Commit Graph

164 Commits

Author SHA1 Message Date
Cobra 65d42229ad Fix P1/P2 audit findings from #671 review
P1 Fixes:
- Signal count enrollment logic: Changed from broken signal_count increment to tracking distinct signal types (BLE vs WiFi) using a set. Device enrolls when len(signal_types) >= 2, ensuring multi-source correlation.
- DNS mDNS pointer endianness: Added bounds check to prevent out-of-bounds reads when following DNS compression pointers. Checks pointer_offset < offset and pointer_offset < len(payload) before recursing.
- Nested RLock fragility: Refactored enrollment callback to not acquire lock (caller _ingest_signal holds it). Renamed _on_device_enrolled() to _fire_enrollment_callback() and removed lock acquisition.

P2 Fixes:
- BLE Handoff parsing: Implemented full HCI packet parsing to extract Apple Company ID (0x004C), Handoff message type (0x0C), and sequence number (bytes 4-5, big-endian). Calls _ingest_signal() with handoff_seq parameter.
- DNS record count overflow: Capped total_records at 1000 to prevent unbounded loop DoS on crafted mDNS packets.
- device_store unbounded growth: Added simple eviction when store exceeds 500 entries - evicts 100 oldest by first_seen timestamp. No LRU needed for MVP.

All 40 existing tests continue to pass.
2026-04-14 12:46:44 -04:00
Cobra 3dccfea838 Add multi-source device identity store and zero-config enrollment (#671)
Track devices across MAC rotations using BLE Handoff sequence numbers
and DHCP Option 55 fingerprinting. Auto-enroll personal devices when
seen on 2+ independent signal types. Handle iOS MAC rotation silently.
Confidence-based departure only fires for enrolled devices.

Changes:
- New device_store dict for stable device identity tracking (keyed by
  handoff seq anchor or DHCP fingerprint hash)
- _dhcp_fingerprint_hash() computes stable DHCP Option 55 fingerprint
- _create_identity_record() initializes device records
- _on_device_enrolled() triggers silent enrollment when signal_count >= 2
- _correlate_or_create_identity() finds or creates identities via BLE seq
  or DHCP fingerprint, handles MAC rotation detection
- _ingest_signal() ingests signals from multiple sources (BLE, DHCP, ARP,
  mDNS) and triggers enrollment when criteria met
- ble_sniffer() thread for Apple Continuity Protocol parsing (HCI socket +
  hcidump fallback); graceful failure on missing hardware
- Modified parse_frame() to extract DHCP Option 55 and ingest signals for
  ARP, mDNS, DHCP packets
- Updated main() to start BLE sniffer thread and log device_store stats
2026-04-14 12:38:32 -04:00
Cobra 4903e750c9 Add tests for iOS departure detection features
New tests for net_alerter iOS departure detection:
- test_update_last_seen_updates_dict: verifies _update_last_seen dict updates
- test_personal_watchdog_fires_on_departure_after_timeout: timeout detection
- test_personal_watchdog_does_not_fire_within_timeout: no false positives
- test_mdns_name_matching_adds_mac_to_personal_devices: mDNS name discovery
- test_load_personal_macs_from_env_does_not_log_individual_macs: privacy logging

All 21 tests passing (16 existing + 5 new).
Updated cleanup fixture to include last_seen, personal_devices, personal_names.
2026-04-13 20:30:49 -04:00
Cobra 814085c0b3 Add iOS departure detection via passive ARP/mDNS capture and watchdog
Implement passive observation tracking for iOS devices:
- Add last_seen dict and lock for tracking passive frame observations
- Parse ARP frames (ethertype 0x0806) for MAC observation
- Parse mDNS frames (UDP port 5353) for device name auto-discovery
- Rename parse_dhcp to parse_frame to reflect broader scope
- Add personal_names set for device name matching
- Parse NET_ALERTER_PERSONAL_NAMES env var (comma-separated device names)
- Add mDNS DNS message parsing to extract PTR/SRV/A record names
- Auto-add MACs to personal_devices when mDNS name matches personal_names
- Call _update_last_seen on all frame types (ARP, mDNS, DHCP)
- Add personal_watchdog thread to fire on_departure after WATCHDOG_TIMEOUT_SEC
- Add NET_ALERTER_WATCHDOG_TIMEOUT env config (default 900s)
- Fix load_personal_macs_from_env logging to show counts instead of MACs

Changes are minimal and focused:
- No socket changes (existing AF_PACKET socket already sees all frames)
- No new dependencies (stdlib only)
- Deadlock prevention (watchdog does not hold locks when calling on_departure)
- Backward compatible (personal_names optional, watchdog is passive)
2026-04-13 20:27:00 -04:00
Cobra c012480b7e fix _check_churn self-deadlock — remove redundant known_lock nesting
on_departure() holds known_lock when calling _check_churn(). When churn
threshold is hit, the nested `with known_lock:` inside _check_churn tried
to reacquire an already-held non-reentrant lock → permanent deadlock.

This killed the production process on the OPi Zero 3 after ~15 hours of
runtime on 2026-04-12 at ~02:12 UTC. infrastructure_ips.add() is safe
without the inner lock since the caller already holds known_lock.

Also: reset _churn_tracker between tests to prevent cross-test state
accumulation that triggered the churn threshold in test isolation.
2026-04-13 17:07:25 -04:00
Cobra ebe576d2e0 Remove Matrix credentials from global memory — load at call time
Fix #605: Remove MATRIX_HOMESERVER, MATRIX_ACCESS_TOKEN, MATRIX_ROOM_ID from module-level globals.
Credentials are now read at call time in send_alert() via _read_env_value() to minimize
credential lifetime in process memory.

Fix #606: Update deploy.sh to use Infisical creds CLI instead of .secrets file.
Fetches NET_ALERTER_PASSWORD from matrix folder in Infisical vault, then generates
access token at deploy time.

All 16 net_alerter tests pass when run individually or in groups.
2026-04-13 04:00:56 -04:00
Cobra de7cfe552c Fix timer.cancel() deadlock and add MAC format validation
Two P1 bugs fixed:

1. Timer cancel deadlock: timer.cancel() was called while holding locks, which would deadlock if the callback was running/paused waiting for those same locks. Fixed by extracting timers outside of all locks before calling cancel().

2. MAC validation: _normalize_mac() now validates format with regex and returns empty string for invalid MACs. Callers (load_personal_macs_from_env, is_personal_device) skip empty results and log warnings.

All 16 tests pass.
2026-04-12 08:41:04 -04:00
Cobra 56801c6baa Fix P1 bugs in occupancy tracking: lock ordering deadlock, MAC normalization, and race condition
- P1-1: Fix lock ordering deadlock by establishing canonical order (known_lock → departure_lock → occupancy_lock). Refactor on_arrival() to acquire locks in correct order. Fix send_departure_alert() callback to hold occupancy_lock while updating state.
- P1-2: Add _normalize_mac() helper to strip colons/hyphens, apply to load_personal_macs_from_env() and is_personal_device() for consistent MAC comparison.
- P1-3: Remove occupancy_lock acquisition from _update_occupancy_state_unlocked() - callers must hold lock. Update all callers to acquire occupancy_lock before calling.

All individual tests pass. Fixes allow on_arrival() and timer callbacks to execute without deadlock.
2026-04-12 07:57:37 -04:00
Cobra ec6e9e31d1 Implement occupancy tracking with personal device detection and deadlock fix
- Add MOBILE_DEVICE_OUIS set with 55+ OUI prefixes for personal devices
- Add is_personal_device() function to detect personal devices by OUI or manual config
- Add load_personal_macs_from_env() to parse NET_ALERTER_PERSONAL_MACS
- Add location_occupancy state tracking (VACANT/OCCUPIED/UNKNOWN)
- Add update_occupancy_state() function with thread-safe alerts on transitions
- Add _update_occupancy_state_unlocked() helper to prevent deadlock
- Fix deadlock in on_arrival() by using unlocked version when holding known_lock
- Update test suite with 5 new occupancy tests
- Fix test assertions to exclude occupancy alerts for device arrival tests
2026-04-12 07:26:57 -04:00
Cobra 96d1042239 Apply Delta Reviewer QA corrections to net_alerter security review
- Correction 1: Add severity justification notes to all 15 CRITICAL findings explaining uprates from source agent JSON
- Correction 2: Complete triage mapping with explicit (FIX-NOW)/(FIX-DETECTION)/(FIX-OPSEC) labels on all findings
- Correction 3: Add Appendix A deduplication mapping showing raw→consolidated finding ID merges (54 raw → 29 consolidated HIGH+CRITICAL)
- Correction 4: Preserve agent-specific structured fields in consolidated findings:
  - RT findings: Tools, Exploitation Time, Attack Chain steps
  - IR findings: Failure Mode scenarios, Impact window
  - BT findings: Detection Source, Theoretical TTD minutes
- Correction 5: Add explicit triage labels to High-Severity section findings

All 5 Delta Reviewer QA corrections applied. Report now ready for gate review.
2026-04-10 23:34:42 -04:00
Cobra bd39ea7b15 Append Delta Reviewer QA report to consolidated security findings 2026-04-10 23:28:24 -04:00
Cobra 6e2a4e7c32 Consolidate 6-agent security review into unified report
- Deduplicate 105 raw findings into 52 unique consolidated issues
- Apply severity calibration rubric across SA, OA, BT, APT, RT, IR agents
- Map findings to 6 triage categories (FIX-NOW, FIX-DETECTION, FIX-OPSEC, FIX-QUALITY, NOT-FIXING, DEFERRED)
- Prioritize 4 user-specified concerns: flap suppression blind spot, gateway exclusion, debounce aggressiveness, flap detection OPSEC
- Include cross-agent consensus table (28 multi-agent findings, 54% of total)
- Provide pre-deployment checklist and remediation effort estimates
- Executive summary with 15 CRITICAL, 22 HIGH, 13 MEDIUM, 2 LOW findings
2026-04-10 23:23:44 -04:00
Cobra 2090c4e572 Add three dynamic infrastructure auto-suppression mechanisms to net_alerter
- Option A: OUI-based auto-exclusion for network equipment (Ubiquiti, Cisco, Aruba, TP-Link, Netgear, MikroTik, Ruckus)
- Option B: Churn-based suppression (cycles 3+ times in 30min auto-suppresses device)
- Option C: Verify NET_ALERTER_INFRA_IPS env var is documented and functional

Implementation:
- Added NETWORK_EQUIPMENT_OUIS set with 45 common network equipment OUI prefixes
- Added _check_churn() function to track departure events within 30min window
- Integrated OUI check into on_arrival() and seed_infrastructure_ips()
- Integrated churn check into on_departure() before timer start
- Enhanced seed_infrastructure_ips() docstring to document all 5 seeding steps
- Removed interactive BB_ALERTER_INFRA_IPS prompt from operator_setup.sh (post-deploy config only)
2026-04-10 22:57:40 -04:00
Cobra b9ae73de02 Add NET_ALERTER_INFRA_IPS config to setup.sh .env template and operator_setup.sh prompt 2026-04-10 22:50:56 -04:00
Cobra 1e478a749e Add flap state cleanup to test_net_alerter for test isolation
Tests now call cleanup_flap_state() at the start of each test to properly
reset the interface flap detection state (_flap_window, _interface_recovering,
_recovery_timer) between tests, preventing state carryover failures.
2026-04-10 22:46:07 -04:00
Cobra bfa0acc793 Add interface flap detection and env var for infrastructure IPs in net_alerter
- Fix 1: Interface flap detection suppresses departure storms when wlan0 briefly loses association and triggers simultaneous RTM_DELNEIGH events for all cached neighbors
  - Tracks 3-second window of departure MACs
  - Locks recovery state for 60 seconds if 3+ departures occur in rapid succession
  - Prevents false positive alerts during interface recovery

- Fix 2: Additional infrastructure IPs via NET_ALERTER_INFRA_IPS env var
  - Allows operator to suppress alerts for devices like access points that cycle regularly
  - Comma-separated list of IP addresses to be seeded as infrastructure at startup
  - Example: NET_ALERTER_INFRA_IPS=192.168.1.214,192.168.1.220

Addresses DevTrack #467 (net_alerter false positive alerts)
2026-04-10 22:45:15 -04:00
Cobra b43ebf35ee Deploy presence daemon to OPi Zero 3 test implant
sensor.service running at 192.168.1.10. ARP + DHCP sensors active.
Probe sniffer degraded (no wlan1). BLE degraded (BlueZ too old for or_patterns).
Untracked audit files committed for reference.
2026-04-10 15:49:03 -04:00
Cobra 93592ae2ff Add bounds checks to netlink and DHCP parsers — prevent exception flood on malformed packets 2026-04-10 15:49:03 -04:00
Cobra c6fb35430d Fix P1 blockers: configurable port, connection leak, race condition, DB path + WAL
- P1 #551: Add STATUS_PORT env var (default 9191) for configurable HTTP status server port
- P1 #552: Fix SQLite connection leak — wrap all sqlite3.connect() with try/finally in lookup_person(), seed_persons_from_db(), log_signal(), log_presence_change()
- P1 #553: Fix race condition in update_person_state() — compute certainty snapshot under devices_lock, determine state transition under persons_lock, send alert outside locks to prevent stale snapshot
- P2 #559 (included): Add WAL mode + pragmas to init_db() for concurrent write safety
- Database path: Align to /opt/sensor/presence.db in both daemon and install.sh
- Increase connection timeout from 1s to 10s across all functions
- install.sh: Document PRESENCE_STATUS_PORT and PRESENCE_MATRIX_WEBHOOK env vars
2026-04-10 15:49:03 -04:00
Cobra 6e0a293075 Add presence daemon user documentation and architecture guide 2026-04-10 15:49:03 -04:00
Cobra d1abd45173 Add passive presence daemon — multi-signal WiFi/ARP/DHCP/BLE with exponential decay
Implements DevTrack #530: Person Presence Intelligence daemon for BigBrother drop implant.

Core components:
- presence_daemon.py: 4 sensor threads (probe, ARP, DHCP, BLE) with exponential decay
- presence_schema.sql: SQLite schema for persons, devices, signals, occupancy log
- install.sh: Deployment script (copies to /opt/sensor/, creates systemd service)
- AUDIT_impl.md: Implementation notes, limitations, audit checklist

Features:
- Exponential decay model (lambda=0.08/min) for signal certainty
- Presence anchor (45-min hold time prevents false VACANT)
- Person state machine: UNKNOWN → PRESENT ↔ ABSENT
- Multi-signal fusion: max + 0.08×min for device aggregate
- Thread-safe in-memory state with SQLite persistence
- Matrix webhook alerting (if configured)
- HTTP status endpoint on 127.0.0.1:9191
- Graceful BLE degrade if bleak unavailable
- No tool fingerprints in output or service names
2026-04-10 15:49:03 -04:00
Cobra ea973f9ebe Revert "Add presence DB schema; fix BLE passive scan mode (bleak #1440)"
This reverts commit 2499db6147be65c76e7e202190b81855ba7b9100.
2026-04-10 15:49:03 -04:00
Cobra 7f54cd00c0 Revert "Add Phase 1 WiFi presence daemon — mDNS + ARP fusion with exponential decay and presence anchor"
This reverts commit b9adf498106c52f1c7508a791a7aac30d5ca1955.
2026-04-10 15:49:03 -04:00
Cobra 715654666b Add Phase 1 WiFi presence daemon — mDNS + ARP fusion with exponential decay and presence anchor 2026-04-10 15:49:03 -04:00
Cobra 80fc79709a Add presence DB schema; fix BLE passive scan mode (bleak #1440) 2026-04-10 15:49:03 -04:00
Cobra c4d6262bd2 Apply QA corrections to consolidated security review: deconflict APT-001 triage, add deduplication transparency, document exploit chain dependencies 2026-04-10 15:49:03 -04:00
n0mad1k 8223751490 Add comprehensive test suites for 7 bigbrother modules
Cover packet_capture (rotation/zstd/AES), credential_db (dedup/hashcat/bulk),
ja3_spoofer (profiles/cipher mapping/randomization), responder_mgr (hash
capture/dedup/conf gen), ntlm_relay (protocol inference/command building/
coordination), ids_tester (risk assessment/preflight/caplet), and bridge
(setup/teardown/ebtables/watchdog). 187 tests total, all passing.
2026-04-10 07:38:28 -04:00
n0mad1k fded0ff4e7 Add responder_mgr NTLM hash capture validation tests 2026-04-10 07:37:22 -04:00
n0mad1k 7aab56cbe0 Add ntlm_relay wrapper and ADCS relay validation tests 2026-04-10 07:36:16 -04:00
n0mad1k 79baaa61b7 Add ids_tester IDS evasion self-test validation tests 2026-04-10 07:34:49 -04:00
n0mad1k ecec702937 Add validation tests for packet_capture, credential_db, and ja3_spoofer
Tests cover:
- packet_capture: zstd compression, AES-256-GCM encryption, rotation
  pipeline, disk purge, file locking (15 tests)
- credential_db: ingestion, deduplication at scale (1000+), hashcat
  export filtering, crack status management, bulk update, CSV/JSON
  export, query helpers (25 tests)
- ja3_spoofer: builtin profile validation, cipher ID mapping, external
  DB loading, auto-selection, SSL context config, randomization
  validation (28 tests)

Addresses DevTrack items #424, #425, #437.
2026-04-10 07:29:08 -04:00
n0mad1k ddb4c5d0a8 Expand p0f OS fingerprint signatures from 16 to 102 entries
Comprehensive p0f-style TCP SYN signatures covering Linux (kernel 2.0-6.x,
Android, Chrome OS, Alpine, containers), Windows (2000 through 11/Server
2022, XP, Embedded), macOS (Tiger through Sonoma), iOS/iPadOS/tvOS/watchOS,
BSDs (Free/Open/Net/DragonFly), Solaris/illumos, network devices (Cisco
IOS/NX-OS/IOS-XE, Juniper, MikroTik, Ubiquiti, pfSense, OPNsense,
Fortinet, Palo Alto, Aruba, F5, HP ProCurve, Arista), printers (HP,
Brother, Epson, Canon, Xerox, Ricoh, Kyocera, Lexmark, Zebra), embedded/
IoT (lwIP, uIP, VxWorks, QNX, Zephyr, ESP-IDF, FreeRTOS, Contiki-NG,
Windows IoT), gaming consoles, and virtualization guests.

DevTrack: bigbrother #419
2026-04-10 07:06:50 -04:00
n0mad1k 05a3f7553b Expand MAC profiles from 55 to 132 innocuous device profiles
Added profiles for: more streaming devices (Shield TV, Roku 4K),
additional smart TVs (Hisense, Insignia, Philips, Toshiba), more smart
speakers (Sonos Era, HomePod, Bose, Echo Pop/Studio), extensive IoT
devices (Arlo, Eufy, Chamberlain, Lutron, Lifx, Roborock, SmartThings,
August, Honeywell), more printers (Kyocera, Lexmark, Ricoh, Xerox),
additional gaming (Xbox Series S, Switch OLED, Steam Deck), more phones
(Pixel, OnePlus, Xiaomi), wearables (Apple Watch, Fitbit, Garmin,
Galaxy Watch), network gear (Linksys, ASUS, eero), and NAS devices
(Synology, QNAP). New device_type categories: wearable, network, nas.

DevTrack: bigbrother #417
2026-04-10 07:05:25 -04:00
n0mad1k 2cb408af4f Expand JA3 fingerprint database from 4 to 501 profiles
New seed_ja3.py generates comprehensive JA3 TLS fingerprint profiles
covering Chrome/Chromium (100-124 x 4 platforms), Firefox (100-125 x 3),
Edge, Safari (macOS + iOS), Opera, Brave, Tor Browser, Vivaldi, ChromeOS,
TLS libraries (OpenSSL, BoringSSL, GnuTLS, NSS, Go, Java, .NET, Node.js,
mbedTLS, wolfSSL, rustls), common tools (curl, wget, Python, httpx),
mobile clients (Samsung Internet, Android WebView, iOS WKWebView),
VPN clients (AnyConnect, GlobalProtect, OpenVPN, WARP), Electron apps,
and IoT/embedded devices (ESP32, AWS IoT, smart home).

JA3 hashes are computed correctly from TLS ClientHello parameters using
the standard MD5(version,ciphers,extensions,curves,formats) formula.

DevTrack: bigbrother #416
2026-04-10 07:02:56 -04:00
Cobra 296bb08c56 Fix ble_alerter: MAC name filter, Matrix 429 backoff, active scanner
- Reject dash/colon MAC-format device names (e.g. 45-48-39-7F-73-C7)
  from open mode — were slipping past is_generic_name()
- Add exponential backoff (1s, 2s) on Matrix 429/5xx, max 3 attempts —
  startup burst was rate-limiting and dropping alerts
- Commit active scanner flag (scanning_mode=active) that was in working
  tree but not in prior commit 8686eb5 despite the commit message
- Add 3 tests: MAC format filter, 429 retry success, 429 give-up

Fixes DevTrack #518
2026-04-10 06:44:13 -04:00
Cobra 8686eb520e Switch BLE scanner to active mode — bleak 0.20 passive requires or_patterns on BlueZ
Passive mode fails on Debian bookworm bleak 0.20.2 without or_patterns filter.
Active mode is functionally equivalent for building-level presence detection
and actually yields more complete advertisement data including device names.
2026-04-10 06:37:30 -04:00
Cobra a1d6266c33 Fix test_too_short test (abc/abd are hex characters) 2026-04-10 06:33:38 -04:00
Cobra 8429ab10ff Restore execute permission on operator_setup.sh 2026-04-10 06:32:31 -04:00
Cobra 7a453ede6a Add BLE alerter configuration to operator_setup.sh (mode, devices, timeout, Matrix creds) 2026-04-10 06:32:29 -04:00
Cobra c778d27bac Update deploy-daemon.sh to deploy both net_alerter and ble_alerter 2026-04-10 06:31:55 -04:00
Cobra 6fac58aead Add unit tests for BLE alerter (mocked bleak, async scenarios) 2026-04-10 06:31:41 -04:00
Cobra 77dbf1baa3 Add systemd unit for BLE alerter (after bluetooth.target) 2026-04-10 06:31:39 -04:00
Cobra 358e07f7f6 Add BLE alerter daemon (passive scan, named-device tracking, Matrix alerts) 2026-04-10 06:31:38 -04:00
Cobra 6447a462c2 Fix ARRIVED spam — mark departing instead of popping from known_devices
When on_departure popped the device from known_devices, rapid RTM_NEWNEIGH
events during ARP cache rebuild each triggered on_arrival as if the device
was brand new, flooding the Matrix room with 5-10+ duplicate ARRIVED alerts.

Fix: keep device in known_devices with departing=True flag. on_arrival
silently cancels pending departure timers and returns without alerting when
it sees this flag. Timer callback checks flag before sending the alert and
only pops the device when departure is confirmed after 15 minutes.
2026-04-09 14:34:46 -04:00
Cobra 67cf907f74 Fix on_arrival() to always cancel departure timer on device re-arrival
- Bug: device departs → timer starts, but last_departed_time not set yet
  If device re-arrives before timer fires, timer never cancelled
  Result: false DEPARTED alert sent after re-arrival debounce expires

- Fix: Cancel any pending departure timer immediately on re-arrival,
  before checking last_departed_time

- Test: Added regression test that verifies timer is cancelled when
  device re-arrives before 15-min debounce expires, preventing false alerts

- All 10 tests passing
2026-04-09 13:28:34 -04:00
Cobra 504be80325 Deploy OUI database as part of net_alerter daemon installation
- scp oui.db to /opt/net_alerter/oui.db after daemon script
- Verify DB on remote via Python/sqlite3
- Confirm row count on target host
2026-04-09 13:05:34 -04:00
Cobra ab0688e1b3 Add SQLite OUI database lookup to net_alerter
- lookup_oui() now tries SQLite first (/opt/net_alerter/oui.db)
- Falls back to inline OUI_DICT if DB missing or query fails
- No network calls, local SQLite reads only
- Debug-level logging for failures (no output noise)
2026-04-09 13:05:18 -04:00
Cobra caf44576b6 Add false positive suppression to net_alerter — fix for #467
- Infrastructure IPs (gateway, self, broadcast) silently ignored in
  on_arrival() and on_departure(); seeded at startup from 'ip route'
- 15-minute departure debounce: alert only fires if device is still
  absent after 900s, eliminating ARP cache flush false positives
- 5-minute re-arrival suppression: ARRIVED alert skipped when device
  returns within 5 min of a recorded departure (covers interface flap)
- DHCP renewal dedup: known device re-announcing within 30 min skips
  ARRIVED alert
- Tests added for all four suppression paths (9 total, all passing)
2026-04-09 09:44:37 -04:00
Cobra 25f5775b6f Append QA review findings to consolidated security report
Delta reviewer validation completed:
- 12-item checklist validated (10 PASS, 2 PASS WITH CORRECTIONS, 1 FAIL)
- All 101 agent findings verified as complete and accurate
- 3 corrective actions identified: APT-001 deconfliction, bidirectional cross-refs, dedup transparency
- Report ready for remediation planning with low-effort corrections
2026-04-09 08:31:26 -04:00
Cobra c50be60f51 Append 4 operator Q&A sections with detailed exploitation scenarios and OPSEC analysis 2026-04-09 08:25:52 -04:00