Use cases

Use Bilinc anywhere agent memory becomes operational.

The first win is simple: stop treating memory as a loose pile of similar text. Give agents a state layer they can recall, revise, audit, and recover from.

Adoption paths

Choose by workflow, not by buzzword.

Codex, Claude Code, Cursor, and repo-aware assistants.

Coding agents

Recall architecture decisions before risky edits and preserve sprint outcomes after the run.

Use agent recipes

Long-running research, source review, and synthesis workflows.

Research agents

Commit source-backed findings, track contradictions, and keep a reusable audit trail.

Read recall model

Agents that operate against users, projects, billing, or operations data.

Stateful product agents

Treat memory as a state plane with typed writes, rollback, and explicit failure handling.

Open SDK docs

Small teams sharing agent/project state across operators.

Team memory

Use hosted API keys, workspaces, audit history, and billing-backed entitlements.

Review billing

Production agent systems where bad state can create downstream work.

Incident recovery

Snapshot before risky runs, inspect diffs, and roll back known-bad memory.

Operations docs
Workflow

The loop stays the same across agents.

Recall

Load prior decisions, constraints, and known incidents.

Commit

Save durable facts, preferences, outcomes, and procedures.

Revise

Handle contradictory state without silent overwrite.

Recover

Snapshot, diff, and roll back when the run goes wrong.

Boundary

Cloud SDK first. Upgrade when the team needs it.

Bilinc 2.0 starts with a cloud-only SDK and 7-day trial. Paid Cloud is for API keys, team operations, retention, audit, support, and production readiness.