This is a comment left during a code review.
Path: src/auto-reply/reply/agent-runner-memory.ts
Line: 603-609

Comment:
**Regression: output tokens dropped after in-function `totalTokensFresh` upgrade**

When `entry.totalTokensFresh` is initially `false`, the following execution path produces an incorrect projection after this PR:

1. `hasFreshPersistedPromptTokens = false` (line 507-508, evaluated before the update block)
2. `shouldReadTranscript = true` → transcript is read, yielding `transcriptPromptTokens = X` (prompt-only) and `transcriptOutputTokens = Y`
3. The `shouldPersistTranscriptPromptTokens` block (lines 566-593) updates `entry` so `entry.totalTokensFresh = true`
4. `promptTokensSnapshot = X` (line 595-598, only `transcriptPromptTokens` contributes since `hasFreshPersistedPromptTokens` was false)
5. `entry?.totalTokensFresh` is now `true` → `baseIncludesOutput = true` → output `Y` is **skipped**

The projected count is therefore `X + estimate` instead of the correct `X + Y + estimate`.

**Before this PR**, the same code path called `resolveEffectivePromptTokens(X, Y, estimate)` (no fourth argument), giving the correct `X + Y + estimate`.

The root cause is that `entry?.totalTokensFresh` at line 608 reflects the in-flight mutation at line 570, not the value that governed how `promptTokensSnapshot` was built. To avoid the mismatch, `baseIncludesOutput` should be derived from the freshness state that was actually used to construct `promptTokensSnapshot`:

```typescript
const snapshotBaseIncludesOutput =
  hasFreshPersistedPromptTokens &&
  (persistedPromptTokens ?? 0) >= (transcriptPromptTokens ?? 0);

const projectedTokenCount = hasFreshPromptTokensSnapshot
  ? resolveEffectivePromptTokens(
      promptTokensSnapshot,
      transcriptOutputTokens,
      promptTokenEstimate,
      snapshotBaseIncludesOutput,
    )
  : undefined;
```

`snapshotBaseIncludesOutput` is `true` only when `promptTokensSnapshot` was taken from `persistedPromptTokens` (which already includes output). In the stale-then-upgraded path it evaluates to `false`, so `transcriptOutputTokens` is correctly added.

How can I resolve this? If you propose a fix, please make it concise.

---

This is a comment left during a code review.
Path: src/auto-reply/reply/agent-runner-memory.ts
Line: 362-365

Comment:
**PreflightCompaction fix is a no-op**

The `false` passed as `baseIncludesOutput` here has no effect. `lastOutputTokens` is still `undefined`, so `output = Math.max(0, undefined ?? 0) = 0` regardless of the flag. The calculated projection is identical before and after the PR for this path.

The PR description says this path suffered from "missing output" because `lastOutputTokens` was `undefined`, but that problem remains — the actual output tokens are never sourced for PreflightCompaction. If the intent is to eventually supply `transcriptOutputTokens` here (as done for MemoryFlush), the call site would need a corresponding transcript read and the actual output value passed as the second argument.

How can I resolve this? If you propose a fix, please make it concise.