Roadmap

Trust signals, phase by phase.

knowledgev8 speaks OKF — the Open Knowledge Format — today, and is adopting the v0.2 trust-signal vocabulary: machine-readable answers to "who wrote this, who checked it, and is it still true?" The roadmap also tracks the operational company-brain surfaces around Workspace, Connectors, Workforce, and Review. Near-term public work is summarized below; detailed sprint planning is kept private.

Phases, not dates. We ship when it's right, not when a quarter ends. Everything under "Shipped" is live in the product today.
Shipped

Live in the product today.

The trust foundation the beta runs on — none of this is aspirational.

Curation lifecycle

Every concept moves through draft → reviewed → authoritative → deprecated. Deprecated concepts drop out of retrieval and the graph, but stay preserved in export history.

status

Human-gated promotion

Agent-generated knowledge always lands as a draft. Only a person can promote it — generated is never the same thing as verified.

generated ≠ verified

Source lineage

Every curated concept records the document or URL it was distilled from, with connector-level provenance across all nine connectors.

Staleness detection

Source changes are tracked and affected concepts land in a re-curation queue, so drift gets caught instead of quietly served.

OKF bundles

Lossless export/import round-trip of your whole knowledge base as OKF bundles — unknown fields are preserved, not dropped.

okf_version: 0.2

OKF v0.2 emission

Exported bundles carry the v0.2 trust-signal vocabulary — generated, verified, sources, and status — so trust travels with the knowledge.

okf_version: 0.2

Permission-fenced retrieval

Retrieval is scoped to what the asking human can see, PII masking keeps sensitive values out of the brain, and every access is audit-logged.

Provenance on every concept page

See exactly where each concept came from — the source document, connector, and distillation trail — right on the concept page.

Verified-by records in the UI

Who promoted a concept and when, surfaced next to the concept itself instead of buried in the audit trail.

verified {by, at}

In-app feedback channel

Tell us what's wrong (or right) without leaving the product — beta feedback routes straight to the team.

Trust-tier filtering in retrieval

Ask for answers drawn only from human-reviewed knowledge, or widen to machine-confirmed and unverified when speed beats certainty.

min_trust

Re-verification dates

Concepts carry a date after which they need a fresh human look — set per source as a content shelf life, stamped at promotion, or imported — with an optional archive mode that keeps past-due knowledge out of answers until it's re-verified.

stale_after

Deduplication

Near-duplicate detection at ingest and across the corpus, human-resolved supersede with lineage links, and contention-collapse so retrieval serves the freshest verified copy.

Connectors cockpit

Workspace admins can define which input and output modules are available, see active source counts, review setup requirements, and jump straight into source creation.

connectors

Workforce AI employee samples

Sample AI employees now open real configuration flows, with detail pages showing purpose, required modules, watched sources, related work, and linked standing agents.

workforce

Unified Review work queue

Review brings drafts, standing-agent drafts, re-verification work, pending skills, duplicate pairs, answer-quality signals, source-quality findings, and connector setup gaps into one operational queue.

review

Workforce template hardening

Every sample AI employee has render coverage, standing-agent route validation, and durable template-id persistence so template launch remains governed by normal standing-agent rules.

KVB-009

Sensitive question text gate audit

Review's answer-quality queue follows the same admin-only exposure rule as Insights, with route coverage proving non-admin pages do not render weak, no-answer, or rated-down question text.

KVB-010

Connector empty-state links

Workspace, Workforce, and Review empty/setup-gap states link back to Connectors, and where the missing module is known they deep-link to that connector card.

KVB-011

Workspace source management

Sources now have compact scan rows, an expandable Edit panel, connector-specific configuration edits, write-only credential rotation, sync cadence, auto-curate, and shelf-life controls.

workspace

Agent onboarding

Org rules and security practices served to coding agents at handshake (MCP instructions + API), human-verified content only.

onboarding

Zero-trust identity ACLs

Document- and chunk-level security ACL filtering inherited from enterprise sources and enforced at query time so agents never see unauthorized knowledge.

security_acls

Action attestation & policy proofs

Bidirectional Action Gateway attestation recording cryptographic execution proofs and policy citations for AI employee compliance.

attestation

Structured multi-source citations

Concepts distilled from several documents cite each of them, with footnote-style citation mechanics in answers.

sources
Next

Company-brain hardening and richer citations.

Near-term hardening: strengthen Workforce template coverage, finish sensitive-text gating, link connector empty states, run DB-backed validation, and keep expanding the OKF citation model.

Semantic truth drift & contradiction arbitration

Detecting factual contradictions between new incoming documents and active policies, with visual diffs and 1-click supersede in Review.

drift-arbitration

RAG-triad faithfulness circuit breaker

Real-time verification of context relevance, groundedness, and answer faithfulness with fail-closed hallucination prevention.

quality-gate

DB-backed validation pass

Run the database-gated suites against test Postgres, including source edit credential preservation, route permissions, and migration-backed behavior.

KVB-012
Later

Beyond cited text.

The furthest-out piece of the OKF v0.2 model — trustworthy computation, not just trustworthy prose.

Tri-tier multi-agent episodic memory

Cross-agent operational ledger with automated memory consolidation and background pattern curation.

agent-memory

Hybrid GraphRAG & entity resolution

Knowledge graph ontology traversals and cross-system entity resolution for multi-hop enterprise reasoning.

graph-rag

Attested Computation

Sanctioned, parameterized computations whose results ship with receipts checkable by deterministic attesters — OKF attestation model for numbers you can trust the same way you trust cited text.

attestation
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