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IXGATE THE WORK

Close the Learning Loop

Use Beads for the work trail and a reviewed LLM wiki for reusable, source-linked knowledge.

Rule

Keep two ledgers with different jobs. Beads records the work, acceptance, decisions, and evidence. A reviewed LLM wiki records the smaller set of explanations and patterns worth reusing. Link them so every durable claim has a trail back to the work that tested it.

The model does not learn because a session ended. An LLM can draft a wiki page, propose links, and flag stale material. Review decides what the page may claim. A later task links the page when it is relevant.

The Two Ledgers

SurfaceWhat it recordsQuestion it answers
BeadsIntent, acceptance, dependencies, status, decisions, and evidenceWhat are we doing, and what happened?
Reviewed LLM wikiSource-linked explanations, patterns, decisions, and maintenance notesWhat should a future session know, and where did it come from?

An issue tracker alone scatters reusable knowledge across closed work. A wiki alone can become a polished story detached from the evidence. The link between them makes the record inspectable.

Put It to Work

  1. Start with a bead or another durable intent source that names the work and acceptance.
  2. Run the implementation and record the result next to the original intent.
  3. Promote a lesson only when it generalizes beyond that task.
  4. Make the wiki page cite the bead, commit, verdict, or other source that supports it.
  5. Link the relevant page from a later bead before implementation starts.
  6. Open repair work when the page proves stale or wrong.

Most sessions should not create a wiki page. Good candidates prevent a repeated mistake, preserve an architectural decision, or document a procedure another operator must run. Transcript dumps, status updates, and unsupported hunches stay out.

Where AgentOps Fits

AgentOps runs the binding work loop: Plan fixes the intent, Implement builds one bounded candidate, and a fresh Validate context judges the same acceptance and evidence. It writes a durable verdict and stops.

The wiki is optional later work. It may inform a future plan, but it cannot change the verdict for the current candidate. This boundary keeps reusable knowledge useful without turning it into a second source of truth.

Failure Signal

  • A wiki page has no source or review date.
  • Every session creates another page, including one-off status notes.
  • Closed beads contain repeated lessons that nobody can find.
  • A future task loads the whole wiki instead of linking the small relevant slice.
  • A stale page remains authoritative because there is no repair path.

Done Looks Like

A later bead links one reviewed page, that page cites the work that supports it, and a named repair path exists if the guidance stops being true.