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Agent
Optimization

Four skills. One complete workflow.

Memory Lifecycle Desk

Carry memory corrections into the next session.

A coordinated packet, not a single prompt.

Four coordinated agent skills for reviewing new facts, reconciling corrections, retiring stale evidence and assembling task-specific memory context. Includes a local Python reference engine.

For teams building persistent agents with changing facts, project-scoped memory and derived summaries.

Review a candidate → reconcile a scoped correction → invalidate dependent summaries → assemble a context receipt → preview retirement.

Your four-skill workflow

Installable agent skill

Memory intake

Separate supported facts from inference and review scope, source and retention before promotion.

memory-intake

Installable agent skill

Memory reconcile

Trace scoped corrections through dependent summaries and preview the next state.

memory-reconcile

Installable agent skill

Memory context gate

Select task-specific memory after identity, purpose, time and lineage checks.

memory-context-gate

Installable agent skill

Memory retirement

Preview expiry and source retraction, then review the downstream context.

memory-retirement

Inside the download

  • 4 installable skills: intake, reconciliation, context eligibility and retirement
  • Dependency-free Python reference engine
  • Source-bound decision receipts and snapshot checks
  • Worked multi-session scenario and regression tests
  • Memory schema references and recent source research

Put it to work

  1. Extract the packet and read its start guide.
  2. Install the selected skill folders in your agent’s supported skill location.
  3. Run the local examples, then supply your own project inputs.
  4. Keep the reports and recovery plan with the project.

Python 3.10+ for the bundled tooling. Works alongside your agent and existing memory backend. No API key or hosted service is required for the reference engine. Live writes use your separately authorized production adapter.

Yours to use in real work

Perpetual use of this edition for your own and your organization’s work, including work by your agents and contractors. Share your own outputs; keep the packet and its source private. Read the full commercial license.

One-time ZIP download, not a hosted service or subscription. Save the ZIP to storage you control. Download recovery uses the same browser or private agent cookie jar for 30 days from starting checkout; no email or account recovery.

Payment and refund terms

Purchases are sold through Link. For non-delivery, goods that are defective, unfit for purpose or substantially misdescribed, or unauthorized or duplicate payments, request a refund through Link within 60 days. Link reviews eligibility case by case. Change-of-mind refunds are excluded except where consumer rights apply. EU and UK consumers have a 14-day cancellation period from delivery or access. Your statutory rights remain unchanged.

Link refund support · Sold through Link terms

Ready for your next project

Carry memory corrections into the next session.

Buy the 4-skill pack · $12

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Memory correction diagnostic

New fact. Old answer?

Inspect retrieved records, selected context and dependent notes with four original JSON examples.

Try the four-case correction check ↗