Managed Intelligence for Teams
Your team's agents learn, improve,
and compound
Flockfly turns repeated work into managed agent capabilities. Every session makes future sessions better. Every signal deepens your organization's intelligence.
Product Ladder
A progression of agent capability
Each level is valuable on its own while building the primitives required for the next.
Chat
Work with an agent on a task, iterating together toward a solution that produces an artifact.
Long-running tasks
Create skills, tools, and context so the agent reliably produces artifacts with no human intervention.
Self-improving tasks
The agent observes failures, feedback, and validation results, then improves its own skills, prompts, and context.
Signal-triggered tasks
External events trigger agents to create, continue, or update work without a human starting every session.
Open access
Anyone can use an agent — including other agents and non-technical stakeholders. The agent becomes a team capability the entire organization can invoke.
Organizational intelligence
Agents delegate across scopes to produce changes that span multiple systems. A coordinating agent decomposes cross-cutting work and validates coherence across the whole.
Core Loop
Every session compounds
The feedback loop is the product. Every run makes the next run better.
Capture a session
Every agent interaction is recorded — goals, context, tool use, decisions, and outcomes.
Define goals and boundaries
Set what the agent is trying to accomplish, what it can change, and what counts as done.
Provide skills, tools, and context
Assemble the agent from team-specific knowledge and reusable capabilities.
Work toward an artifact
The agent iterates — reading context, writing code, running tests — and produces a concrete output.
Validate
Tests, review comments, deployment signals, and business outcomes validate the work.
Feed back and improve
Results flow back into the system. Skills, prompts, context, and routing all get better.
Example: Engineering Team
A developer works with the agent on a task, iterating together. The agent produces a PR.
The team builds up skills and context. The agent takes a task and reliably produces a PR by itself.
After review, the agent observes test failures and reviewer comments. It updates its own skills so future PRs are better.
A CI failure fires. The agent picks up the signal, investigates, and opens a fix PR without anyone starting a session.
A PM mentions a bug in Slack. The agent creates the task, designs a solution, produces a PR, monitors the release, and posts back that the fix is live.
A new capability requires changes across the control plane and runtime service. A coordinating agent delegates each piece and validates coherence.
Architecture
Built from five services
Each service has a clear responsibility. Together they form the platform for managed intelligence.
Flock App / CLI
UI for agent setup, MCP integrations, and sessions.
Aviary
Agent configs, skills, tools, and prompts.
Murmur
Session store. Durable record of sessions, artifacts, tool calls, feedback, and outcomes.
Harbor
Hosts MCP servers and serves as the central hub for third-party integrations.
Stratus
Cloud environment to run managed agents.
Agents that compound intelligence
Your organization understands things no competitor can replicate. Flockfly makes that understanding deeper every day.