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| 1 | +# Use Cases |
| 2 | + |
| 3 | +Task Bundle is most useful when you already have real coding runs and want a lightweight way to keep them inspectable, comparable, and reusable. |
| 4 | + |
| 5 | +## 1. Save a run for later review |
| 6 | + |
| 7 | +If an AI coding session ends as a patch, transcript, and a half-remembered prompt, it is hard to revisit later. |
| 8 | + |
| 9 | +Task Bundle gives you a stable directory with: |
| 10 | +- the original task |
| 11 | +- a short summary |
| 12 | +- event history |
| 13 | +- the resulting diff |
| 14 | +- workspace files |
| 15 | + |
| 16 | +That makes it easier to review what happened a day or a month later. |
| 17 | + |
| 18 | +## 2. Compare tools on the same task |
| 19 | + |
| 20 | +If you want to compare Codex, Claude Code, Cursor, or an internal tool, you usually need more than screenshots. |
| 21 | + |
| 22 | +Task Bundle lets you keep: |
| 23 | +- tool and model metadata |
| 24 | +- artifact hashes |
| 25 | +- outcome fields such as status and score |
| 26 | +- a comparable workspace snapshot |
| 27 | + |
| 28 | +That gives `compare` and `report` something real to work with. |
| 29 | + |
| 30 | +## 3. Build a benchmark collection gradually |
| 31 | + |
| 32 | +Not every team wants to start by building a full benchmark platform. |
| 33 | + |
| 34 | +Task Bundle works well as an intermediate step: |
| 35 | +- package runs as they happen |
| 36 | +- keep them in one directory |
| 37 | +- scan and report over the collection later |
| 38 | + |
| 39 | +This is often enough to validate whether deeper benchmark tooling is even worth building. |
| 40 | + |
| 41 | +## 4. Hand tasks to another teammate or tool |
| 42 | + |
| 43 | +Sometimes the next step is not analysis. It is handoff. |
| 44 | + |
| 45 | +Because the task, artifacts, and workspace snapshot live together, another person or tool can pick up the same bundle and continue from a clearer starting point. |
| 46 | + |
| 47 | +## A Good Fit |
| 48 | + |
| 49 | +Task Bundle is a good fit if: |
| 50 | +- chat logs feel too loose |
| 51 | +- zip files feel too unstructured |
| 52 | +- a full eval platform feels too heavy |
| 53 | + |
| 54 | +## Not The Best Fit |
| 55 | + |
| 56 | +Task Bundle is probably not the right tool if: |
| 57 | +- you need a hosted benchmark product |
| 58 | +- you need a chat interface |
| 59 | +- you need token-perfect capture of every prompt and response |
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