Ideas
This directory contains Alex-curated project ideas, research agendas, and system-design sketches that are durable enough to keep in the wiki but are not yet source ingests or topic syntheses.
For idea pages, Relation To Foundation TSFM Agenda tables describe intended
agenda closure: if the idea works, which slots it would close or partially close.
Current evidence status belongs in the Evidence and Missing pieces columns,
not in a downgraded verdict.
Collaboration
These ideas are open research and product directions. If one of them matches your interests, I would be happy to discuss it, collaborate on research, or work on use-cases together.
Ideas are not the bottleneck. Hands are. Time-series modeling should be moving at least as fast as vision, audio, and robotics.
- Email: [email protected]
- X: @chemeris
- Telegram: @alexanderchemeris
Files
- concept-residual-expansion-for-time-series.md - Frozen-TSFM concept/residual readout for testing shortcut robustness under temporal, site, device, and regime shifts.
- company-local-blockwise-fine-tuning.md - Research direction for adapting shared models on company-local data while exposing only bounded update signals.
- counterfactual-safe-thermal-control.md - Digital-twin research direction for event-triggered common-state branching, uncertainty-aware hard safety filtering, and Pareto thermal control.
- aionoscope-manifold-reconstruction-benchmark.md - Extension idea for full joint Aionoscope latent manifolds, one-factor diagnostic slices, known-prior pushforward density, and optional fixed-capacity BTM return/transport probes.
- probabilistic-jepa-predictor-using-flow-matching.md - Properties-first probabilistic JEPA predictor using conditional flow matching, now with FlowWM, conditional-IMLE, and BTM one/few-pass transport comparisons.
- dynamic-curriculum-jepa.md - Dynamic example-value plus start-state/horizon curriculum learning for JEPA on useful-signal-poor video and time-series corpora.
- hierarchical-modeling-fixed-flops-budget.md - Research design note for fixed-FLOPs adaptive hierarchy, budget regimes, and anti-collapse preservation across text, image/video, and time-series models.
- llm-agents-need-action-conditioned-world-models.md - Why LLM tool-calling agents are strong DevOps baselines but need action-conditioned world models.
- lenepa.md - Published MILETS 2026 LeNEPA result plus follow-up questions around target families, dense-state preservation, and action-conditioned extensions.
- otel-control-minimal-demo.md - Minimal Kubernetes/OpenTelemetry demo slice for action-conditioned telemetry prediction, intervention ranking, and what-if UI.
- k8s-otel-control-gym.md - Kubernetes/OpenTelemetry control gym for action-conditioned DevOps world models.
- tsl-jepa.md - Query-conditioned JEPA interface for time-series retrieval, alerting, captioning, and structured readouts.