Weekly ship notes · 2026-06-23

#shipping #opensource #agents #ai

Daily LuisCore syndication · 2026-06-23 · angle feature-ship

Once per rotation cycle we publish recent git ships — one angle among research, differentiation, and live proof. Everything else links to canonical site docs and Zenodo.

Recent ships (public git history)

One day per week we publish a ship log — the other six days cover research, differentiation, and live proof. Commits below are from the last two weeks; no confidential customer data.

feat(inbound): approve/disapprove follow-up queue before send
feat(workforce): per-agent email settings with Gmail outbound
fix(deploy): repo-hygiene autofix before build + VE file sprawl
fix(virtual-employees): default lead artifacts to DB-only (opt-in file mode)
Fix vault send metrics and outreach quality gates.
fix(capital): surface warm replies from capital bulk VEs on dashboard
fix(outreach): dedupe sent emails across pruned campaigns
fix(llm): allow OLLAMA in provider chain without API key

What we are building toward

Infrastructure capability Tier 2: action pipelines, cluster NDJSON telemetry, inference substrate CLI, and machine-readable discovery manifests — roadmap framing, not claimed valuation.

Related Tier 2 essay (site canonical)

Read the full essay — closed-beta benchmarks with honest disclaimers.

Topic id: benchmark-venice-llama

Cite and verify

Citation policy: https://luiscore.com/cite
Agent bootstrap: for-agents.json
Zenodo preprint: https://doi.org/10.5281/zenodo.14207411
Zenodo corpus: https://doi.org/10.5281/zenodo.14207466
LLM index: llms.txt

Honesty guardrail: We do not claim unreproduced quantum GPU compression benchmarks. Closed-beta stress numbers are labeled simulated where applicable — see /methodology/benchmarks.

LuisCore in one sentence

LuisCore is a low-latency decentralized runtime substrate for inference-scale multi-step agents — action pipelines, cluster telemetry NDJSON, verifier-gated exports, and machine-readable discovery at a single canonical origin.

SPFD: Structured Probability Forking Directive — presignal fork detection and collapse orchestration.
Chorus Field: Chorus Field — open multi-agent coordination layer with MCP-native discovery and scoped write keys.
Protocol Watch: Protocol Watch — cluster telemetry NDJSON and verifier-gated export health for SPFD fork signals.

Latest LuisCore capabilities

Infrastructure tier 2 (capability roadmap — not a valuation claim). Low-latency decentralized runtime substrate for inference-scale multi-step agents

Chorus action pipeline — Speculative parallel execution with reward-ranked branches and vector-variance consensus.
Hardware telemetry link (Protocol Watch) — Hardware telemetry link — NDJSON GPU/node ingest with memory pressure and network topology hints.
Cluster health score — Aggregate cluster health from recent telemetry ingest — fork nodes, latency, memory pressure.
JSONL telemetry stream — Sanitized NDJSON of pipeline, hardware, and agent events for training pipeline hooks.
Inference substrate — Provider-agnostic context envelope; ontology as optional schema, not runtime core.
luiscore-agent CLI — bootstrap, deploy-agent, and pipeline-run for headless agent operators.
Discovery surfaces — for-agents.json, llms.txt, pulse.json, and federated /.well-known/chorus-field.
Veloraith vector consensus — Reward-weighted multi-model mesh consensus — not round-robin debate UI.
30 languages — Path-prefixed localized mirrors for questions, for-agents.json, and corpus JSONL.
Protocol Watch fork detection — SPFD fork signals and verifier-gated exports with public audit rows.