This note records the architecture remediation pass that followed a top-down code audit of paperclip-aperture.
The goal was not cosmetic cleanup. The goal was to raise the ceiling of the system so the plugin would look disciplined to senior engineers reviewing it:
- fewer competing truths
- less hidden mutation
- better SDK utilization
- clearer ownership boundaries
- better replay/debug posture
The plugin now preserves a live ApertureCore session per company in the worker instead of reconstructing Core from the ledger on every read.
Why it matters:
- keeps runtime state stable
- reduces read-path churn
- makes future Core features easier to adopt cleanly
Key files:
src/aperture/core-store.tssrc/handlers/data.ts
The worker now builds the final Focus display snapshot, including live approval merging.
Why it matters:
- the UI, exports, and replay/debug flows now look at the same final attention view
- removes client-side view composition drift
Key files:
src/handlers/data.tssrc/aperture/approval-frames.ts
Approval reads and writes now go through a worker-side Paperclip adapter using the plugin SDK HTTP client.
Why it matters:
- removes browser-side host coupling
- keeps host integration logic behind a worker boundary
- uses the published Paperclip SDK more directly
Key files:
src/host/paperclip-approvals.tssrc/handlers/actions.tssrc/manifest.ts
Reconciliation is now cached in the worker and invalidated explicitly when new host facts land.
Why it matters:
- reduces hot-path recomputation
- gives document-backed review flows fresher updates without rebuilding everything on each UI poll
Key files:
src/aperture/core-store.tssrc/handlers/data.tssrc/handlers/events.ts
Read handlers no longer repair and persist state as a side effect of being queried.
Why it matters:
- makes mutation ownership clearer
- improves predictability for debugging and caching
Key files:
src/handlers/data.tssrc/handlers/shared.ts
The plugin now has a typed metadata reader for Focus-specific frame semantics.
Why it matters:
- reduces ad hoc record digging
- makes explainability and telemetry read from a stable contract
Key files:
src/aperture/contracts.tssrc/aperture/explainability.ts
The plugin-side frame merge logic now preserves Core lanes instead of re-scoring across lanes with a parallel ranking model.
Why it matters:
- keeps Aperture Core as the primary continuity and replay layer while the plugin owns host-native overlays explicitly
- reduces policy duplication inside the plugin
Key files:
src/aperture/frame-model.ts
The Focus UI was split so transport/view-model logic and chrome primitives no longer live in one giant file.
Why it matters:
- reduces team friction for future UI work
- makes it easier to reason about page composition vs shared view logic
Key files:
src/ui/chrome.tsxsrc/ui/focus-model.tsxsrc/ui/index.tsx
Issue intent analysis now carries explicit matched rule ids and richer reconciled metadata.
Why it matters:
- makes the heuristics more inspectable
- creates a better foundation for future evaluation and calibration work
Key files:
src/aperture/issue-intelligence.tssrc/aperture/reconciliation.ts
The test suite now covers worker-owned display merging, approval transport, cache invalidation, and trace/export behavior.
Why it matters:
- tests now protect the architecture, not just the happy path UI behavior
Key files:
tests/plugin.spec.tstests/frame-model.spec.ts
After the first remediation pass, the worker/runtime got a second hardening slice aimed at the scaling and credibility gaps that still stood out in review.
The worker now prunes idle company sessions instead of holding every live Core runtime forever, and the health data exposes the current session budget.
Why it matters:
- removes an obvious unbounded-memory failure mode
- makes multi-tenant behavior easier to reason about operationally
Key files:
src/aperture/core-store.tstests/core-store.spec.ts
Host-side reads for issues, comments, documents, and agents are now cached behind the worker, while summary/export flows can bypass that cache when they need fresh truth instead of fast display.
Why it matters:
- cuts reconciliation fan-out on hot UI paths
- preserves a trustworthy debug/export surface that does not hide behind TTLs
Key files:
src/aperture/reconciliation.tssrc/handlers/data.tssrc/handlers/events.tssrc/handlers/actions.ts
Issue-intelligence rules now have a small corpus-backed eval script that runs in CI.
Why it matters:
- converts the intent layer from "just regexes" into something with a pinned regression surface
- makes future heuristic edits auditable instead of vibes-based
Key files:
src/aperture/issue-intelligence.tsscripts/eval-issue-intelligence.tstests/fixtures/issue-intelligence-corpus.json.github/workflows/ci.yml
The repo now includes a clean script for local artifacts, exact-pins the Aperture Core dependency, and uses retries on worker-side approval reads.
Why it matters:
- narrows deterministic drift from dependency resolution
- makes local dev state and network flakiness less annoying
Key files:
package.jsonsrc/host/paperclip-approvals.ts
Failed mutations now restore the last durable attention envelope instead of blindly replaying whatever happens to be in memory, and worker health exposes whether any company session is in a faulted persistence state.
Why it matters:
- reconciled-only frames no longer disappear if a local write fails mid-flight
- operators and reviewers now have an explicit signal when persistence is unhealthy
Key files:
src/handlers/shared.tssrc/aperture/core-store.tstests/plugin.spec.ts
The composite attention envelope now has an explicit migration path from earlier schema versions instead of treating versioning as a single constant and a shrug.
Why it matters:
- future state format changes have a place to land cleanly
- older persisted envelopes can be upgraded instead of silently dropped
Key files:
src/aperture/persisted-state.tstests/persisted-state.spec.ts
The Focus UI now splits frame derivation, explainability rendering, and issue-comment composition into dedicated modules, and the unused Rollup build path has been removed.
Why it matters:
- future UI edits no longer require full-file context across all page concerns
- the repo now has one real build story instead of one active path and one ghost
Key files:
src/ui/index.tsxsrc/ui/frame-helpers.tsxsrc/ui/frame-explainability.tsxsrc/ui/issue-comment-composer.tsxpackage.json
Attention export and replay data now return bounded tail windows with explicit totals and truncation metadata instead of always dumping the full in-memory ledger and trace history inline.
Why it matters:
- keeps debug/export surfaces useful as histories grow
- reduces the pressure to solve full ledger compaction immediately just to keep exports sane
Key files:
src/handlers/data.tssrc/aperture/types.tstests/plugin.spec.ts
Telemetry and activity writes now retry a couple of times before giving up instead of failing once and disappearing into a warning.
Why it matters:
- transient host/API hiccups are less likely to punch holes in the operator audit trail
- low-noise observability stays useful without turning write failures into operator-facing errors
Key files:
src/handlers/shared.tstests/plugin.spec.ts
The repo now has a first-class verify pipeline, explicit bundle-size budgets, a dependency-review workflow for pull requests, and a contributor guide that documents the Paperclip/Core boundary directly.
Why it matters:
- the repo now enforces more of the expectations a reviewer would otherwise have to infer
- operational hygiene is less dependent on maintainer memory during release and review
Key files:
package.jsonscripts/check-bundle-size.ts.github/workflows/ci.yml.github/workflows/dependency-review.ymlCONTRIBUTING.md
The worker now exposes Aperture Core's own signal summaries, attention state, operator presence, and memory profile snapshots through Focus diagnostics/export data.
Why it matters:
- uses more of the live Core runtime we already keep warm per company
- makes offline debugging and architecture review less dependent on traces alone
Key files:
src/aperture/core-store.tssrc/handlers/data.tssrc/aperture/types.tstests/plugin.spec.ts
The Focus UI now forwards operator presence, active-item views, and context expansion back into Aperture Core through worker actions instead of keeping that evidence trapped in browser-local state.
Why it matters:
- Aperture Core now gets real interaction signals from the Focus surface without the plugin inventing more ranking policy
- the Paperclip/plugin/Core boundary stays cleaner: UI reports behavior, worker bridges it, Core owns the signal history
Key files:
src/handlers/actions.tssrc/aperture/core-store.tssrc/ui/use-focus-page-actions.tstests/plugin.spec.ts
The worker now exports a typed overlay report that compares the raw Core snapshot, the reconciled host-policy snapshot, and the final display snapshot.
Why it matters:
- reviewers can now see exactly what the plugin added, removed, or moved across
core -> reconciled -> display - the plugin's Paperclip-specific overlay stays explicit instead of hiding inside a fuzzy "smart attention engine" story
Key files:
src/aperture/overlay-diagnostics.tssrc/handlers/data.tssrc/aperture/types.tstests/plugin.spec.ts
This pass produced five concrete gains:
-
One closer-to-canonical attention view The operator surface, export path, and reconciliation output now line up more cleanly.
-
Lower operational risk The browser is no longer responsible for host approval transport or final attention composition.
-
Better SDK leverage Aperture Core remains the continuity and replay substrate. The Paperclip plugin SDK now handles more real integration work through worker-side HTTP, config, telemetry, and streams.
-
Better performance posture Reconciliation is cached and invalidated intentionally instead of being rebuilt and persisted through read handlers.
-
A more reviewable codebase The system is easier to explain: worker owns state and host adaptation, Core owns continuity and attention mechanics, UI owns presentation.
On top of the remediation pass, Focus now uses Aperture Core's operator engagement support to hold the current now item steady briefly while the operator is actively interacting with it.
Current triggers:
- opening
Show context - opening the inline comment composer on the active item
Why it matters:
- the current focus item feels calmer while someone is actively working it
- the new live Core session architecture now pays off in a directly visible way
The remediation pass was validated with:
pnpm typecheckpnpm testpnpm eval:issue-intelligencepnpm build- a live local Paperclip smoke test with the branch build installed and rendering through the real host UI
This pass did not try to:
- redesign the product surface
- replace Aperture Core policy with plugin policy
- move everything to
SourceEvent - add a large new UI shell
It was intentionally focused on runtime integrity, ownership boundaries, and codebase quality.