LLM and AI Teammate Design Examination

The examination corrects the design to describe the pinned implementation, including its partial failures and prototype boundaries. All fifty-seven design artifacts and the module responsibility text received an OpenAI final wording pass. Verification corrections were committed before the corresponding artifact rewrite, so the factual changes and final wording remain independently reviewable.

Examination Baseline

The authoring conventions, design templates, module charter, planning records and source references supplied the baseline. The requested design brief is absent, and the planning records remain draft with proposed product intent; examination therefore does not establish planning approval. Observed implementation remains evidence rather than approval, and no planning artifact was edited.

Direct source references and literal symbol anchors were checked against the pinned repositories, with eighty-four distinct directly referenced source files opened and no missing direct source path or unresolved literal symbol anchor remaining. Aggregate source references were examined through their relevant declarations and services. Behavioral conclusions come from source inspection; the examination did not execute provider calls, database fault injection, source integration suites or browser suites.

Coverage

Subject	Examined coverage	Limit
Domain objects	5 objects, 47 invariant rows	Logical objects retain their concept numbers.
Physical persistence	12 tables and 2 reporting views represented	Prototype conversations and projects use process memory; captured content uses object storage.
State models	8 models, 59 transitions	Four supported prototype transitions were added; these models are semantic rather than owned cloud state machines.
Workflows	15 workflows, 81 hops	Failure, concurrency and idempotency claims were qualified to implementation.
Platform operations	28 declared HTTP operations and 6 internal contract entries	Native access and permission declarations checked; all represented in the foundation contract.
Console operations	10 method-and-route entries	All represented; their retained contract labels are not native declared operation identifiers.
Scheduled and queued work	1 hourly schedule and its delivery dead-letter queue represented	No module-native work queue consumer or cloud state machine found; organization provisioning invokes an externally owned state machine.
Screens	7 implemented pages, panels or cards and 1 planned customer page	Planned customer UI is not counted as implemented coverage.
Decisions	17 records	Reservation policy intent was downgraded; origins and existing decision references retained.
Inference	2 local operations for the declared query-generation question and the undeclared general-reply question	No missing distinct model question found; duplicate query ownership across modules remains open.
Publication and extensions	Every operation has a Submissions publication disposition; all 5 objects declare no custom fields	No registration or publication binding was inferred from naming.
Responsibilities	1 module row and its prose	The operation inventory now matches both service contracts; other module content is preserved.

Changes by Artifact

Every artifact body and its applicable statement, meaning, intent, action, failure, purpose, alternative and consequence text was rewritten. Stable identifiers, evidence pins, source references, provenance, enforcement locations, operation labels and permissions were retained except for the explicit verification changes below.

Artifact	Examination and final-text change
SVC-PFM-LLM-console-agent	Kept ten method-and-route labels; clarified prototype access, ownership and absent native operation identifiers. Final prose rewritten and committed separately from verification.
SVC-PFM-LLM-llm	Verified twenty-eight declared HTTP operations and six internal entries; added inference and qualified publication and notices. Final prose rewritten and committed separately from verification.
ADR-PFM-LLM-001	Clarified the shared Platform boundary and the direct-console exception. Final prose rewritten and committed separately from verification.
ADR-PFM-LLM-002	Downgraded reservation policy intent to proposed; retained decision origins. Final prose rewritten and committed separately from verification.
ADR-PFM-LLM-003	Qualified settlement and cleanup guarantees against observable failure windows. Final prose rewritten and committed separately from verification.
ADR-PFM-LLM-004	Explained delayed recovery and the unresolved charge basis. Final prose rewritten and committed separately from verification.
ADR-PFM-LLM-005	Qualified independent catalogue publication and cache behavior. Final prose rewritten and committed separately from verification.
ADR-PFM-LLM-006	Explained local monthly periods without approving defaults. Final prose rewritten and committed separately from verification.
ADR-PFM-LLM-007	Explained time-windowed, immutable grants and read-time evaluation. Final prose rewritten and committed separately from verification.
ADR-PFM-LLM-008	Qualified atomic audits to the supported control paths. Final prose rewritten and committed separately from verification.
ADR-PFM-LLM-009	Explained changed updates versus identical no-op version checks. Final prose rewritten and committed separately from verification.
ADR-PFM-LLM-010	Qualified per-write ceilings and missing replay protection. Final prose rewritten and committed separately from verification.
ADR-PFM-LLM-011	Replaced guaranteed delivery with bounded claims and unresolved recipient policy. Final prose rewritten and committed separately from verification.
ADR-PFM-LLM-012	Qualified capture attempts, grant-gated reads and lifecycle retention. Final prose rewritten and committed separately from verification.
ADR-PFM-LLM-013	Explained UTC rollups, blocked progress and reporting limitations. Final prose rewritten and committed separately from verification.
ADR-PFM-LLM-014	Kept customer credit language separate from HQ monetary detail. Final prose rewritten and committed separately from verification.
ADR-PFM-LLM-015	Explained the absence of declared custom fields. Final prose rewritten and committed separately from verification.
ADR-PFM-LLM-016	Explained the absence of Submissions publication bindings. Final prose rewritten and committed separately from verification.
ADR-PFM-LLM-017	Explained prototype boundaries and the unresolved durable Platform design. Final prose rewritten and committed separately from verification.
IOP-PFM-LLM-001	Explained direct general replies, free-text output, missing evaluation suites and SDK uncertainty. Final prose rewritten and committed separately from verification.
IOP-PFM-LLM-002	Added foundation and workflow callers; explained query output validation and duplicate cross-module ownership. Final prose rewritten and committed separately from verification.
DOM-PFM-LLM-001	Separated request bookkeeping from allowance movement; qualified terminal status and local identity. Final prose rewritten and committed separately from verification.
DOM-PFM-LLM-002	Qualified independent catalogue appends and cache refresh behavior. Final prose rewritten and committed separately from verification.
DOM-PFM-LLM-003	Qualified optimistic updates, correction concurrency and supported mutation boundaries. Final prose rewritten and committed separately from verification.
DOM-PFM-LLM-004	Explained derived reporting ownership, progress and calendar boundaries. Final prose rewritten and committed separately from verification.
DOM-PFM-LLM-005	Qualified prototype identity, mutable scope, restart loss and unsupported isolation. Final prose rewritten and committed separately from verification.
SCR-PFM-LLM-001	Explained the custom conversation page, real controls and prototype limitations. Final prose rewritten and committed separately from verification.
SCR-PFM-LLM-002	Explained the embedded assistant, scoped actions and partial failure states. Final prose rewritten and committed separately from verification.
SCR-PFM-LLM-003	Removed the nonexistent costliest-task entry and qualified dashboard summaries. Final prose rewritten and committed separately from verification.
SCR-PFM-LLM-004	Explained implemented request filters, paging and permission gating. Final prose rewritten and committed separately from verification.
SCR-PFM-LLM-005	Explained capture presentation and disabled evidence controls. Final prose rewritten and committed separately from verification.
SCR-PFM-LLM-006	Removed rendered-duration and dashboard-entry claims; qualified associated requests. Final prose rewritten and committed separately from verification.
SCR-PFM-LLM-007	Kept only implemented disabled limits and grant controls; recorded planning disagreement. Final prose rewritten and committed separately from verification.
SCR-PFM-LLM-008	Kept the customer dashboard explicitly planned with no implemented route claim. Final prose rewritten and committed separately from verification.
STATE-PFM-LLM-001	Corrected dispatch timing, settlement outcomes and cleanup failure windows. Final prose rewritten and committed separately from verification.
STATE-PFM-LLM-002	Corrected the hourly cadence and preceding-seven-day drift window. Final prose rewritten and committed separately from verification.
STATE-PFM-LLM-003	Qualified capture retries and independent object lifecycle expiry. Final prose rewritten and committed separately from verification.
STATE-PFM-LLM-004	Removed atomic publication and cached-row existence guarantees. Final prose rewritten and committed separately from verification.
STATE-PFM-LLM-005	Separated derived display status from admission and organization switches. Final prose rewritten and committed separately from verification.
STATE-PFM-LLM-006	Qualified exhausted delivery attempts, expiring claims and overlapping senders. Final prose rewritten and committed separately from verification.
STATE-PFM-LLM-007	Explained immutable grants and time-derived activation without invented transitions. Final prose rewritten and committed separately from verification.
STATE-PFM-LLM-008	Added four supported empty or archived conversation transitions and qualified restart loss. Final prose rewritten and committed separately from verification.
WF-PFM-LLM-001	Added query inference linkage; corrected tool-loop and cleanup failure handling. Final prose rewritten and committed separately from verification.
WF-PFM-LLM-002	Explained task grouping, closure, drift cadence and interruption recovery. Final prose rewritten and committed separately from verification.
WF-PFM-LLM-003	Qualified independent appends, existing rate effects and cached lookup recovery. Final prose rewritten and committed separately from verification.
WF-PFM-LLM-004	Separated schedule delivery failures from execution failures and recovery charging. Final prose rewritten and committed separately from verification.
WF-PFM-LLM-005	Qualified delivery claims, retry exhaustion and overlapping sends. Final prose rewritten and committed separately from verification.
WF-PFM-LLM-006	Qualified blocked progress and the zero lag metric before the first progress mark. Final prose rewritten and committed separately from verification.
WF-PFM-LLM-007	Qualified no-op version checks and conflicting first inserts. Final prose rewritten and committed separately from verification.
WF-PFM-LLM-008	Explained time-windowed grants, atomic audits and non-idempotent repeated writes. Final prose rewritten and committed separately from verification.
WF-PFM-LLM-009	Qualified unlocked refund eligibility and concurrent correction limits. Final prose rewritten and committed separately from verification.
WF-PFM-LLM-010	Explained pre-read evidence grants, capture availability and audit boundaries. Final prose rewritten and committed separately from verification.
WF-PFM-LLM-011	Kept external organization lifecycle ownership distinct from module workflows. Final prose rewritten and committed separately from verification.
WF-PFM-LLM-012	Explained derived reads, separate calendar boundaries and unavailable signals. Final prose rewritten and committed separately from verification.
WF-PFM-LLM-013	Explained direct general replies, unestablished SDK defaults and append failures. Final prose rewritten and committed separately from verification.
WF-PFM-LLM-014	Explained scoped query refinement and application-before-history failure windows. Final prose rewritten and committed separately from verification.
WF-PFM-LLM-015	Explained read-only refusal diagnosis, stable snapshots and independent current reads. Final prose rewritten and committed separately from verification.

The responsibility inventory now enumerates the forty-four operation entries rather than grouping console routes and omitting the provider resolver. Its ownership and delegation text was rewritten within this module only. The module registry status is now design examined; that status records this review rather than product approval.

Structured Verification Changes

Field or structure	Correction
Admission decision design_intent	confirmed became proposed because the cited work plan does not approve the present reservation policy.
Foundation contract inference	Added the existing query-refinement inference reference.
Request workflow inference	Added the existing query-refinement inference reference.
Query-refinement called_by	Added the foundation service and request workflow caller references.
Prototype state transitions	Added empty archive, empty delete, empty rename and archived append, each with source and provenance.
Catalogue publication consistency	Changed transactional to eventual to match separately committed appends.
Responsibility operation inventory	Added the missing resolver and enumerated all ten retained console route labels.
Findings and identifier allocation	Allocated twelve new examination findings; existing identifiers remain unchanged.

Other corrections change factual prose rather than evidence metadata: dispatch precedes provider construction; request settlement does not prove allowance movement; notice leases permit slow overlapping sends; refund validation is unlocked; identical limit updates bypass changed-write version checks; capture expiry has independent lifecycle conditions; and several draft screen displays do not exist. The inference metadata keeps the selected models, task names and smoke-suite availability unchanged. Proposed smoke scenarios describe required proof rather than completed tests.

Open Disagreements and Decisions

Finding	Unresolved concern
FND-PFM-LLM-039	Catalogue append failures and warm-cache limits need operational acceptance proof.
FND-PFM-LLM-040	Tool-loop recording failures and terminal accounting require fault-injection proof.
FND-PFM-LLM-041	Exhausted notices and overlapping senders require an explicit delivery policy.
FND-PFM-LLM-042	The shared query-generation question needs one canonical inference home across modules.
FND-PFM-LLM-043	Present reservation policy needs product approval independent of foundation work approval.
FND-PFM-LLM-044	Planning describes a correction control absent from the implemented organization card.
FND-PFM-LLM-045	The missing brief and unapproved planning baseline prevent an approval conclusion.
FND-PFM-LLM-046	Prototype lifecycle completeness is corrected; durable identity and scope ownership remain deficient.
FND-PFM-LLM-047	Concurrent refunds can preserve more correction value than capacity actually returned.
FND-PFM-LLM-048	Draft dashboard navigation and task-duration displays were unsupported.
FND-PFM-LLM-049	Effective general-reply SDK retry and timeout defaults remain unknown.
FND-PFM-LLM-050	Console contract labels must remain distinguishable from native operation identifiers.

Earlier findings remain open, particularly direct unmetered replies, shared prototype memory, recovery charging, duplicate cleanup release, capture-status failure accounting and interrupted threshold recording. Existing product questions already cover exhaustion, recipients, prototype access, recovery charging and notification integration; this examination does not re-decide them. A blocked first reporting run can also report zero lag before any progress mark exists, so the reported metric is not proof of healthy processing.

Validation

Dependency installation and the corpus acceptance check completed successfully with zero errors. All four repository tests passed. These checks establish corpus conformance and checker behavior; they do not establish provider reliability, live notification delivery, browser acceptance or database concurrency guarantees.

Verdict for Andrew

The corrected design is a faithful source-inspected account of the module at the pinned commits, with unapproved choices and unresolved implementation gaps kept visible. Its weakest areas are accounting under partial failure, bounded notification recovery and the shared, unmetered conversation prototype. Before implementation preparation, decide planning approval, exhaustion and recovery charging, notification policy, canonical inference ownership and the durable access boundary for Jazz AI.