Spaces:
Runtime error
A newer version of the Gradio SDK is available: 6.14.0
Runtime And CLI
Clean product one-liner: the single runtime here is a thin agent-harness runtime over graph state, controlled by bits, vectors, and tensors, with one local CLI to operate it.
What this product is
Pareto read:
| Claim | Accurate read | Why in plain English |
|---|---|---|
| agent harness | yes | one operator-facing runtime over graph state |
| metacognitive | yes | it can inspect its own state, confidence, and route choice |
| metacybernetic | yes | it can regulate lane, gates, escalation, and proof loops |
| federated learning runtime | not yet, not in the strict ML sense | this is cross-surface policy distillation, not weight aggregation |
Layman version: this is a thinking-and-steering harness, not a model-training cluster.
Single runtime we need
The one runtime we need is:
conversation -> runtime manifest -> graph kernel -> receipts -> control benchmarks
Responsibility split
Clean product one-liner: the runtime kernel should hold the law, and the model should operate as the semantic interpreter over lawful state.
| Surface | Deterministic kernel | Model lane | Why in plain English |
|---|---|---|---|
| receipt generation | yes | no | proof must replay cleanly |
| graph/state updates | yes | no | the same input should not mutate memory randomly |
| exact runtime lookups | yes | no | latest-artifact and schedule reads are retrieval, not interpretation |
| execution gates | yes | no | allow/block is law, not style |
| packet-first synthesis | no | yes | this is where ambiguity and abstraction belong |
| semantic explanation | no | yes | the operator needs a concise read over state, not raw packets |
Layman version: the model may operate at the kernel-spec layer by reading formal packet state and explaining it, but it should not own the kernel rules that decide exact retrieval, state mutation, or authority.
| Layer | Local home | Why | Real-world analog |
|---|---|---|---|
| graph kernel | vendor/meta3-graph-core/ |
durable state + receipt-first execution | engine block |
| runtime | runtime/ |
one manifest-driven harness loop | drivetrain |
| control language | policy/ |
bits, vectors, tensors, gates, confidence | instrument cluster |
| benchmarks | benchmarks/ |
prove memory, tensor, safety, economics | test track |
| API | api/ |
one front door | reception desk |
| UX | ux/ |
one operator desk | cockpit |
CLI
The thin CLI entrypoint is:
bin/bvtctl
Primary path
./bin/bvtctl "summarise the current runtime"
./bin/bvtctl ask "run the demo manifest" runtime/examples/demo_manifest.json
./bin/bvtctl chat
./bin/bvtctl context
./bin/bvtctl bootstrap-context
Layman version: the operator should be able to type a sentence first, and a fresh agent should be able to pull one context packet before reaching for lower-level surfaces.
Commands
./bin/bvtctl "summarise the current runtime"
./bin/bvtctl chat
./bin/bvtctl context
./bin/bvtctl bootstrap
./bin/bvtctl packet migration_brief
./bin/bvtctl run migration_brief
What each command does
| Command | Result |
|---|---|
"..." |
routes a plain-English request through the local conversational turn runner |
ask |
explicit conversational alias for sentence-driven requests |
chat |
opens a local conversational loop |
context |
prints the hydrated system lineage, VSM policy, and payload templates |
bootstrap-context |
writes the reusable session handoff packet |
bootstrap |
builds the bootstrap hotgraph |
packet |
generates one bounded control packet |
run |
runs bootstrap + packet generation in one pass |
continuity-status |
reads the provider-first continuity runtime state |
continuity-surfaces |
reads the provider-first continuity surface registry |
continuity-lineage |
reads one provider-first continuity lineage slice |
continuity-flow |
returns one operator packet with route, context, action, and receipt |
continuity-resume |
returns the continuity desk packet for resume, active surface, and next command |
continuity-activate |
activates one provider continuity surface |
continuity-materialize |
instantiates the live continuity runtime through the provider, with local fallback only if needed |
continuity-materialize-local |
compiles the local fallback continuity manifest into a receipt-backed live slice |
pm-products |
reads the delivery candidates compiled from user-data reductions |
pm-resume |
returns the PM desk packet over candidate products, continuity state, and benchmark state |
pm-next |
returns the next bounded delivery move from the PM desk |
pm-verify |
returns the benchmark-gated PM verification packet |
memory-readiness |
shows the deterministic-memory readiness read and the remaining typed-ledger gap |
memory-runtime |
shows the compiled typed memory runtime artifact |
memory-get |
returns one typed memory unit by exact deterministic id |
memory-as-of |
returns the typed memory unit effective at a given time |
memory-expand |
expands one typed memory unit through deterministic relation edges |
When the CLI becomes the real operator surface
Now for bootstrap.
It becomes the real runtime CLI once:
- the graph kernel is vendored into
vendor/meta3-graph-core/ - the manifest runtime contract lands in
runtime/ - the control policy pack lands in
policy/ - the API and UX contracts are wired to the same local state
That is the minimum honest bar.
Continuity Desk
Clean product one-liner: the continuity shell should resume from one tiny desk packet, not by replaying raw history or hopping across separate reads.
| Rule from user data | Shell behavior |
|---|---|
| route by purpose before text | continuity asks hit provider status, lineage, and surfaces first |
| smallest meaningful surface first | use the continuity desk packet before graph-wide semantic reasoning |
| prior chat should be resumed as state | continuity-resume returns the current active surface and next command |
| minimal active cut | the desk keeps to the provider status, lineage, and surface registry unless those miss |
PM Operator
Clean product one-liner: the PM operator is a thin delivery desk over product candidates, continuity state, and benchmark gates.
| Surface | Role |
|---|---|
pm-products |
candidate registry from user-data reductions |
pm-resume |
current PM desk packet |
pm-next |
bounded next delivery move |
pm-verify |
benchmark gate over the delivery desk |
Why in plain English: memory may help find what exists, but product delivery still needs one desk that decides what to ship next and what proof is required.
Typed Memory Runtime
Clean product one-liner: the typed memory runtime is the shell-owned ledger cut that unifies exact recall, temporal recall, and relational expansion without widening into semantic search first.
| Surface | Role |
|---|---|
memory-runtime |
compiled ledger artifact with typed memory units |
memory-get |
exact deterministic recall by stable unit id |
memory-as-of |
historical recall by logical id and timestamp |
memory-expand |
rationale/provenance expansion through relation edges |
Why in plain English: if the shell already has the exact thing, it should fetch it directly; if the question is about the past, it should fetch the right version; if the answer depends on context, it should follow the recorded edges.