Agent Replay Enabled
AST Validations 1,432
Failed Prompts 0

Enterprise Infrastructure Services

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

Synthetic Data Icon

Proprietary Synthetic Data

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

View Pipeline Setup →
Air-Gapped Icon

Air-Gapped Orchestration

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

Explore Private Deployments →
Context Compression Icon

Reduce AI Infrastructure Costs

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

View AMR Docs →
Red-Teaming Icon

Agent Red-Teaming

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

View Audit Process →
Monolith Migration Icon

Legacy Monolith Migration

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

Explore Migrations →
Security Patching Icon

Autonomous Security Patching

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

View Security Pipeline →
Architecture Docs Icon

Continuous Architecture Documentation

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

See Auto-Docs →
CI/CD Guardrails Icon

Prevent Breaking Production Changes

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

View CI/CD Integrations →
Knowledge Distillation Icon

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 →
Observability Icon

Execution Tracing & AI FinOps

Don't fly blind. Replay every agent decision step-by-step and track the exact token cost per pull request.

View Observability →