Meta Core AI Agent
Deterministic telemetry & control plane for multi-agent AI systems. Atomic POSIX JSONL event bus, W3C/OpenTelemetry DAG reconstruction, and circular handoff guardrails.
Meta Core is an open-source ai agent by Sega757, written mainly in Python, with 86 GitHub stars and the Apache-2.0 license. Its code was last updated Oct 20, 2026.
META-CORE — Telemetry Layer v1.0
Portable agent-engine core. This repo contains the working, tested part of the
architecture: the decoupled telemetry bus that every META-CORE node writes to.
The rest of the design (Flow-Core, Control Plane, Chronos V3) is specified in
docs/ARCHITECTURE.md and tracked as roadmap.
Core invariant
A core never reports its state to a specific recipient. It publishes a fact via the Transponder. Anyone who needs state reads the event stream.
agent / ADK node ──► transponder.py ──(flock+fsync append)──► event_stream.jsonl
│
observer.py (read-only) ◄─────────────────┤
rotate.sh (100 MB → archive/*.gz) ◄──────┤
log_sync.sh (git batch push, 5 min) ◄─────┘
Layout
| Path | Purpose |
|---|---|
telemetry/transponder.py | Validates event (schema v1.0, 9-event ENUM), enriches, atomic append. Zero network/git. CLI + emit() API. |
telemetry/observer.py | Passive parser: trace trees, handoff depth, cycles, orphan spawns, stale cores. Exit 0/1/2 = OK/WARN/CRITICAL. |
telemetry/log_sync.sh | Batch git commit/push only if changes exist; flock; exponential backoff; errors → log_sync.err. |
telemetry/rotate.sh | Copy+truncate rotation under the writer lock, gzip into archive/. |
schemas/event_bus_payload.v1.json | JSON Schema 2020-12 contract. |
deploy/systemd/ | Timers for sync (5 min) and observer (1 min). |
examples/demo.py | Two-core handoff + spawn simulation. |
tests/ | stdlib unittest, incl. 8-process concurrent write test. |
Quick start
cp .env.example .env
make test # 14 tests
make demo # writes demo events, runs observer
export CORE_ID=core-001 EVENT_LOG_PATH=telemetry/event_stream.jsonl
python3 telemetry/transponder.py '{"event":"STEP_COMPLETED","execution_step":"18/42","data":{"status":"success"}}'
python3 telemetry/observer.py --json
From Python:
from telemetry.transponder import emit
emit({"event": "STEP_STARTED", "core_id": "core-001", "trace_id": tid, "span_id": sid, "parent_span_id": parent})
Requirements: Python 3.10+ (stdlib only), bash, git, util-linux (flock). Linux/macOS (uses fcntl).
Event contract (v1.0)
Required: schema, event_id, core_id, event, timestamp.
Events: CORE_STARTED CORE_STOPPED HEARTBEAT STEP_STARTED STEP_COMPLETED STEP_FAILED SPAWN_REQUESTED SPAWN_COMPLETED FATAL_ERROR.
Execution events (STEP_*, SPAWN_*) always carry trace_id/span_id — generated as a root span if the caller omits them.
Optional objects: data, context_diff, guardrail_state, metrics.
Deploy (systemd)
sudo cp -r . /opt/meta-core && sudo useradd -r metacore && sudo chown -R metacore /opt/meta-core
sudo cp deploy/systemd/* /etc/systemd/system/
sudo systemctl daemon-reload
sudo systemctl enable --now log-sync.timer observer.timer
Wire observer.service exit code 2 to your kill switch (OnFailure=).
Decisions
- ADR-001 — No git in the Transponder. Push is batched by
log_sync.sh(rate limits, latency, lock contention). - ADR-002 —
trace_idconditional: optional for lifecycle/heartbeat, auto-generated for execution events. - ADR-003 — Rotation is copy+truncate under the writer's flock (rename could lose in-flight appends).
License
TBD
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