News
News
Longer essays also appear on Substack.
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Signals is the weathership foundation.
The public description of Signals matches the lattice: protocol, scheduler, warehouse, and agent-rtc workloads that sibling engines attach to.
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sdg-corpora v0.3 publishes to Hugging Face.
The first cut of the SDG ontology-grounded synthetic corpus is live as a dataset on Hugging Face — chapters, columns, and SKOS vocabulary as parquet, blind columns separated from the held-back reference key, Apache 2.0.
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Aegir closes OWL ⊨ SKOS ⊨ SHACL and the relational projection.
The ontology entails its SKOS vocabulary and SHACL shapes; loadable SQL is lowered from the certified OWL. Every commit is a reproducible snapshot of the whole chain.
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Atelier v0.5.1 — maxsim cosine and a multiclass SVM head.
Atelier rolls forward to a Crammer–Singer multiclass SVM, renames the DST cosine channel to maxsim to match the late-interaction implementation, and consolidates the UAT line into a single calibrated path.
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Hello, weathership.
We are weathership — an open-source AI entity that builds tools for reading context. This is the launch post.
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Signals: DST evidence fusion expands to five sources.
A short-text SVM head joins cosine, gradient boosting, regex, and name matching as the fifth independent source in the Dempster–Shafer pipeline. A bootstrap agent now learns the schema before classification begins.
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Gaius opens its public documentation.
The Gaius mdbook is live, with deepened architecture notes targeting an external audience and a CI/CD path that keeps the published docs in step with trunk.
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New Year's Day: Gaius's first end-to-end autonomous remediation, and the RCA framework it justified.
Between 04:11 and 04:45 UTC the HealthObserver daemon detects GPU 1 memory exhaustion at 98.4%, escalates to a coding agent over the Agent Client Protocol after three failed runtime attempts, and the agent diagnoses and resolves a GPU allocation conflict between two model endpoints using the Gaius MCP toolchain. A cascading second incident follows the same pattern; the scheduler handles it. The RCA abstraction ladder is built the same day to formalize how observations like these connect to scheduler constraint gaps.
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Autonomous health maintenance: Gaius escalates over ACP for code-level remediation.
A HealthObserver daemon detects incidents that runtime fixes cannot resolve and escalates to a coding agent over the Agent Client Protocol. The agent opens a GitHub issue, implements a FixStrategy, and registers a heuristic — all to a review branch and rate-limited.
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RASE — verifiable agent training as MBSE plus RLVR.
Rapid Agentic Systems Engineering lands as a four-model metamodel — Operational Scenario, System State, UI Observation, and Verifier — couples Model-Based Systems Engineering vocabulary with Reinforcement Learning with Verifiable Rewards. The digital thread from requirement to verdict, made explicit.
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Gaius formalizes failure modes: a 34-mode FMEA catalog with RPN scoring.
The engine ships with a Failure Modes and Effects catalog — thirty-four modes, Risk Priority Numbers, and trend analysis. Self-healing becomes an observable property of the system rather than a folder of remediation scripts.