BlynxAUTOMATIONS
Give each agent a clear job, the right tools, and a defined way to prove its work is ready.
An invoice agent receives a batch of bills, access to the purchase-order system, and a checklist for matching amounts before preparing a payment review.
Package the role instructions, allowed tools, file workspace, input schema, and checks into a versioned run configuration. Save intermediate artifacts and stop the run when its time, cost, or retry budget is reached.
Passing the checks prepares the work for review; it does not grant permission to make a payment.
The current task brief, selected sources, draft state, and unresolved questions.
One task or iteration; checkpoints carry forward only the details needed to resume.Retrieve within the assigned customer, project, and role; cap the context size and rebuild it when source versions change.
What a run attempted, the artifacts it produced, check results, and reviewer decisions.
Retained under the project’s documented audit schedule, with sensitive content removed when due.Keep timestamped, version-linked records; treat past attempts as evidence, never as new instructions.
Approved product facts, company policies, customer preferences, and reference notes with source links.
Until the source is superseded, its review date passes, or its access permission expires.Filter retrieval by role, project, and access permissions; review proposed additions before they become shared knowledge.
Approved checklists, tool recipes, operating procedures, and prompt configurations.
An approved version stays active until a reviewed replacement passes regression checks.Agents may propose revisions; a responsible owner approves promotion and can roll back to the prior version.
Links among customers, projects, people, contracts, assets, and the permissions that connect them.
Dated records remain useful while the relationship is valid and follow the organization’s retention rules.Use authoritative records with scoped access; missing or conflicting ownership and permissions go to a person for resolution.
The workflows are Blynx concepts. These primary sources explain the engineering techniques behind them.
A persistent plan, progress artifacts and testing help an agent continue useful work across separate sessions.
Context selection, compaction, durable notes and focused subagents are different ways to manage long-running work.
The original technique repeatedly works from a specification and checks the result. Blynx’s creative examples adapt that idea with finite budgets, review gates and explicit stopping rules.
LoRA trains a smaller set of added weights to adapt a model. A creative workflow still needs an appropriate dataset, usage rights and evaluation.
Evaluate outcomes and inspect execution traces with task-specific checks. A model’s own quality score is not sufficient evidence that a process improved.
Control depends on the model, harness, tools and environment together. Distinguish actions an agent may take from those requiring a person’s approval.
The dotted canvas and connected cards informed this original Blynx interface.