feat: greenfield spec-test synthesis for dbt-pr-review (P0–P2)

packages/opencode/specs/core-spec-test-prompt.md

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+# Core change: move the track-B generation prompt into the compiled binary
+
+Status: pending apply in `altimate-core-internal` · 2026-07-07
+
+The greenfield spec-test **track-B** generation prompt should ship compiled into
+the core binary (IP-in-binary), mirroring the AI reviewer
+(`review_ai_system_prompt`). The altimate-code side is **already wired**:
+
+- `native/types.ts` declares `altimate_core.review_spec_test_prompt`.
+- `native/altimate-core.ts` registers a handler that calls
+  `core.reviewSpecTestSystemPrompt()` **defensively** — if the running addon
+  predates the method, the handler fails and `spec-test-gen.ts`
+  (`resolveSystemPrompt`) falls back to the inline `buildSystemPrompt()`. So there
+  is **no runtime regression** before the core ships; the move activates
+  automatically once the addon is rebuilt.
+
+## Why this wasn't pushed to the core repo automatically
+
+At implementation time `altimate-core-internal` had an unclean working tree
+(unrelated WIP in `.claude/settings.json`, `.codex/hooks.json`,
+`.github/workflows/ci.yml` + a stash) on a stale working branch 549 commits
+behind `origin/main`. Applying below on a clean branch off `origin/main`.
+
+## Apply on a clean branch off `origin/main`
+
+In `crates/altimate-core-node/src/review.rs`, inside the existing
+`// altimate_change start … end` block, add:
+
+```rust
+/// System prompt for the greenfield spec-test generation lane (track B).
+///
+/// Ships compiled in the binary so the TS transport carries no prompt IP, matching
+/// `review_ai_system_prompt`. Keep in sync with the TS fallback in
+/// `spec-test-gen.ts` (`buildSystemPrompt`) until that fallback is removed.
+const SPEC_TEST_GEN_SYSTEM_PROMPT: &str = "\
+You propose dbt generic tests for a newly added dbt model.\n\
+Rules:\n\
+- Use ONLY the provided specSources. Do not infer expected values from current output or observed data.\n\
+- Propose dbt generic tests only. Fill dbtTest; do not use assertionSql.\n\
+- Every proposal must copy one derivedFrom object from specSources exactly, including derivedFrom.ref.\n\
+- The derivedFrom.ref must be one of the provided refs. Never invent refs.\n\
+- Allowed kind values: not_null, unique, accepted_values, relationships, range.\n\
+- Return ONLY a JSON array of GeneratedTest objects. Return [] when there is no grounded proposal.";
+
+/// Return the greenfield spec-test generation system prompt string.
+#[napi]
+pub fn review_spec_test_system_prompt() -> String {
+    SPEC_TEST_GEN_SYSTEM_PROMPT.to_owned()
+}
+```
+
+Then rebuild the napi addon (release/CI) so `reviewSpecTestSystemPrompt` is
+exported. After it ships and is confirmed live, the inline `buildSystemPrompt`
+fallback in `spec-test-gen.ts` may be deleted.
+
+## Verification once the addon is rebuilt
+
+- `spec-test-gen.ts resolveSystemPrompt()` returns the core prompt (not the
+  fallback); confirm via a debug log or by diffing the two strings.

packages/opencode/specs/corrective-app-memory.md

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+# Spec: Corrective, attribute-keyed app-memory
+
+Status: draft · Owner: anand · 2026-07-07
+Scope: shared substrate; first consumers = `dbt-pr-review` test-acceptance +
+reviewer finding-acceptance. Companion to `greenfield-spec-test-synthesis.md` (§P2).
+
+## 1. Problem
+
+Two memory needs in the product, both currently unserved or served badly:
+
+1. **dbt-pr-review learning.** The spec-test-synthesis agent generates tests per
+   repo. Some a team keeps, some it dismisses as noise. Today that signal
+   evaporates — the next PR regenerates the same dismissed tests.
+2. **altimate-code's own reviewer/skill memory.** Stored today as raw markdown
+   traces (`MEMORY.md` is already ~34KB and self-warning about size).
+
+Both are the failure the BAIR "Intelligence is Free" piece names: **file-based
+raw-trace memory doesn't scale, and raw traces induce repeated mistakes.** Its
+prescription — the thing to build — is *structured, corrective* memory: organize
+across attributes, each `*` (universal) or a specific value, and store the
+**correction**, never the trace.
+
+The move that makes this defensible (and not just a cache): store author-
+*committed* corrections keyed by the attributes of the situation, retrieve by
+most-specific match, and **never let a learned entry silently escalate a block.**
+
+## 2. Data model
+
+A memory entry is `(scope, correction, provenance)`.
+
+```ts
+interface MemoryScope {
+  project: string                 // tenant / repo — always specific (isolation boundary)
+  // Each below: a specific value OR "*" (universal). Retrieval matches specificity.
+  modelLayer?: string | "*"       // staging | intermediate | marts | ...
+  table?: string | "*"
+  column?: string | "*"
+  operation?: string | "*"        // date | dedup | join | pii | ...
+  warehouse?: string | "*"
+  category?: string | "*"         // ReviewCategory, or a domain tag
+  derivedFromKind?: string | "*"  // for test-acceptance: contract|grain|range|referential|not_null
+}
+
+interface MemoryEntry {
+  id: string                      // fingerprint of the canonicalized scope + directive
+  scope: MemoryScope
+  directive: string               // the correction: "prefer X" / "do NOT flag Y" / "suppress test kind Z here"
+  polarity: "prefer" | "suppress" // reinforce vs. suppress the behavior
+  provenance: {
+    source: "accepted_pr" | "explicit_dismiss" | "human_rule"
+    committed: boolean            // true only when a human/PR action ratified it
+    supportCount: number          // times observed; merges increment, they don't append
+    lastSeen: string              // ISO; drives decay/expiry
+  }
+}
+```
+
+Non-negotiables that keep this from becoming raw traces:
+
+- **Store the directive, not the transcript.** An entry is a single correction,
+  not a session log. No PR bodies, no diffs, no model output.
+- **Merge, don't append.** Two observations with the same canonical scope+directive
+  update one entry (`supportCount++`, refresh `lastSeen`) — the store does not grow
+  per event. This is what bounds size where `MEMORY.md` doesn't.
+- **Corrective, not descriptive.** "when deduping `int_*` models, dismiss
+  `referential` tests on unenforced sources" — a rule that changes future
+  behavior, not a note about the past.
+
+## 3. Retrieval
+
+Given a situation described by the same attributes, return the merged set of
+applicable entries, **most-specific match wins** on conflict:
+
+- Score each matching entry by count of non-`*` scope fields that match.
+- Higher specificity overrides lower (a `column`-specific `suppress` beats a
+  `layer`-wide `prefer`).
+- Ties → higher `supportCount`, then more recent `lastSeen`.
+- Expired/low-support entries (`supportCount < N` past a decay window) are not
+  returned — a single fluke never becomes a standing rule.
+
+Retrieval is a pure function of `(scope query, store)` → deterministic, testable.
+
+## 4. Consumers
+
+### 4.1 dbt-pr-review test acceptance (the P2 loop)
+
+- **Write:** when a generated test's proposed patch is merged → `accepted_pr`
+  `prefer` entry keyed by `(project, modelLayer, derivedFromKind, category)`.
+  When a proposed test is explicitly dismissed → `explicit_dismiss` `suppress`
+  entry, same key.
+- **Read:** `SpecTestGenInput` gains a `priors: MemoryEntry[]` field. The
+  generator is told: prefer kinds this repo keeps, avoid kinds it dismisses.
+  Generation gets sharper per-repo each PR **without** retraining anything.
+
+### 4.2 Reviewer finding acceptance (generalizes static rubric exclusions)
+
+- **Write:** a dismissed/muted finding → `suppress` entry keyed by the finding's
+  `(category, model/column, ruleKey)`.
+- **Read:** the orchestrator's post-filter (orchestrate.ts:1336, currently
+  `exclusionReason` over the static rubric) additionally consults learned
+  `suppress` entries — turning the hand-written exclusion list into a learned one.
+
+### 4.3 altimate-code reviewer/skill memory
+
+Same store replaces the raw-`.md` reviewer memory: corrections keyed by
+`(operation, table, column, warehouse)` instead of prose files. The Spider2
+`builder.txt` improvements are already de-facto corrective memory — this promotes
+that pattern into the layer itself.
+
+## 5. Safety: learned memory must not silently escalate
+
+Mirrors the test-gen honesty rule. A learned entry may:
+
+- **bias generation** (which tests to propose), and
+- **suppress/downgrade** advisory findings (raise precision).
+
+A learned entry may **NOT**:
+
+- escalate any finding to blocking, or manufacture a new blocking finding.
+
+Rationale: `suppress`/`prefer` only ever *reduce* noise or *reweight* proposals —
+both fail safe. Escalation off a learned pattern would let accumulated bias
+force `REQUEST_CHANGES`, exactly the "livelock / drift" risk. Blocking stays
+gated on deterministic engine proof (equivalence, executed author-declared
+constraints), never on memory. `provenance.committed` is recorded so a future
+governance tier *could* allow human-ratified escalation, but P0 does not.
+
+## 6. Storage & governance
+
+- **Per-project, tenant-scoped** (the isolation boundary; `project` is never `*`).
+- Backing store: append-and-compact JSONL or a small SQLite table — but the API
+  is `get(scopeQuery)` / `record(entry)` with merge semantics, so the backend is
+  swappable. No embeddings needed (structured attribute match, not semantic
+  search — the article's specific critique of the KG/embedding approach).
+- **Reviewable & exportable:** entries are inspectable; `.altimate/review.yml`
+  P0 exposes only `memory.entries`. FUTURE governance can add `pin`
+  (force-keep) or `forbid` (never-learn) scopes. Memory is a config surface,
+  not a black box.
+- **Decay:** entries below support threshold expire; the store self-prunes.
+
+## 7. Build phases
+
+- **P0 — read-path with seeded rules.** The `MemoryEntry` schema + deterministic
+  `get(scopeQuery)` retrieval + `.altimate/review.yml` hand-authored entries.
+  Wire into `SpecTestGenInput.priors` and the reviewer post-filter. No learning
+  yet — proves the retrieval + safety model with static data.
+- **P1 — write-path.** Record `accepted_pr` / `explicit_dismiss` entries from PR
+  merge/dismiss events with merge semantics + decay.
+- **P2 — reviewer/skill memory migration.** Move altimate-code's raw-`.md`
+  reviewer memory onto the same store.
+
+## 8. Interfaces (summary)
+
+| File | Change |
+|------|--------|
+| `corrective-memory.ts` (new, shared) | `MemoryScope`, `MemoryEntry`, `get()`, `record()` with merge/decay |
+| `spec-test-gen.ts` | `SpecTestGenInput.priors`; generator prompt consumes them |
+| `orchestrate.ts` | post-filter consults learned `suppress` entries |
+| `config.ts` | P0 `memory.entries`; FUTURE `pin` / `forbid` scopes |
+
+## 9. Non-goals
+
+- Not a semantic/embedding memory — deliberately structured attribute match.
+- Not cross-tenant — `project` is the hard isolation boundary.
+- Not a path to new blocking decisions (§5).