Seam plugs into your existing agent frameworks and enterprise systems. It handles the four operations that determine whether your agent deployments are trustworthy at scale — and gets smarter with every session it runs.
These are the operations agent frameworks don't handle and enterprise systems aren't designed for. Seam handles them — and only them. Each session is a closed loop that feeds the next one.
Multi-agent decisions in bounded, policy-enforced sessions. Proposals, votes, commitments — explicit, binding, sealed. The session closes with a terminal outcome, not a convention in your code.
Structured cognitive state — typed segments, content-addressed, budget-aware — carried across agent boundaries with provenance intact. Agents know what they know. And can prove it.
Challenge-response handshake before any operation. Identity verified, capabilities attested, trust level assigned as a first-class output — not checked as an afterthought.
Every session sealed as a hash-chained, append-only record, version-locked to the exact policy in effect. Six months later: replay, not reconstruct. Compliance gets proof, not logs.
Every agent interaction that passes through Seam is a session. Each stage is explicit, observable, and policy-enforced. None of it lives in your code.
The requesting agent declares its identity and capabilities. Seam challenges it — the agent responds with proof. Policy evaluates. A trust level is assigned: untrusted, sandboxed, trusted, or privileged. The precondition for every operation that follows.
Seam resolves the agent's context from the graph — typed segments ranked by priority, compressed to fit the token budget. Each segment content-addressed and traceable to its source. The agent knows what it knows. Months later you can prove it.
Seam dispatches tasks to agents in parallel or sequentially per your workflow. Retries, timeouts, circuit breakers, and heartbeat monitoring are handled by Seam. Your code declares what needs to happen. Seam handles every failure mode.
When multiple agents need to agree on an outcome, Seam opens a decision session — declared participants, coordination mode, and policy. Agents propose, evaluate, and vote. The commitment is terminal and enters the audit record immediately. Seam records which policy governed this session — and waits for the outcome.
When the session closes, Seam seals it — a hash-chained, append-only record, version-locked to the runtime config and policies in effect. When the outcome arrives — minutes, hours, or days later — the loop closes: Seam's confidence in the governing policy updates, and the next session in the same context class benefits.
A closed learning loop runs underneath every session. The runtime that executes your agent workflows is the same runtime that learns from their outcomes — improving coordination quality, context calibration, and routing decisions continuously. Not in a training run. Not after a model deployment. After every outcome.
Most enterprise infrastructure is static. The same rules that governed the first decision govern the ten-thousandth. Seam is different: coordination gets smarter, context resolution gets better-calibrated, and trust policies self-tune — all from session outcomes, in your environment, specific to your workflows.
After 12 months: a system calibrated across tens of thousands of confirmed outcomes in your specific environment. Unavailable to any competitor. Impossible to replicate without running the same decisions through the same feedback loop for the same duration.
Full learning architecture →Seam's coordination, context, and identity layers are built on three protocols we designed and released under Apache 2.0 — our contribution back to the agent ecosystem. The specs are open. Anyone can implement them. Seam is our production implementation.
Works alongside LangChain, LangGraph, CrewAI, AutoGen, Temporal, MCP, A2A, and ACP. Integrates with Snowflake, Databricks, Okta, AWS IAM, Postgres, Kubernetes, and OpenTelemetry.
We scope, integrate, and operate Seam directly with your engineering, security, and compliance teams. Your infrastructure. Your policies. Your data plane.
Talk to us →One product. One integration. Gets smarter with every session it runs.
Seam · zer07 Labs · Private beta 2025