Active

Agent Taskflow Inc.

Execution governance for AI agents. Identity, policy, and audit trails for agents running across cloud, on-prem, and edge hardware.

Founded Nov 2023
Role Founder
Duration
Domain atf.ai
Overview

The full stack for AI agents in production

Agent Taskflow is a complete platform for building, running, and governing AI agents. Create agents with configurable reasoning, connect them to any model provider, give them tools and memory, run them on schedules or in response to events, evaluate their quality, optimize them automatically, and prove what ran, where, and when.

Everything ships with identity, policy, and audit trails. Agents register with cryptographic certificates, execute on approved hardware, and produce signed receipts. Cloud, on-prem, or edge. Any model. Any framework.

Agents

Build and run agents your way

Core

Agent Builder

Create agents with custom instructions, personas, and configurable reasoning patterns. Choose from zero-shot, chain-of-thought, ReAct, and more.

Lifecycle

Full Observable Lifecycle

Every agent execution is observable from start to finish — context assembly, reasoning, tool use, response validation, and error recovery.

Tools

Actions and Integrations

Agents can browse the web, search, read and write files, run code, call APIs, execute shell commands, and use any MCP-compatible tool.

Memory

Persistent Memory

Cross-session memory with automatic entity extraction. Agents remember prior interactions and build knowledge over time.

Knowledge

RAG and Knowledge Bases

Ingest documents, embed them, and let agents query organizational knowledge mid-conversation. Semantic and hybrid search.

Teams

Agent Pods

Compose teams of specialized agents that collaborate on tasks. Define roles, dependencies, and coordination strategies.

Automation

Flows, jobs, and scheduling

Flows

Visual Flow Builder

Drag-and-drop workflow builder for multi-step automation. Sequential, parallel, branching, and looping steps. Version history on every save.

AI Assist

AI-Generated Flows

Describe what you want in plain English and the platform generates the flow. Modify visually from there.

Jobs

Multi-Step Jobs

Build jobs with heterogeneous steps — agent calls, API requests, scripts, flow executions. Run on devices or in cloud.

Scheduling

Cron and Event Triggers

Visual cron builder for recurring schedules. Event-driven triggers for real-time processing. Manual dispatch with custom payloads.

Models

Any model, any provider

Connect to OpenAI, Anthropic, Cohere, AWS Bedrock, Google Vertex, Azure OpenAI, IBM watsonx, Groq, xAI, Fireworks, Hugging Face, OpenRouter, or any OpenAI-compatible endpoint. Run local models with Ollama or vLLM.

Built-in load balancing, cost-aware routing, response caching, and circuit breakers across providers. Bring your own API keys or use platform-managed credentials. Set model policies to control which teams can use which providers.

Quality

Evaluate and optimize automatically

Eval

Test Suites

Define evaluations as deterministic checks, confidence-based scoring, or LLM-as-judge. Organize into test suites. Track performance over time.

A/B Testing

Side-by-Side Comparison

Compare two agent configurations or prompt variants on the same eval suite. Statistical summary and visual comparison.

Optimization

Automated Tuning

Optimize agents, prompts, flows, and schemas using reinforcement learning, genetic algorithms, or grid search. Apply the best variant in one click.

Safety

Guardrails

PII detection, toxicity filtering, pattern matching, and LLM-based classification. Block, warn, or redact automatically. Compliance dashboards.

Governance

Identity, devices, and audit

Identity

Cryptographic Certificates

Every device registers with a SPIFFE-based cryptographic identity. Zero-trust across your entire fleet.

Devices

Edge and On-Prem Runners

Deploy lightweight runners to any hardware. Outbound-only connectivity — no inbound ports, no exposed attack surface.

Tunnels

Encrypted Device Tunnels

Establish encrypted tunnels between devices and the platform. Health monitoring, automatic protocol selection.

Audit

Signed Execution Receipts

Every run produces a signed receipt: device identity, output hash, timestamps. Cryptographic proof, not just logs.

Compliance

SOC 2, GDPR, PCI DSS

Generate compliance reports on demand. Data subject access requests, audit exports, and right-to-erasure workflows built in.

Routing

Policy-Controlled Dispatch

Policy decides what runs, where. Route workloads to specific machines. Enforce data residency at the hardware level.

Platform

Everything else

Registries

Prompts and Schemas

Version-controlled libraries of reusable prompts and JSON schemas. Template system with variable substitution. Full lifecycle management.

Webhooks

Inbound and Outbound

Subscribe to platform events via outbound webhooks. Receive external events via inbound endpoints. HMAC verification, retry policies, delivery logs.

Integrations

OpenAPI and MCP

Import any OpenAPI spec to auto-generate agent tools. Connect MCP servers with role-based permissions and full authorization audit trails.

Workspaces

Sandboxed Environments

On-demand container environments for agents and jobs. Persistent filesystems, terminal access, resource limits.

Billing

Cost Attribution and Wallets

Track costs by agent, flow, user, or team. Allocate budgets with agent wallets. Hard stops when limits are reached.

Interfaces

UI, CLI, SDK, and API

Full web dashboard, command-line interface, Go and Python SDKs, and a gRPC/REST API. Ship however you work.

Journey

How we got here

2022 Left Paramount to take time off. Discovered ChatGPT at the end of the year and saw the future of AI agents clearly.
2023 Company founded. Initial research into freeing humanity from rote tasks using AI agents. Core architecture and design decisions made.
2024 v1 shipped. A no-code visual flow builder platform for AI automation. Drag-and-drop workflows, model provider management, and job scheduling.
2025 v2 launched. Dynamic distributed agent runtime with enhanced observability. Agents became first-class citizens with full lifecycle management.
2026 v3 — the full platform. Execution governance, edge runners, encrypted tunnels, cryptographic identity, evaluation and tuning, 15+ model providers, and complete compliance reporting.

Want to see it run?

Book a demo. We will run agents on your hardware in 30 minutes.

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