diff --git a/src/cli.ts b/src/cli.ts
index 5aa7191..232e6e2 100644
--- a/src/cli.ts
+++ b/src/cli.ts
@@ -18,6 +18,7 @@ import { getStore } from './store.js';
 import { createWebServer } from './web/index.js';
 import { EventDeduplicator } from './normalizer.js';
 import { createConfigCommand } from './config.js';
+import { applyAllWorkerLimits } from './workerMemoryLimiter.js';
 import * as fs from 'fs';
 import * as net from 'net';
 import type { LogLevel, EventFilter, LogEvent } from './types.js';
@@ -136,6 +137,14 @@ program
             deduplicator,
           });
 
+      // Apply memory limits to all currently running needle workers at startup
+      if (resolved.kind === 'directory') {
+        const limitedCount = applyAllWorkerLimits();
+        if (limitedCount > 0) {
+          console.error(`Applied memory limits to ${limitedCount} needle worker(s)`);
+        }
+      }
+
       tailer.on('event', (event) => {
         // Apply filters before processing event
         if (filter.worker && event.worker !== filter.worker) return;
@@ -334,6 +343,14 @@ program
             deduplicator,
           });
 
+      // Apply memory limits to all currently running needle workers at startup
+      if (resolved.kind === 'directory') {
+        const limitedCount = applyAllWorkerLimits();
+        if (limitedCount > 0) {
+          console.error(`Applied memory limits to ${limitedCount} needle worker(s)`);
+        }
+      }
+
       tailer.on('event', (event) => {
         // Apply filters before processing event
         if (filter.worker && event.worker !== filter.worker) return;
diff --git a/src/directoryTailer.ts b/src/directoryTailer.ts
index 429c5dc..97dc11e 100644
--- a/src/directoryTailer.ts
+++ b/src/directoryTailer.ts
@@ -18,6 +18,7 @@ import * as path from 'path';
 import { EventEmitter } from 'events';
 import { LogTailer, TailerEvents } from './tailer.js';
 import { EventDeduplicator } from './normalizer.js';
+import { applyLimitForLogFile } from './workerMemoryLimiter.js';
 
 export interface DirectoryTailerOptions {
   /** Directory to watch for *.jsonl files */
@@ -230,6 +231,10 @@ export class DirectoryTailer extends EventEmitter {
 
     this.children.set(filePath, tailer);
     tailer.start();
+
+    // Apply memory limit to needle worker when activating its log file
+    const fileName = path.basename(filePath);
+    applyLimitForLogFile(fileName);
   }
 
   /**
diff --git a/src/workerMemoryLimiter.ts b/src/workerMemoryLimiter.ts
new file mode 100644
index 0000000..bcff872
--- /dev/null
+++ b/src/workerMemoryLimiter.ts
@@ -0,0 +1,326 @@
+/**
+ * FABRIC Needle Worker Memory Limiter
+ *
+ * Applies per-worker memory limits by writing to cgroup memory.max.
+ * Each needle worker is bounded at 4 GB RSS to prevent any single worker
+ * from exhausting the cgroup's memory.
+ *
+ * Integration:
+ * - Call applyWorkerMemoryLimit() when a new worker log file is detected
+ * - Call applyAllWorkerLimits() at startup to limit existing workers
+ */
+
+import * as fs from 'fs';
+import * as path from 'path';
+
+/** Default memory limit per worker (4 GB) */
+const DEFAULT_MEMORY_LIMIT_BYTES = 4 * 1024 * 1024 * 1024;
+
+/** Cache of worker IDs we've already applied limits to (avoid repeated work). */
+const limitedWorkers = new Set<string>();
+
+/**
+ * Extract worker ID from log file name.
+ * Expected format: <agent>-<identifier>-<random>.jsonl
+ * Returns the full worker ID (agent-identifier) for matching against needle state.
+ */
+function extractWorkerId(logFileName: string): string | null {
+  // Remove .jsonl extension
+  const baseName = logFileName.replace(/\.jsonl$/, '');
+
+  // Needle log files are named: <agent>-<identifier>-<random>
+  // We need to return the full worker ID format: <agent>-<identifier>
+  // The random suffix is 8 hex chars, so we can detect and strip it
+  const randomSuffixMatch = baseName.match(/-[a-f0-9]{8}$/);
+  if (randomSuffixMatch) {
+    return baseName.slice(0, randomSuffixMatch.index);
+  }
+
+  // Fallback: remove "needle-" prefix if present
+  if (baseName.startsWith('needle-')) {
+    return baseName.slice(7);
+  }
+
+  return baseName;
+}
+
+/**
+ * Extract the identifier part from a worker ID.
+ * Worker ID format: <agent>-<identifier> (e.g., claude-code-glm-4.7-alpha)
+ * Returns just the identifier (e.g., "alpha").
+ */
+function extractIdentifier(workerId: string): string {
+  // The identifier is the last component after the last hyphen
+  const parts = workerId.split('-');
+  return parts[parts.length - 1];
+}
+
+/**
+ * Find the process ID for a needle worker by worker ID.
+ * Searches for processes matching the needle worker pattern.
+ */
+function findNeedleWorkerPid(workerId: string): number | null {
+  try {
+    // Read /proc to find needle processes
+    const procDir = '/proc';
+    const entries = fs.readdirSync(procDir);
+
+    // Extract just the identifier (last part of worker ID)
+    // e.g., "claude-code-glm-4.7-alpha" -> "alpha"
+    const identifier = extractIdentifier(workerId);
+
+    for (const entry of entries) {
+      if (!/^\d+$/.test(entry)) continue;
+
+      const pid = parseInt(entry, 10);
+      const cmdlinePath = path.join(procDir, entry, 'cmdline');
+
+      try {
+        const cmdline = fs.readFileSync(cmdlinePath, 'utf-8');
+        // Check if this is a needle run process for our worker
+        // Match: "needle run ... --identifier <value>"
+        if (cmdline.includes('needle run')) {
+          // Extract the identifier value from cmdline
+          const identMatch = cmdline.match(/--identifier\s+(\S+)/);
+          if (identMatch && identMatch[1] === identifier) {
+            return pid;
+          }
+        }
+      } catch {
+        // Process may have exited
+        continue;
+      }
+    }
+
+    return null;
+  } catch {
+    return null;
+  }
+}
+
+/**
+ * Get the cgroup path for a process.
+ * Returns the cgroup v2 path (e.g., /user.slice/user-1001.slice/session-X.scope)
+ */
+function getProcessCgroupPath(pid: number): string | null {
+  try {
+    const cgroupPath = path.join('/proc', pid.toString(), 'cgroup');
+    const cgroupContent = fs.readFileSync(cgroupPath, 'utf-8');
+
+    // Parse cgroup v2 format (line starting with "0::")
+    const lines = cgroupContent.split('\n');
+    for (const line of lines) {
+      if (line.startsWith('0::')) {
+        const cgroupPath = line.slice(4); // Remove "0::"
+        return `/sys/fs/cgroup${cgroupPath}`;
+      }
+    }
+
+    return null;
+  } catch {
+    return null;
+  }
+}
+
+/**
+ * Apply memory limit to a cgroup by writing to memory.max.
+ */
+function applyMemoryLimitToCgroup(cgroupPath: string, limitBytes: number): boolean {
+  try {
+    const memoryMaxPath = path.join(cgroupPath, 'memory.max');
+
+    // Check if file exists and is writable
+    if (!fs.existsSync(memoryMaxPath)) {
+      return false;
+    }
+
+    // Write the memory limit
+    fs.writeFileSync(memoryMaxPath, limitBytes.toString(), 'utf-8');
+    return true;
+  } catch {
+    return false;
+  }
+}
+
+/**
+ * Apply memory limit to a needle worker.
+ * Returns true if the limit was applied successfully.
+ */
+export function applyWorkerMemoryLimit(
+  workerId: string,
+  limitBytes: number = DEFAULT_MEMORY_LIMIT_BYTES
+): boolean {
+  // Skip if we've already limited this worker
+  if (limitedWorkers.has(workerId)) {
+    return true;
+  }
+
+  try {
+    // Find the worker's PID
+    const pid = findNeedleWorkerPid(workerId);
+    if (!pid) {
+      return false;
+    }
+
+    // Get the cgroup path
+    const cgroupPath = getProcessCgroupPath(pid);
+    if (!cgroupPath) {
+      return false;
+    }
+
+    // Apply the memory limit
+    const success = applyMemoryLimitToCgroup(cgroupPath, limitBytes);
+
+    if (success) {
+      limitedWorkers.add(workerId);
+    }
+
+    return success;
+  } catch {
+    return false;
+  }
+}
+
+/**
+ * Apply memory limit by log file name.
+ * Convenience function for DirectoryTailer integration.
+ */
+export function applyLimitForLogFile(logFileName: string): boolean {
+  const workerId = extractWorkerId(logFileName);
+  if (!workerId) {
+    return false;
+  }
+
+  return applyWorkerMemoryLimit(workerId);
+}
+
+/**
+ * Apply memory limits to all currently running needle workers.
+ * Scan the needle state file to find active workers.
+ */
+export function applyAllWorkerLimits(
+  limitBytes: number = DEFAULT_MEMORY_LIMIT_BYTES
+): number {
+  let appliedCount = 0;
+
+  try {
+    // Read needle state file
+    const needleStateDir = path.join(process.env.HOME || '', '.needle', 'state');
+    const stateFiles = fs.readdirSync(needleStateDir).filter(f => f.endsWith('.json'));
+
+    for (const stateFile of stateFiles) {
+      try {
+        const statePath = path.join(needleStateDir, stateFile);
+        const stateContent = fs.readFileSync(statePath, 'utf-8');
+        const state = JSON.parse(stateContent);
+
+        // Apply limits to each worker
+        for (const worker of state.workers || []) {
+          // If we have the PID directly from state, use it
+          if (worker.pid) {
+            if (applyMemoryLimitToPid(worker.pid, limitBytes)) {
+              limitedWorkers.add(worker.id);
+              appliedCount++;
+            }
+          } else if (worker.id && applyWorkerMemoryLimit(worker.id, limitBytes)) {
+            appliedCount++;
+          }
+        }
+      } catch {
+        // Skip invalid state files
+        continue;
+      }
+    }
+  } catch {
+    // Needle state directory not accessible
+  }
+
+  return appliedCount;
+}
+
+/**
+ * Apply memory limit directly to a process by PID.
+ * Returns true if the limit was applied successfully.
+ */
+function applyMemoryLimitToPid(pid: number, limitBytes: number): boolean {
+  try {
+    const cgroupPath = getProcessCgroupPath(pid);
+    if (!cgroupPath) {
+      return false;
+    }
+
+    return applyMemoryLimitToCgroup(cgroupPath, limitBytes);
+  } catch {
+    return false;
+  }
+}
+
+/**
+ * Clear the cache of limited workers.
+ * Useful if workers have been restarted and you want to re-apply limits.
+ */
+export function clearLimitedWorkerCache(): void {
+  limitedWorkers.clear();
+}
+
+/**
+ * Get the current memory limit for a worker's cgroup.
+ * Returns the limit in bytes, or null if not found.
+ */
+export function getWorkerMemoryLimit(workerId: string): number | null {
+  try {
+    const pid = findNeedleWorkerPid(workerId);
+    if (!pid) {
+      return null;
+    }
+
+    const cgroupPath = getProcessCgroupPath(pid);
+    if (!cgroupPath) {
+      return null;
+    }
+
+    const memoryMaxPath = path.join(cgroupPath, 'memory.max');
+    if (!fs.existsSync(memoryMaxPath)) {
+      return null;
+    }
+
+    const content = fs.readFileSync(memoryMaxPath, 'utf-8').trim();
+
+    // Parse the value (may be "max" for unlimited)
+    if (content === 'max') {
+      return null;
+    }
+
+    return parseInt(content, 10);
+  } catch {
+    return null;
+  }
+}
+
+/**
+ * Get the current memory usage for a worker's cgroup.
+ * Returns the usage in bytes, or null if not found.
+ */
+export function getWorkerMemoryUsage(workerId: string): number | null {
+  try {
+    const pid = findNeedleWorkerPid(workerId);
+    if (!pid) {
+      return null;
+    }
+
+    const cgroupPath = getProcessCgroupPath(pid);
+    if (!cgroupPath) {
+      return null;
+    }
+
+    const memoryCurrentPath = path.join(cgroupPath, 'memory.current');
+    if (!fs.existsSync(memoryCurrentPath)) {
+      return null;
+    }
+
+    const content = fs.readFileSync(memoryCurrentPath, 'utf-8').trim();
+    return parseInt(content, 10);
+  } catch {
+    return null;
+  }
+}