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* Repair Flywheel — the learning loop that makes auto-repair faster + cheaper
* with every successful fix.
*
* ┌─────────── Tier 0: cache hit ────────┐
* │ query repair_flywheel by signature │ ← THIS module
* │ → reuse the patch that worked │
* └──────────┬───────────────────────────┘
* │ miss
* ▼
* ┌─────────── Tier 1: mechanical ───────┐
* │ bun install / biome / prettier │
* └──────────┬───────────────────────────┘
* │ no match / failed
* ▼
* ┌─────────── Tier 2: Claude Sonnet ────┐
* │ AI-generated patches │
* └──────────┬───────────────────────────┘
* │
* ▼
* record outcome → flywheel
*
* After ~5000 entries the cache dominates: most failures hit a known pattern
* and get fixed without an AI call. That's the moat — the longer gluecron
* runs, the more the platform learns about real-world failures.
*
* Storage: postgres `repair_flywheel` (drizzle migration 0039).
*
* Privacy: per-repo by default. `is_public_pattern=true` opts into cross-repo
* learning (off by default). Owners can flip the flag per-repo or per-pattern
* via /admin/repair-flywheel.
*/
import { createHash } from "crypto";
import { and, desc, eq, ne, sql, isNotNull, or } from "drizzle-orm";
import { db } from "../db";
import { repairFlywheel } from "../db/schema";
export type RepairTier = "cached" | "mechanical" | "ai-sonnet" | "human";
export type RepairOutcome = "pending" | "success" | "failed" | "reverted";
export interface CachedRepair {
id: string;
patchSummary: string;
/** Full unified-diff patch (migration 0105). Null on pre-0105 rows — those
* entries can't be replayed and callers must fall through to the AI tier. */
patch: string | null;
filesChanged: string[];
commitSha: string | null;
hitCount: number;
successRate: number; // 0..1
classification: string | null;
appliedCount: number;
}
/** Cap on the stored full patch — anything bigger isn't worth replaying. */
const MAX_PATCH_CHARS = 64 * 1024;
// The full-patch column postdates the locked schema.ts (migration 0105), so
// it isn't on the drizzle table object — read it with a raw fragment. If the
// migration hasn't run yet the query throws; callers treat that as a miss.
const patchColumn = sql<string | null>`${repairFlywheel}."patch"`;
// ─────────────────────────────────────────────────────────────────────────
// Fingerprinting — turn any failure text into a stable signature.
// ─────────────────────────────────────────────────────────────────────────
/**
* Normalise a failure message so two semantically-identical failures collapse
* to the same hash. Strips:
* - variable line numbers / column numbers (`:42:13`)
* - timestamps (any ISO-8601 fragment, any 12-char hex SHA, any UUID)
* - absolute paths (`/tmp/...`, `/home/...`, `/opt/...`)
* - quoted strings (often contain user data)
* - terminal escape sequences
* - extra whitespace
*
* Trade-off: this is intentionally aggressive. Two failures with the same
* normalised form ARE considered the same problem. If we get false-collisions
* later we narrow the rules. Erring on "match more, share more" wins for the
* flywheel's learning.
*/
export function normaliseFailure(text: string): string {
return text
.replace(/\x1b\[[0-9;]*m/g, "") // ANSI colour codes
.replace(/\b\d{4}-\d{2}-\d{2}T\d{2}:\d{2}:\d{2}[\d.+:Z-]*\b/g, "<TS>")
.replace(
/\b[0-9a-f]{8}-[0-9a-f]{4}-[0-9a-f]{4}-[0-9a-f]{4}-[0-9a-f]{12}\b/gi,
"<UUID>",
)
.replace(/\b[0-9a-f]{40}\b/gi, "<SHA1>")
.replace(/\b[0-9a-f]{64}\b/gi, "<SHA256>")
.replace(/\b[0-9a-f]{12,16}\b/gi, "<HEX>")
.replace(/\/(?:tmp|home|var|opt|root|usr)[^\s'":,\)\]]+/g, "<PATH>")
.replace(/[A-Z]:\\[^\s'":,\)\]]+/g, "<PATH>")
.replace(/:\d+(:\d+)?\b/g, ":<L>")
.replace(/'[^']*'/g, "'<S>'")
.replace(/"[^"]*"/g, '"<S>"')
.replace(/\s+/g, " ")
.trim()
.toLowerCase();
}
/** SHA-256 of the normalised failure text. 32 hex chars used as the signature. */
export function fingerprint(failureText: string): string {
const norm = normaliseFailure(failureText);
return createHash("sha256").update(norm).digest("hex").slice(0, 32);
}
// ─────────────────────────────────────────────────────────────────────────
// Cache lookup — find a successful past repair for this failure
// ─────────────────────────────────────────────────────────────────────────
/**
* Find the best cached repair for a given failure signature.
*
* Lookup priority:
* 1. Same repo + same signature + outcome=success — strongest signal
* 2. Cross-repo with is_public_pattern=true + outcome=success — fallback
*
* Returns null if no usable cache entry exists.
*/
export async function findCachedRepair(
repositoryId: string,
failureText: string,
): Promise<CachedRepair | null> {
const sig = fingerprint(failureText);
// First try: same repo, same signature, prefer the most recent success
const sameRepo = await db
.select({ row: repairFlywheel, patch: patchColumn })
.from(repairFlywheel)
.where(
and(
eq(repairFlywheel.repositoryId, repositoryId),
eq(repairFlywheel.failureSignature, sig),
eq(repairFlywheel.outcome, "success"),
),
)
.orderBy(desc(repairFlywheel.appliedAt))
.limit(1);
if (sameRepo.length > 0) {
return await hydrate(sameRepo[0]!.row, sameRepo[0]!.patch);
}
// Fallback: any public pattern with this signature
const cross = await db
.select({ row: repairFlywheel, patch: patchColumn })
.from(repairFlywheel)
.where(
and(
eq(repairFlywheel.failureSignature, sig),
eq(repairFlywheel.outcome, "success"),
eq(repairFlywheel.isPublicPattern, true),
),
)
.orderBy(desc(repairFlywheel.cacheHitCount))
.limit(1);
if (cross.length > 0) {
return await hydrate(cross[0]!.row, cross[0]!.patch);
}
return null;
}
async function hydrate(
row: typeof repairFlywheel.$inferSelect,
patch: string | null,
): Promise<CachedRepair> {
// Confidence: count successes vs failures across all entries that share
// this signature (or its cache lineage). Quick computation, sub-ms in
// typical use; we'll cache later if this becomes hot. Pending rows are
// excluded — in-flight repairs haven't settled, and counting them as
// non-successes would let queued attempts depress a good pattern's score.
const stats = await db
.select({
total: sql<number>`count(*)::int`,
successes: sql<number>`sum(case when outcome = 'success' then 1 else 0 end)::int`,
})
.from(repairFlywheel)
.where(
and(
or(
eq(repairFlywheel.failureSignature, row.failureSignature),
eq(repairFlywheel.parentPatternId, row.id),
),
ne(repairFlywheel.outcome, "pending"),
),
);
const total = Number(stats[0]?.total ?? 0);
const successes = Number(stats[0]?.successes ?? 0);
const successRate = total > 0 ? successes / total : 0;
return {
id: row.id,
patchSummary: row.patchSummary,
patch,
filesChanged: (row.filesChanged as string[]) ?? [],
commitSha: row.commitSha,
hitCount: row.cacheHitCount,
successRate,
classification: row.failureClassification,
appliedCount: total,
};
}
// ─────────────────────────────────────────────────────────────────────────
// Recording — write outcomes back to the flywheel
// ─────────────────────────────────────────────────────────────────────────
export interface RecordRepairInput {
repositoryId: string | null;
failureText: string;
classification: string | null;
tier: RepairTier;
patchSummary: string;
/** Full unified-diff patch so Tier-0 cache hits can replay it. Optional —
* mechanical repairs have no diff to store. Capped at ~64KB. */
patch?: string | null;
filesChanged: string[];
commitSha: string | null;
parentPatternId?: string | null;
outcome?: RepairOutcome; // defaults to 'pending'
isPublicPattern?: boolean;
}
/**
* Append a row to the flywheel. Returns the new entry's id so the caller
* can later updateOutcome() once the smoke test settles.
*
* Caps failureText at ~4KB and patchSummary at 400 chars at the write-site.
*/
export async function recordRepair(input: RecordRepairInput): Promise<string> {
const sig = fingerprint(input.failureText);
const failureText = input.failureText.slice(0, 4096);
const patchSummary = input.patchSummary.slice(0, 400);
const [row] = await db
.insert(repairFlywheel)
.values({
repositoryId: input.repositoryId,
failureSignature: sig,
failureText,
failureClassification: input.classification,
repairTier: input.tier,
patchSummary,
filesChanged: input.filesChanged,
commitSha: input.commitSha,
outcome: input.outcome ?? "pending",
parentPatternId: input.parentPatternId ?? null,
isPublicPattern: input.isPublicPattern ?? false,
})
.returning({ id: repairFlywheel.id });
// The full patch goes in via raw UPDATE: the "patch" column (migration
// 0105) postdates the locked schema.ts so it can't ride the drizzle
// insert above. Best-effort — if it fails (e.g. migration not yet
// applied) the audit row is still intact, the entry just can't be
// replayed by the Tier-0 cache.
if (input.patch) {
const patch = input.patch.slice(0, MAX_PATCH_CHARS);
try {
await db.execute(
sql`update "repair_flywheel" set "patch" = ${patch} where "id" = ${row!.id}`,
);
} catch (err) {
console.warn(
"[repair-flywheel] patch write failed (is migration 0105 applied?):",
err instanceof Error ? err.message : err,
);
}
}
// If this was a cache hit (Tier 0), bump the parent pattern's hit count.
if (input.parentPatternId) {
await db
.update(repairFlywheel)
.set({ cacheHitCount: sql`${repairFlywheel.cacheHitCount} + 1` })
.where(eq(repairFlywheel.id, input.parentPatternId));
}
return row!.id;
}
/**
* Update the outcome of a previously-recorded repair. Called after the
* smoke test or when a human reverts a repair commit.
*/
export async function updateOutcome(
id: string,
outcome: Exclude<RepairOutcome, "pending">,
): Promise<void> {
await db
.update(repairFlywheel)
.set({ outcome, outcomeAt: new Date() })
.where(eq(repairFlywheel.id, id));
}
// ─────────────────────────────────────────────────────────────────────────
// Stats — for /admin/repair-flywheel dashboard
// ─────────────────────────────────────────────────────────────────────────
export interface FlywheelStats {
totalRepairs: number;
byTier: Record<RepairTier, number>;
byClassification: Record<string, number>;
successRate: number;
cacheHitRate: number;
estimatedAiCallsSaved: number;
topPatterns: Array<{
signature: string;
classification: string | null;
hitCount: number;
summary: string;
}>;
}
/**
* Summary stats across the entire flywheel (or scoped to a single repo).
* Used by the admin dashboard. Numbers are computed live; cheap enough that
* we don't need a materialised view yet.
*/
export async function getFlywheelStats(
repositoryId?: string,
): Promise<FlywheelStats> {
const repoFilter = repositoryId
? eq(repairFlywheel.repositoryId, repositoryId)
: undefined;
// Total + per-tier counts in one round trip
const tierBreakdown = await db
.select({
tier: repairFlywheel.repairTier,
n: sql<number>`count(*)::int`,
})
.from(repairFlywheel)
.where(repoFilter)
.groupBy(repairFlywheel.repairTier);
const byTier: Record<RepairTier, number> = {
cached: 0,
mechanical: 0,
"ai-sonnet": 0,
human: 0,
};
let total = 0;
for (const r of tierBreakdown) {
byTier[r.tier as RepairTier] = Number(r.n);
total += Number(r.n);
}
// Per-classification counts
const classBreakdown = await db
.select({
cls: repairFlywheel.failureClassification,
n: sql<number>`count(*)::int`,
})
.from(repairFlywheel)
.where(repoFilter)
.groupBy(repairFlywheel.failureClassification);
const byClassification: Record<string, number> = {};
for (const r of classBreakdown) {
byClassification[r.cls ?? "ai-patch"] = Number(r.n);
}
// Success rate
const okCount = await db
.select({ n: sql<number>`count(*)::int` })
.from(repairFlywheel)
.where(
repoFilter
? and(repoFilter, eq(repairFlywheel.outcome, "success"))
: eq(repairFlywheel.outcome, "success"),
);
const successes = Number(okCount[0]?.n ?? 0);
const successRate = total > 0 ? successes / total : 0;
// Cache hit rate — % of repairs that came from Tier 0
const cacheHitRate = total > 0 ? byTier.cached / total : 0;
// Estimated AI calls saved: each cached + mechanical repair would have
// been an AI call in the old world.
const estimatedAiCallsSaved = byTier.cached + byTier.mechanical;
// Top reused patterns (most cache hits)
const topPatterns = await db
.select({
signature: repairFlywheel.failureSignature,
classification: repairFlywheel.failureClassification,
hitCount: repairFlywheel.cacheHitCount,
summary: repairFlywheel.patchSummary,
})
.from(repairFlywheel)
.where(
repoFilter
? and(repoFilter, sql`${repairFlywheel.cacheHitCount} > 0`)
: sql`${repairFlywheel.cacheHitCount} > 0`,
)
.orderBy(desc(repairFlywheel.cacheHitCount))
.limit(10);
return {
totalRepairs: total,
byTier,
byClassification,
successRate,
cacheHitRate,
estimatedAiCallsSaved,
topPatterns: topPatterns.map((r) => ({
signature: r.signature,
classification: r.classification,
hitCount: r.hitCount,
summary: r.summary,
})),
};
}
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