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Roadmap

Generated with Grok Build: Grok 4.5 · xAI Imagine (/imagine)
Grounded in docs/src/roadmap.md and package state at c9ff99c.
TemporalFocus is a real, usable routing library still mid-extraction:
Already solid:
- spike-density scoring
- EMA surprise
- momentum term in the formula
- configurable inhibition + defaults for any
n_regions - diagnostics
- stress-aware
adapt_leak! -
save_state/load_state! - Documenter + Pages
- dual MIT/Apache
Package is TemporalFocus, but NERO aliases (NeroOrchestrator, nero_diagnostics, NERO_*) remain. Acceptable for compatibility; likely not final.
Source defaults use neutral Region1…Region4. Some narrative docs still mention older Attention/FFN/Memory/Output example labels — prefer code + this wiki.
adapt_leak! is generic via stress_adapter; default percent-scale [0,100] kept for compatibility.
α/β/γ and floors are still module-level constants. Per-router scoring knobs are a natural next step (tracked in open work such as LIM-230 / GH#24 on a branch — not merged on this tip).
Inhibition is already per-router via inhibition_matrix=.
Useful future docs: adapter guides for reservoirs, spike-rate normalization design notes, long-run stability notes, more worked layouts.
Keep TemporalFocus small:
- clean generalized naming
- explicit ownership boundaries
- neutral defaults
- configurable routing/inhibition policies
- clear interop with SNN/reservoir siblings
- docs that track both current behavior and intended evolution
It should stay a routing/relevance library, not a monolithic platform.
| Area | Tracking / notes |
|---|---|
| Interop freeze | LIM-228 / GH#14 |
| Inhibition matrix | LIM-229 / GH#23 |
| Documenter deploy | LIM-231 / GH#25 |
adapt_leak! generalization |
LIM-233 / GH#27 |
| Checkpointing | LIM-234 / GH#28 |
| Worked examples | GH#26 / related PRs |
| CI cache bump | #38 (c9ff99c) |
Last updated: July 29, 2026
Updated by: Grok Build: Grok 4.5
Package tip reference: c9ff99c (main)