Intermediate · About 25 minutes with practice

Give memory a source and a lifespan

Distinguish working context, durable knowledge and reusable skills; preserve evidence when memory changes.

Make this yours

A memory policy and an inspectable record with provenance, expiry and correction behavior.

Start with your own answer ↓
Speculative Academy artwork: the hall of accountable memory.
Imagined world · The hall of accountable memory

A moment before the explanation

Why should a transcript not automatically become durable knowledge?

Give yourself a first answer, even if it is incomplete. Keep it in mind as you read—or write it in your field note.

01

Separate memory by the job it does

Working context holds what a task needs now. A checkpoint records enough state to resume work. Episodic history records what happened. Semantic memory holds claims worth reusing. Procedural memory stores how to do something. These can share infrastructure while retaining different lifecycles and access rules.

For a research assistant, an unfinished search query belongs in working state. A source-backed naming convention may become semantic memory. A reviewed procedure for comparing announcements belongs in a skill. Saving every transcript into one searchable bucket blurs these distinctions and makes correction difficult.

02

Store why you believe a claim

A useful record has a stable identifier, claim, evidence reference, owner, observed time and review condition. Add a privacy class and a retention rule. If a policy changes, keep the relationship between the old and new records so a later reader can reconstruct why the answer changed.

The SIS work-graph architecture separates event history from promoted memory. Its memory-provider contract distinguishes a shared or remote provider from a heavyweight process created for every agent. Read these as concrete design artifacts. Do not infer that a documented provider is configured in your own environment.

03

Test recall, contradiction and forgetting

Ask whether retrieval returns the right evidence for a question, not merely a semantically similar paragraph. Plant two dated contradictory facts in a synthetic collection. Does the system identify their time scope, or blend them into one confident answer?

Then test deletion and expiry. A removed record may survive in caches or derived indexes unless the system propagates the change. Document what is canonical, what can be rebuilt and how forgetting is verified. A memory system becomes trustworthy through those observable behaviors, not through how many notes it holds.

Inspect a small knowledge graph

Follow the claim back to evidence.

Claim · release-date

The draft states a release date. Its identifier stays stable so evidence and revisions can refer to the same claim.

Supported by
source:announcement-a
Included in
artifact:digest-v1
Confidence
Requires source inspection

The arrows are a simplified reading path. The records expose the actual relationship names.

A worked example · Illustrative

A durable memory record

{
  "id": "research.source-rule.v1",
  "claim": "Material claims need a dated primary source",
  "evidence": "public-method.md#source-policy",
  "observedAt": "2026-09-15",
  "owner": "practice-team",
  "visibility": "public-example",
  "reviewWhen": "source policy changes",
  "supersedes": null
}

Put the idea to work

Your practice

  1. Sort five example records into working, checkpoint, episodic, semantic or procedural memory.
  2. Write evidence, ownership and retention fields for one durable claim.
  3. Introduce a newer contradictory record and define how both remain interpretable.
  4. Describe a deletion test covering the canonical store and derived index.

Make the idea available when you need it

Your field note

Keep your first answer, make an artifact and try the idea somewhere new. Save only what you want stored on this device.

Check one distinction

A retrieved note is relevant but has no source and conflicts with a newer record. What should happen?

Take this practice into your own agent.

Copy a coaching brief, then choose your host in the Academy installer.

Choose a host ↗

Your text stays in this page until you save or export. Local saving can be unavailable in restricted browsers. Curriculum 2026-09-15.1. Import, export and browse your notebook ↗

Follow the evidence further

Primary sources & deeper study

Selected 15 September 2026. Provider docs govern current setup; older courses and engineering articles provide foundations.

Starlight Intelligence System · Versioned source

Operational work graph

Event identity, proof gates, provenance and memory promotion. Read as an architecture contract.

Starlight Intelligence System · Versioned source

Memory provider adapter contract

Shared memory interfaces, provider capabilities and resource boundaries.

Nous Research · Official documentation

Hermes Agent documentation

Setup, tools, memory and reusable skills; distinguish these from changing model weights.

Take the method into your work

Keep the policy in a practice artifact
Another question to follow

Design loops that know when to stop