Glossary

Acceptance criteria

Plain English: Clear criteria reduce ambiguity, rework, and late surprise.

BarkBowl translation: The ingredient seal for a feature.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Adversarial kennel

Plain English: The adversarial kennel flags risky copy and missing evidence using local rules, not a pretend autonomous agent.

BarkBowl translation: The watchdog for overclaims.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Async substitute

Plain English: Async notes, decision records, and boards can replace some meetings.

BarkBowl translation: Jerky for calendars.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Autonomy-washing

Plain English: Autonomy-washing turns tool chains, memory continuity, schema conformance, or benchmarks into unsupported claims.

BarkBowl translation: Capability gravy with no protein.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Boundary Violation Receipt

Plain English: Boundary violation receipts explain which rule fired, why it fired, where the request routes, and what the human should do next.

BarkBowl translation: A chew mark on the forbidden slipper.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Bounded creative arm

Plain English: CreativeExpansion-style work can generate and package options but cannot approve, publish, or mutate protected anchors automatically.

BarkBowl translation: The sample box, not the buyer.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Bounded gloss

Plain English: A bounded gloss explains meaning with warnings and trace context without claiming exact private translation.

BarkBowl translation: A translated bark with a leash.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Claim boundary

Plain English: Claim boundaries keep evidence, uncertainty, and public language aligned.

BarkBowl translation: A leash for confidence.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Claim Boundary Array

Plain English: Claim boundary arrays make public language auditable by listing what can be said, what must be pruned, and where to route overreach.

BarkBowl translation: A multi-leash rack for confidence.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Claim-governance anchor

Plain English: The claim-governance anchor keeps ecosystem language proportional to evidence.

BarkBowl translation: The leash hook.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Context switching

Plain English: Switching work creates hidden time loss and quality risk.

BarkBowl translation: Seven leashes, one developer.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Coordination cost

Plain English: Coordination multiplies by attendees, recurrence, and ambiguity.

BarkBowl translation: Party-size Meeting Mix.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Creative Expansion Lane

Plain English: The Creative Expansion lane can generate and compare possibilities, but it cannot approve fixes, train models, close incidents, or mutate standards.

BarkBowl translation: The tasting room, not the factory floor.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Creative Expansion Packet

Plain English: CreativeExpansion-style packets generate, compare, prune, and package options before human review.

BarkBowl translation: A sample box that still needs a taster.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Critique panel

Plain English: Critique panels find unsupported proof, runtime authority, exact-translation, and automatic-approval language before it ships.

BarkBowl translation: Dental cleaning for claims.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Decision matrix

Plain English: A decision matrix suggests products, lessons, review depth, and draft records without executing or approving changes.

BarkBowl translation: Sliders with a leash.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Decision owner

Plain English: Clear ownership reduces approval loops and deferral cost.

BarkBowl translation: One buyer, not a tasting panel.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Definition of Done

Plain English: Done describes the state required before work is actually releasable.

BarkBowl translation: A dental chew for “done-ish.”

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Dogfooding

Plain English: Using your own product in real work, not just clicking through it before launch.

BarkBowl translation: Eating your own roadmap before customers have to.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Draft Packet

Plain English: A draft packet packages options, evidence, warnings, and next human actions without making the packet canonical.

BarkBowl translation: A sample bag with the safety seal still missing.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Dual currency

Plain English: Modern AI and software work burn token resources and human/latency resources together.

BarkBowl translation: Two labels on the same bag.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Ecosystem lane

Plain English: A lane says what a site is for, what it must not claim, and where handoff should go.

BarkBowl translation: One aisle, not the whole store.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Evaluation Lab

Plain English: The Evaluation Lab renders source-controlled metrics, not live AI processing or dynamic certification.

BarkBowl translation: The inspection table beside the bowl.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Evidence trace

Plain English: Evidence traces show sources, warnings, boundaries, and structural action.

BarkBowl translation: The receipt under the bowl.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Fail-forward state

Plain English: Fail-forward states explain what happened, preserve safe context, and offer a retry or learning path.

BarkBowl translation: A dropped bowl with a map back to the pantry.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Feature flag

Plain English: Flags help staged rollout but require cleanup and ownership.

BarkBowl translation: Optionality today, archaeology tomorrow.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Guided learning path

Plain English: Guided paths route people from joke to lesson to quiz to product to evidence with lower cognitive load.

BarkBowl translation: Walkies for the backlog.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Human Review Gate

Plain English: Human review gates ensure draft packets remain hypotheses until an accountable reviewer accepts, revises, rejects, or no-ops them.

BarkBowl translation: The responsible adult at the feeding station.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Immune-system lane

Plain English: An immune-system lane observes and records failures without automatically approving fixes.

BarkBowl translation: Error biscuits with triage notes.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Immune-system telemetry

Plain English: Telemetry is the product immune system when it captures errors, route failures, latency, and recovery actions.

BarkBowl translation: Bug biscuits with antibodies.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Incident

Plain English: Incidents cost triage, comms, context, support, and postmortems.

BarkBowl translation: Pager-warmed stew.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Kibble resource estimate

Plain English: Kibble estimates prompt/decision/resource complexity locally so users can learn cost awareness without real billing.

BarkBowl translation: Fake kibble, real restraint lesson.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Kill switch

Plain English: A kill switch lets teams stop a risky feature without redeploying.

BarkBowl translation: Emergency bowl lid.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Learning engagement rate

Plain English: Learning engagement rate counts sessions with useful actions such as quiz completion, glossary use, simulator runs, or evidence inspection.

BarkBowl translation: How often visitors chew the lesson.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Lexical Disambiguation Safeguard

Plain English: This safeguard prevents machine readers from treating Creative Expansion as unrelated coaching, robotics, career, pregnancy, therapy, or biological material.

BarkBowl translation: A scent marker for the correct aisle.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Metric theater

Plain English: Numbers can look serious while failing to guide useful action.

BarkBowl translation: Velocity Oracle seasoning.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

No-op dominance

Plain English: A no-op can preserve safety, claims, and budget when mutation is not justified.

BarkBowl translation: The mature chew refusal.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Non-Certifying Evidence

Plain English: BarkBowl evidence can support inspection, triage, and learning without becoming proof, approval, or operational certification.

BarkBowl translation: A receipt, not a health certificate.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Pareto front

Plain English: Pareto fronts help compare accuracy, complexity, latency, and cost without pretending one metric wins everything.

BarkBowl translation: A platter with tradeoff portions.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Person-day

Plain English: A simple conversion for comparing time burn against daily capacity.

BarkBowl translation: One Crate-Day of capacity.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Person-hour

Plain English: A one-hour meeting with eight people costs eight person-hours.

BarkBowl translation: One Bowl-Hour before the joke layer.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Postmortem

Plain English: A blameless postmortem turns failure into system learning.

BarkBowl translation: Pumpkin digestive blend for operations.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Private-use code point

Plain English: Public widgets should not interpret private-use code points as public meaning.

BarkBowl translation: A glyph that stays in the kennel.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Prompt blueprint

Plain English: Prompt blueprints are safe templates for feature boundaries, incident evidence, UAIX handoffs, no-op decisions, and glossary reviews.

BarkBowl translation: Recipe cards for reviewable work.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Pruned Direction

Plain English: Pruned directions are kept as learning evidence when a path overclaims, lacks evidence, exceeds budget, or belongs to another ecosystem lane.

BarkBowl translation: A snack removed before it spoils the bowl.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

publicOutputEligible

Plain English: Private-use or unsupported input should return publicOutputEligible false.

BarkBowl translation: The public bowl seal.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Quality debt

Plain English: Missing tests, poor observability, and fragile release paths create recurring cost.

BarkBowl translation: Bug Biscuits on subscription.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Quarantine-first Review

Plain English: Quarantine-first review prevents volatile ideas from entering canonical handoff or long-memory records before a human checks them.

BarkBowl translation: The kennel gate before the bowl reaches the table.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Quiz diagnosis

Plain English: A quiz diagnosis should recommend products, lessons, glossary terms, and next actions without private profiling.

BarkBowl translation: A bowl reading without fortune-telling.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Refactoring

Plain English: Refactoring can reduce future rework and make changes safer.

BarkBowl translation: No visible features. Stronger teeth.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Resource closure

Plain English: Resource closure prevents runaway action by requiring cost limits, authority, and evidence paths.

BarkBowl translation: A lid for the infinite bowl.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Rollout ring

Plain English: Start small and widen only as quality and feedback improve.

BarkBowl translation: Builder Pack to Public Yard.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Schema standard lane

Plain English: UAIX-style schema lanes define structures without proving runtime authority or cognition.

BarkBowl translation: The resealable bag standard.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Scope creep

Plain English: A small request becomes a larger project because boundaries were unclear.

BarkBowl translation: Started as garnish, ate the pot.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Semantic Isolation Layer

Plain English: Semantic isolation makes clear that Creative Expansion means Teleodynamic software architecture, not coaching, robotics, career fairs, pregnancy, therapy, or unrelated public entities.

BarkBowl translation: A labeled aisle divider for machine readers.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Simulated Resource Budget

Plain English: Simulated resource budgets teach R(t), Kibble, and time constraints without claiming real compute billing or model internals.

BarkBowl translation: A fake scoop with a real restraint lesson.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Sprint capacity

Plain English: Team size multiplied by sprint days multiplied by eight hours.

BarkBowl translation: Pack capacity before ceremonies start grazing.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Stability plot

Plain English: A stability plot shows whether changes plateau as a system stabilizes.

BarkBowl translation: A growth chart for no-ops.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Static ledger

Plain English: Static ledgers are suitable for public evidence dashboards that should not imply live authority.

BarkBowl translation: Dry kibble for auditors.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Structural action

Plain English: Structural actions should be traceable and often default to no-op without enough evidence.

BarkBowl translation: The chew decision.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Technical debt

Plain English: Debt is not always bad, but untracked debt becomes expensive.

BarkBowl translation: Legacy kibble with interest.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Telemetry

Plain English: Telemetry shows whether real flows succeed or fail.

BarkBowl translation: The bowl camera, but less creepy.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Teleodynamic ecosystem

Plain English: A set of related sites where each lane has a role, allowed claims, rejected claims, and handoff guidance.

BarkBowl translation: The whole kennel, not one bowl.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Time budget

Plain English: Time budgets make latency, meetings, review, and operational effort visible before work starts.

BarkBowl translation: The bowl timer.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Time-commerce

Plain English: BarkBowl uses cart mechanics to show time burn instead of money.

BarkBowl translation: A store where the calendar handles payment.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Token budget

Plain English: Token budgets prevent verbose prompts and loops from consuming unbounded compute.

BarkBowl translation: A kibble scoop for model calls.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Transparent processing timeline

Plain English: A processing timeline explains parse, risk, time, claim boundary, lesson, and receipt checks without claiming hidden AI internals.

BarkBowl translation: The ingredient trail.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

UAIX Draft Handoff

Plain English: UAIX draft handoffs preserve caveats, checksums, source routes, boundary status, and human-review requirements without claiming standard ownership.

BarkBowl translation: A resealable draft bag for the next reviewer.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

UAIX memory package

Plain English: UAIX memory packages help agents continue work with startup packets, receiver briefs, ledgers, and next prompts.

BarkBowl translation: A resealable context bag.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Velocity

Plain English: Velocity is not a productivity score or certainty engine.

BarkBowl translation: Oracle bones with a warning label.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Version parity

Plain English: WordPress headers, package files, docs, checksums, and ZIP names should tell the same release story.

BarkBowl translation: Matching labels on every bag.

Used in products: BarkBowl catalog

Used in lessons: Learn hub

Viability retention

Plain English: Viability retention checks whether constraints remain intact when inputs change.

BarkBowl translation: A stability ration.

Used in products: BarkBowl catalog

Used in lessons: Learn hub