Same product. Two critical wounds.
Neutral, interoperable memory mends both.
Your agent can't fix what it never learned.
The same institutional memory that grounds your coding agents also powers autonomous PR review. Decisions, constraints, and rationale extracted from tickets, commits, review comments and merged PRs, instead of generic LLM guesses, so implementation and merge stay aligned.
You're a senior engineer. You ask Claude to wire entitlement checks into generative search citations. Without us, the agent confidently clones infrastructure your org already has. With QuarkMemory MCP, it builds upon systems you actually run.
You're a technical manager clearing blockers for a team shipping citation gating. Generic review bots miss org constraints buried in merged PR history. QuarkMemory posts line-anchored reviews grounded in decisions, constraints, break-risk, and past human review threads — so merges ship conflict-free instead of looping on facts your org already settled.
feat(composer): gate broker citations at render time #318
| 41 | 41 | def render_citations(self, broker_id: str, chunks: list) -> list: | |
| 42 | 42 | if not self._guard.has_seat(broker_id): | |
| 43 | + | log.debug(f"broker_id={broker_id} denied seat") | |
| 44 | + | return [] # safe mode: strip all citations | |
| 43 | 45 | return self._masking.apply(chunks) |
broker_id in composer paths (PR #2291). Empty citations break compliance dashboards; degraded mode must return masked citations, not []. Bot missed both. Third review round.Shipping requirements just got a whole lot faster.
You're a product manager. You ask for a broker research entitlements PRD. QuarkMemory frames the draft within the context of what your org has already discussed, decided, sprinted and implemented. No PM is going to manually reconcile Slack, old PRDs, or eng threads before v1 leaves your desk. We will.
New entitlement data model with license expiration tracking — org already has entitlements.
Admin interface to grant/revoke broker access, bulk import, self-service view — config is out of band.
Dedicated entitlements microservice between search engine and citation DB. PostgreSQL + Redis + 7-year audit store.
Entitlement check <50ms p95. 99.9% uptime SLA. 10,000 checks/sec. Zero licensing violations.
17-week greenfield build across 5 phases — eng reaction: "We already have this. Why rebuild?"
Evaluate org-wide broker entitlements before broker content in generative results/citations.
Resolve seat-level entitlements before generative summarization begins.
Block/mask broker material when seat lacks entitlement — not after answer is composed.
Sentence-level citation gating at render time — flagged in trust summary, not presented as settled fact.
Do not replace subscription ingestion or admin entitlement configuration workflows.
Grounded vs new vs needs-eng-input separated. Validation gate blocks ungrounded precise metrics before "ready to share."
It doesn't matter what your role or task is in your enterprise. We're here to make it better.
See us on your stackMemory that ships with your agents.
Decision lineage for code. Org truth for requirements. One graph, every persona.