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| 1 | +# Roadmap |
| 2 | + |
| 3 | +`AgentEvalKit` is a toolkit for the agent reliability loop: |
| 4 | + |
| 5 | +1. capture real runs |
| 6 | +2. replay and diff them |
| 7 | +3. package them into reusable eval artifacts |
| 8 | +4. cluster recurring failures |
| 9 | +5. slice the same evidence into train/eval/test datasets |
| 10 | + |
| 11 | +This roadmap keeps the repo focused on strengthening that loop. |
| 12 | + |
| 13 | +## Near term |
| 14 | + |
| 15 | +### AgentCI |
| 16 | + |
| 17 | +- add more adapters for real agent runtimes |
| 18 | +- improve regression diffs for step-level and metric-level debugging |
| 19 | +- expand flaky-run detection and replay mismatch reporting |
| 20 | + |
| 21 | +### TracePack |
| 22 | + |
| 23 | +- improve redaction coverage and redaction test cases |
| 24 | +- add richer labeling workflows and metadata normalization |
| 25 | +- strengthen export formats for eval and fine-tuning pipelines |
| 26 | + |
| 27 | +### FailMap |
| 28 | + |
| 29 | +- improve release-over-release comparisons |
| 30 | +- add stronger issue draft templates and routing rules |
| 31 | +- expand trend and drilldown reporting for recurring signatures |
| 32 | + |
| 33 | +### PackSlice |
| 34 | + |
| 35 | +- expand label-aware and temporal splitting strategies |
| 36 | +- improve reproducibility guarantees for repeated slicing runs |
| 37 | +- add stronger diagnostics for split balance and leakage risks |
| 38 | + |
| 39 | +## Cross-tool priorities |
| 40 | + |
| 41 | +- keep JSON artifact contracts stable and explicit |
| 42 | +- make root automation outputs easier to consume in CI and dashboards |
| 43 | +- improve monorepo demos so visitors can understand the full toolchain in minutes |
| 44 | +- add more tests that lock the handoff between tools |
| 45 | + |
| 46 | +## Not the current focus |
| 47 | + |
| 48 | +To keep the repo sharp, it is intentionally not prioritizing: |
| 49 | + |
| 50 | +- generic chat demos |
| 51 | +- broad orchestration frameworks |
| 52 | +- memory layers unrelated to eval artifacts |
| 53 | +- open-ended agent abstractions with no reproducible output contract |
| 54 | + |
| 55 | +## Contribution lens |
| 56 | + |
| 57 | +The highest-value additions usually do at least one of these: |
| 58 | + |
| 59 | +- make one existing tool more useful in a real eval workflow |
| 60 | +- improve the handoff between `AgentCI`, `TracePack`, `FailMap`, and `PackSlice` |
| 61 | +- make artifact outputs easier to validate, compare, or automate against |
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