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Product updateContext engineering

The context layer: One source of truth for every agent

A shared context layer keeps product intent, decisions, and evidence available to every human and agent without another round of re-explanation.

Layered agent networks converging on a shared context source

A shared trace connects every agent to the same product context.

Product work rarely fails because a team lacks documents. It fails because the reasoning behind those documents is scattered across calls, tickets, prototypes, and individual agent sessions.

Today we are introducing the SteerFlow context layer: one evidence-linked source of truth that remains available as work moves from product intent to production.

Context should travel with the work

A requirement without its source is only a statement. The context layer preserves the decision, the evidence that shaped it, and the phase where it became relevant.

When a product manager changes direction, downstream agents can see what changed and why. Designers and engineers work from the same trace instead of reconstructing intent from a handoff.

Built for multi-step product work

SteerFlow organizes context around product phases rather than isolated prompts. Research, planning, design, implementation, and validation remain connected as one production-grade workflow.

The result is less repetition, fewer silent assumptions, and an audit trail the whole team can inspect.

One layer, many agents

Every agent can contribute within its specialty while remaining grounded in the same product source of truth. Context is not copied into another session and allowed to drift. It is referenced, updated, and traced.

That is the operating model behind SteerFlow: one context layer, zero information loss.