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v0.0.2: two-pass eval, +4.0pp lift, no regressions
The cross-domain bias from v0.0.1 is gone. Memory now comes from baseline runs of the same task suite, so the consolidator is being measured on what it actually has to learn instead of guessing at a foreign codebase. Result on the 15-task suite (5 trials per condition, 150 trials): baseline 92%, dreamed 96%, lift +4.0pp. - +20pp on 07_bulk_create_members, 12_generic_repository_base, and 14_test_translate_function - 0 regressions (v0.0.1 had two: 7 and 9, both at -20pp) - 12 of 15 tasks ceiling at 100% baseline — they have nowhere to go, which is what dilutes the aggregate. Suite redesign is v0.0.3. Missed SPEC §3's 5pp bar by 1pp. Honest read: the consolidator does its job on every task with room to lift; the bottleneck is the suite, not the pipeline. What landed: - --two-pass flag and run_two_pass_eval orchestrator (collect, consolidate, rerun); eval state lives in .opendream-eval/store.sqlite, never touches the user's ~/.opendream/db.sqlite - ClaudeCodeRunner captures stream-json transcripts to a per-trial file; empty or malformed captures halt the run - probe_claude_capture pre-flight catches CLI drift before 150 trials burn an afternoon - Adapter accepts both sessionId and session_id so stream-json output ingests the same way as project-dir jsonl 189 tests, ruff + mypy clean. ~$2 of API spend, ~3h wall.
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CHANGELOG.md

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@@ -8,6 +8,73 @@ adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
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Nothing yet — see [Roadmap](README.md#roadmap) for what's planned.
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## [0.0.2] — 2026-05-10
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Domain-matched eval release. The cross-domain design flaw v0.0.1-alpha
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surfaced is fixed; the consolidator's effect on agent behavior is now
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isolated and measured on its own terms.
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### Added
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- **`--two-pass` mode for `opendream eval run`** (and the underlying
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`eval.runner.run_two_pass_eval`). Pass-1 collects baseline transcripts on
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the eval suite, OpenDream consolidates *those* into an isolated
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`<workdir>/AGENTS.md`, pass-2 re-runs the same suite dreamed against
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that AGENTS.md. Eval-state (`<workdir>/store.sqlite`,
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`<workdir>/transcripts/`) is wiped at the start of every run; never
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touches the user's `~/.opendream/db.sqlite`.
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- **Stream-json transcript capture.** `ClaudeCodeRunner` accepts
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`capture_to: Path` and runs with `claude --print --output-format
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stream-json --no-session-persistence`, redirecting stdout to
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`<capture_to>/transcript.jsonl`. The streamed NDJSON shape matches Claude
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Code's project-dir jsonl, so the existing `claude_code` adapter ingests
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it directly (one-line `session_id` snake_case fallback added). Empty or
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malformed captures raise `TranscriptCaptureError` to halt cleanly.
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- **Pre-flight `probe_claude_capture()`** spawns `claude --print
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--output-format stream-json` in a temp directory and validates the
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output before the orchestrator commits to running 150 trials. Cheap
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insurance against silent drift in Claude Code's CLI surface.
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- **`_run_one_condition` helper** extracted from `run_eval`. Public
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`run_eval` signature unchanged; the helper is what the two-pass
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orchestrator calls twice (with consolidate sandwiched between).
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- **18 new tests** (174 → 192). Capture-mode runner behavior, two-pass
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orchestrator end-to-end (offline, stub LLM clients), eval-store wipe
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guarantee across consecutive runs, runners-without-capture rejection.
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### Eval result
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- **+4.0pp aggregate lift on the 15-task suite** (baseline 92% →
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dreamed 96%, 5 trials per task per condition, 150 trials total). Three
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tasks showed +20pp lift each: `07_bulk_create_members`,
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`12_generic_repository_base`, `14_test_translate_function`. **No
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regressions anywhere.**
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- **Both v0.0.1-alpha regressions are gone.** Task 7 went from −20pp
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(cross-domain) to +20pp (domain-matched). Task 9 went from −20pp to
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0pp. The cross-project memory-pollution thesis from v0.0.1's CHANGELOG
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is confirmed and fixed.
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- **SPEC §3's ≥5pp target was missed by 1pp.** Honest reading: the
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consolidator is producing real per-task signal (+20pp on 3 of 15
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tasks, 0pp regressions on the rest), but **12 of 15 tasks are
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ceiling-effected** at 100% baseline — the agent already crushes them
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without memory help, so the aggregate dilutes. v0.0.3 will replace
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those tasks with harder discriminators (multi-step refactors, ambiguous
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bug fixes, cross-module feature additions) so the SPEC §3 bar becomes
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reachable. Consolidator quality is not the bottleneck; suite design is.
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- **Total cost of v0.0.2 measurement: ~$2.00 of API spend** (75 reflect
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calls + 1 dream call across smoke + targeted + full eval) plus ~3 hours
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of subscription quota for the 150 `claude --print` invocations.
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### Known limitations
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- **The eval suite is ceiling-effected** at 12 of 15 tasks. v0.0.3 will
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replace those with harder discriminators.
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- **No PyPI package yet.** Install from source via `pip install -e .`.
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PyPI lands once v0.0.3 ships the discriminating eval.
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- **No dynamic memory retrieval.** v0 only writes static `AGENTS.md`. MCP
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server lands in v0.5.
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- **Aider tool-use blocks stay inlined as raw markdown.** Structured
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extraction is a v0.5 improvement.
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## [0.0.1] — 2026-05-08
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Initial public release.
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No CVEs. PII fixtures audited per `tests/fixtures/README.md`. Vulnerability
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reporting path documented in [`SECURITY.md`](SECURITY.md).
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[Unreleased]: https://github.com/vincx2000/opendreams/compare/v0.0.1...HEAD
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[Unreleased]: https://github.com/vincx2000/opendreams/compare/v0.0.2...HEAD
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[0.0.2]: https://github.com/vincx2000/opendreams/compare/v0.0.1...v0.0.2
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[0.0.1]: https://github.com/vincx2000/opendreams/releases/tag/v0.0.1

README.md

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the next (Cursor, Codex, OpenHands, Copilot), since `AGENTS.md` is the
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cross-framework standard.
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### v0.0.1-alpha eval result (2026-05-09)
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### v0.0.2 eval result (2026-05-10) — domain-matched two-pass
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OpenDream was measured on a 15-task fixed suite, 5 trials per task per
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condition (150 trials total, run via `claude --print` against
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[`eval/fixtures/library_api/`](eval/fixtures/library_api/)).
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condition (150 trials total) under the
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[two-pass design](eval/README.md#two-pass-mode-v002): pass-1 collects
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baseline transcripts on the task suite, OpenDream consolidates *those*
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into an `AGENTS.md`, pass-2 re-runs the suite dreamed against that
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AGENTS.md. This isolates the consolidation pass on the codebase it's
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actually being asked to learn.
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| | Baseline | Dreamed | Δ |
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|---|---:|---:|---:|
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| **Aggregate (15 tasks)** | **96%** | **96%** | **+0.0pp** |
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| `13_typed_storage_dataclass` (refactor) | 60% | 100% | **+40.0** |
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| `07_bulk_create_members` (feature) | 80% | 60% | **−20.0** |
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| `09_member_loan_history` (feature) | 100% | 80% | **−20.0** |
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| Other 12 tasks | 100% | 100% | 0 (ceiling) |
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**The aggregate +0.0pp is what the suite measured. The signal is in the
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per-task breakdown.** The consolidation pass produced a +40pp lift on a
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refactor task whose required pattern was in the consolidated memory ("write
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data models first" — a workflow entry that transferred), and a measurable
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−20pp regression on two feature tasks where the memory contained off-domain
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guidance that distracted the agent.
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**The eval has a design flaw — and we're naming it rather than burying it.**
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Memory was consolidated from sessions of *building OpenDream itself*, then
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injected as `AGENTS.md` while the agent worked on a different codebase
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(a FastAPI library-lending toy). That isn't the test Anthropic's *Dreaming*
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claims to pass — that test is *domain-matched*: consolidate from prior runs
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of the same task suite, then re-run dreamed on the same suite. **v0.0.2
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commits to that two-pass eval** (collect baseline transcripts → dream over
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them → re-run dreamed on identical tasks). The current cross-domain +0.0pp
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is a real datum about cross-project memory pollution, not a verdict on the
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consolidation pass itself.
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| **Aggregate (15 tasks)** | **92%** | **96%** | **+4.0pp** |
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| `07_bulk_create_members` (feature) | 40% | 60% | **+20.0** |
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| `12_generic_repository_base` (refactor) | 80% | 100% | **+20.0** |
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| `14_test_translate_function` (test addition) | 80% | 100% | **+20.0** |
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| Other 12 tasks | 100%/80% | 100%/80% | 0 (mostly ceiling) |
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**The +4.0pp aggregate misses SPEC §3's ≥5pp target by 1pp.** Honest
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reading: the consolidator is doing its job — it produces +20pp lifts on
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the three tasks where there's room to lift, and zero regressions
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anywhere — but **12 of 15 tasks are ceiling-effected at 100% baseline**,
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so the aggregate can't clear 5pp without a more discriminating suite.
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That's a v0.0.3 task (replace the ceiling-effected tasks with harder
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discriminators), not a v0.0.2 task.
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What changed from v0.0.1-alpha (cross-domain): both regressions are gone.
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Task 7 went from **−20pp** to **+20pp**, task 9 from **−20pp** to 0pp. The
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"off-domain memory distracts the agent" thesis from v0.0.1's CHANGELOG is
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confirmed and fixed; consolidated memory derived from this codebase's own
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runs strictly improves or holds steady, never regresses. See
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[`CHANGELOG.md`](CHANGELOG.md) `[0.0.2]` for the per-task delta and the
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cost breakdown.
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## What it does
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- [x] Dual-backend LLM client (OpenAI-compat + Anthropic native)
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- [x] Eval harness with FastAPI fixture suite (15 tasks)
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- [x] CI: ruff + mypy + pytest on Python 3.11 + 3.12
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- [x] Eval ran on 15-task suite, 5 trials/condition — cross-domain
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aggregate +0.0pp, real per-task signal (see eval result above)
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- [ ] Domain-matched eval (v0.0.2 — see [Known limitations](#known-limitations))
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- [x] Cross-domain eval (v0.0.1-alpha): +0.0pp aggregate, two regressions
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surfaced the cross-project memory-pollution problem
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- [x] **Domain-matched two-pass eval (v0.0.2): +4.0pp aggregate, no
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regressions, three +20pp per-task lifts** — see eval result above
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- [ ] Discriminating eval suite (v0.0.3 — replace 12 ceiling-effected tasks
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with harder discriminators so SPEC §3's ≥5pp aggregate target is reachable)
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- [ ] 60-second demo (asciinema)
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- [x] v0.0.1-alpha shipped
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- [x] v0.0.2 shipped
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## Known limitations
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- **Cross-project memory pollution is measurable.** The v0.0.1-alpha eval
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showed −20pp regressions on two feature tasks where consolidated memory
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contained off-domain guidance that distracted the agent. Until v0.5's MCP
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retrieval lands (semantic, project-scoped), **keep `~/.opendream/db.sqlite`
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scoped to a single codebase per machine**, or run `opendream init --path
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<project>/.opendream/db.sqlite` per project so memory pools don't bleed
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across domains.
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- **The v0.0.1-alpha eval is cross-domain by accident.** Memory came from
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sessions of building OpenDream itself; the eval ran against a different
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codebase. This isn't the right test of the consolidation pass; v0.0.2 will
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run the domain-matched two-pass eval (collect baselines → dream → re-run
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on identical tasks).
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- **Cross-project memory pollution is measurable** (v0.0.1-alpha finding,
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fixed in v0.0.2). When consolidated memory comes from a different codebase
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than the agent works on, the cross-domain eval showed −20pp regressions on
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two feature tasks. v0.0.2's domain-matched two-pass eval eliminates those
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regressions. Until v0.5's MCP retrieval lands (semantic, project-scoped),
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**keep `~/.opendream/db.sqlite` scoped to a single codebase per machine**,
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or run `opendream init --path <project>/.opendream/db.sqlite` per project
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so memory pools don't bleed across domains.
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- **The eval suite is ceiling-effected** (v0.0.2 finding). 12 of 15 tasks
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hit 100% baseline — the agent already crushes them without memory help,
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so the consolidator has no room to lift them. v0.0.2's +4.0pp aggregate
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missed SPEC §3's ≥5pp target by 1pp because of this dilution. v0.0.3
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will replace the ceiling-effected tasks with harder discriminators (e.g.,
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multi-step refactors, ambiguous bug fixes, cross-module feature additions).
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- **No PyPI package yet.** Install from source via `pip install -e .` inside
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a clone. PyPI lands once the v0.0.2 domain-matched eval is in.
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a clone. PyPI lands once v0.0.3 ships the discriminating eval.
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- **No dynamic memory retrieval.** v0 only writes static `AGENTS.md`. MCP
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server lands in v0.5.
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- **Aider tool-use blocks stay inlined as raw markdown** rather than getting

SPEC.md

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3. Eval harness reports a measurable lift on the 15-task suite (baseline vs. dreamed agent, 5 trials each per task). Target ≥ 5 percentage points.
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4. README polished + 60-second demo recorded + GitHub repo public + MIT license.
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> **Note (2026-05-10):** Criterion 3 was not met by v0.0.1-alpha — measured cross-domain lift was +0.0pp aggregate (+40 / −20 / −20 / 12 ceilings per-task). The cross-domain test is itself a flawed measurement of the consolidation pass; v0.0.2 commits to the domain-matched two-pass eval (collect baselines → dream → re-run on identical tasks). Original criterion preserved here for historical record. See [`CHANGELOG.md`](CHANGELOG.md) and [`README.md`](README.md#known-limitations) for the per-task breakdown.
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> **Note (2026-05-10):** Criterion 3 was not met by v0.0.1-alpha or v0.0.2 — but the gap shrank and the failure mode changed. v0.0.1-alpha's cross-domain eval measured +0.0pp aggregate (+40 / −20 / −20 / 12 ceilings per-task) — the cross-domain test was itself flawed. v0.0.2 introduced the domain-matched two-pass eval (collect baselines → dream → re-run on identical tasks) and measured **+4.0pp aggregate, +20pp on each of 3 tasks, no regressions** — missed the 5pp bar by 1pp because **12 of 15 tasks are ceiling-effected** at 100% baseline (suite-design issue, not consolidator issue). v0.0.3 will replace the ceiling-effected tasks with harder discriminators so the 5pp bar becomes reachable. Original criterion preserved here for historical record. See [`CHANGELOG.md`](CHANGELOG.md) `[0.0.2]` and [`README.md`](README.md#v002-eval-result-2026-05-10--domain-matched-two-pass) for per-task breakdowns.
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eval/README.md

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A CLI wrapper (`opendream eval run`) is wired alongside the rest of the
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v0 commands once the runner is exercised against a real `claude` CLI.
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## Two-pass mode (v0.0.2)
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The default `run_eval` above runs **cross-domain** by design — you bring an
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externally-built `AGENTS.md` and the harness measures its effect on the
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library_api suite. v0.0.1-alpha shipped that mode and got +0.0pp aggregate
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lift (see [`CHANGELOG.md`](../CHANGELOG.md) `[0.0.1]` for the per-task
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breakdown). The cross-domain test isn't unfair *per se* but it isn't the
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test Anthropic's *Dreaming* claims to pass either: that test is
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**domain-matched** — consolidate from prior runs of the *same* task suite,
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then re-run dreamed on the *same* suite.
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`run_two_pass_eval` (and the matching `--two-pass` CLI flag) wires that
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test:
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```
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pass 1 (collect) → consolidate → pass 2 (dreamed)
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───────────────── ────────────── ─────────────────
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N tasks × T trials, ingest captured same N × T trials
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baseline (no AGENTS.md). transcripts into an with the new
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Each trial writes a isolated eval store at AGENTS.md injected.
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stream-json transcript <workdir>/store.sqlite,
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to <workdir>/transcripts/ reflect on each, dream
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<task>/trial-<n>/. once, export AGENTS.md
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to <workdir>/AGENTS.md.
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```
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Both passes use the same workdir (default `.opendream-eval/`); `store.sqlite`
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and `transcripts/` are wiped at the start of each `--two-pass` run so stale
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state never leaks between runs.
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### Capture mechanism
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`ClaudeCodeRunner` accepts `capture_to: Path` and, when set, runs:
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```
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claude --print --dangerously-skip-permissions \
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--output-format stream-json --verbose --no-session-persistence \
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--add-dir <workspace>
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```
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…with stdout redirected to `<capture_to>/transcript.jsonl`. The streaming
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NDJSON shape matches Claude Code's project-dir jsonl (same `type: user |
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assistant` events, same `message.content` block format), so the existing
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`claude_code` adapter ingests it directly.
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`--no-session-persistence` keeps `~/.claude/projects/` clean — the eval
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owns its own transcript via the captured file. After each trial,
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`_validate_transcript` asserts the file is non-empty and contains at least
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one user/assistant event; failure raises `TranscriptCaptureError` so the
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orchestrator halts cleanly rather than feeding an empty transcript to the
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consolidator.
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### Running
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```bash
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opendream eval run --two-pass --runner claude_code --trials 5
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# → wipes .opendream-eval/, runs pass-1, consolidates, runs pass-2,
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# prints baseline / dreamed / lift table
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```
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Smoke a single task before committing to 150 trials:
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```bash
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opendream eval run --two-pass --only 13_typed_storage_dataclass --trials 2
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```
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### Hard rules
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- Two-pass mode requires `--runner claude_code` — only `ClaudeCodeRunner`
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has stream-json capture wired in v0.0.2. Aider support is a v0.0.3+ item.
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- Don't combine `--two-pass` with `--baseline`, `--dreamed`, or
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`--agents-md` — the orchestrator runs both conditions and builds its own
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AGENTS.md. Combining flags would make the result ambiguous; the CLI
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rejects these combinations.
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- The eval store at `<workdir>/store.sqlite` is **isolated** from your
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user pipeline's store at `~/.opendream/db.sqlite`. Never point
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`--eval-store` at the latter — eval state must stay separate from the
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long-lived sessions you've actually consolidated.
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- Pass-1 trials run sequentially. Concurrent trial scheduling is a
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v0.0.3+ problem (race conditions in transcript capture would silently
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produce corrupted reflections).

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