🦾 ملاحظات د. وائل

📁 00-الترسانة
00-الفهرس
📁 00-الترسانة/الذاكرة-اليومية
2026-04-022026-04-172026-04-22-cost-optimization2026-04-22-oauth-setup2026-04-222026-04-23-skywork-apikey2026-04-24-deepseek-v42026-04-24-event-logs2026-04-24-valve-types2026-04-25-animate-scenes2026-04-25-crypto-replacement2026-04-25-jihan-video2026-04-25-windows-tuneup2026-04-252026-04-26-server-upgrade2026-04-26-windows-tuneup2026-04-27-crypto-report2026-04-27-salary-raise-request2026-04-27-turkey-investment2026-04-28-02342026-04-28-02442026-04-28-final-upgrade2026-04-28-morning-greeting2026-04-28-oauth-credentials2026-04-28-slow-replies2026-04-30-bitcoin-turkey-outlook2026-04-30-deepseek-setup2026-04-30-kiloclaw-backup2026-05-01-camoufox-removal2026-05-01-green-square2026-05-01-identity-reset2026-05-01-name-mixup2026-05-01-new-session2026-05-01-print-spooler2026-05-01-triangle-puzzle2026-05-02-event-analysis2026-05-02-halal-check2026-05-02-laplace-inverse2026-05-02-radius-puzzle2026-05-02-rainforest-alliance2026-05-02-skywork-integration2026-05-02-wsa-shutdown2026-05-02-wsa-update2026-05-03-tashbeeh-lesson2026-05-03-wsa-crash2026-05-032026-05-04-idle-timeout2026-05-04-wsa-diagnostics2026-05-042026-05-06-capabilities-review2026-05-06-storage-cleanup2026-05-06-wsa-fix2026-05-062026-05-072026-05-09-mega-session2026-05-092026-05-102026-05-112026-05-122026-05-132026-05-142026-05-152026-05-162026-05-172026-05-182026-05-192026-05-202026-05-212026-05-222026-05-232026-05-242026-05-252026-05-262026-05-272026-05-312026-06-012026-06-022026-06-032026-06-042026-06-052026-06-062026-06-072026-06-08-obsidian-syncthing-setup2026-06-082026-06-092026-06-102026-06-11-mcp-tools-fix2026-06-112026-06-122026-06-132026-06-142026-06-152026-06-162026-06-172026-06-182026-06-19-telegram-copy-fix2026-06-19-uncensored-models-study2026-06-202026-06-212026-06-222026-06-232026-06-242026-06-252026-06-262026-06-272026-06-282026-06-292026-06-302026-07-012026-07-022026-07-032026-07-042026-07-052026-07-062026-07-072026-07-082026-07-092026-07-102026-07-112026-07-122026-07-132026-07-142026-07-152026-07-162026-07-172026-07-182026-07-192026-07-202026-07-212026-07-222026-07-23-local-image-vpn-fix2026-07-232026-07-25_MEMORY-curated
📁 00-الترسانة/القواعد-الذهبية
DECISION_MATRIXECONOMIC_ARSENAL_MATRIXENGINEERING_ARSENAL_MATRIXENGINEERING_DISCIPLINES_MATRIXGOLDEN_PROMPTLEGAL_ARSENAL_MATRIXMEDICAL_ARSENAL_MATRIXSCIENCE_GRAPHICAL_AUDIO_MATRIX
📁 00-الترسانة/المرجعية
AGENTSAGREEMENTSCAPABILITIESDECISION_MATRIXDOMAIN_MODEL_RANKINGSGOLDEN_RULESGOLDEN_RULES_COREIDENTITYMEMORYMISTAKES_LEDGERMISTAKES_PATTERNSMODEL_REGISTRYSOULSTRATEGIESTOOLSUSER
📁 00-الترسانة/المهارات
1password3d-arsenal3d-generationacademic-researchacademic-shieldaccounting-advancedaccuracy-gateai-investment-analyzerai-web-automationalphafoldarabic-tashkeelaudd-recognizeautograderblogwatcherbridge-tunnel-enginebriefingcartesiacitation-validatorcivil-design-routercivil-methodology-enginecivil-networksclaims-engineeringcode-refactorercognee-memorycomputer-use-pluscomputer-useconstruction-assistantconstructioncontract-reviewcourse-pipelinecourtlistener-researchcrypto-marketcurriculum-ragcybersecurity-edudata-charts-visualizationdesign-to-bimdocument-ocr-arsenaleconomic-arsenaleconomic-calendar-fetcherelite-councilengineering-codesengineering-design-stackengineering-legal-economicengineering-ocr-blueprintsengineering-pack-2026-06-21entertainment-arsenalevolinkexif-geolocationfable-orchestratorfirecrawlforecasting-techniquesforesight-enginefree-llm-resourcesfrontier-videogemini-embedding-2gemini-live-translategenius-loopgenspark-agentgeospatial-arsenalgh-issuesgifgrepgithubgoggraph-memoryhive-vlmhyperframesidentity-charterin-depth-researchinvestment-analystkuwait-datalangfuselecture-builderlegal-advisorlegal-draftinglegal-encyclopedialegal-ragliberation-routerlive-translatormanus-agentmanusmarket-newsmath-foundationmathpix-ocrmcportermedia-editing-arsenalmedical-arsenalmedical-triagemicrosoft365minimax-music-2-6multi-discipline-engineeringmulti-model-consensusnotebooklm-researchocr-advancedollama-localonedriveopenai-realtime-translateopenclaw-memory-hygienep6-ai-plannerpaperclippascal-editorpdf-summarizerpika-videoplanet-satelliteportfolio-watcherproject-lifecycle-enginequantity-takeoff-enginequantum-computingrag-knowledge-basereal-estate-skillrealtime-voicereviewer-agentscience-arsenalself-improving-agentsentinel-hubsession-logsskywork-agentsmart-code-routersonjj-apistealth-browserstocks-enhancedstocksstructural-advancedsuno-musicsynergy-war-roomtavily-searchtext-humanizertmuxtradingview-webhookstranslateturkey-real-estatetwilioutility-identityv0-alternativesvapivercelvideo-framesvideo-gps-trackerweb-scraperweb-searchwhisperxwolfram-alphaxurl
📁 04-AI-Coding
Graphify-Code-MapsGraphify-MCP-Laptop-Setup
📁 graphify-graphs/arsenal-scripts
GRAPH_REPORT
📁 graphify-graphs/arsenal-scripts/obsidian
(M-038L5 fix 2026-06-01) R2 keys are MIXED some stored under 'kiloclaw' (ARSENAL_SRCAntigravity Managed Agent (Linux sandbox auto-provisioned). SYNC only (backgAttributed Question Answering (with citations).Calculate MD5 hash of file.Capability failures seen = min_count - candidate for a hardening skill.Check if path should be skipped.Computer Use (UI automation reasoning).Count replay_invalid events whose log line timestamp is within WINDOW_S.Create and upload a workspace backup tarball.Create authenticated R2 client.Deep Research agent via Interactions API. Variants - preview →Download a file from R2.ENG_SECTIONEPOCHSEmbodied Reasoning for robotics tasks.Empire vs Markowitz fundsExtract each ranked domain heading + its last-updated date + staleness.FLUTTER_HOMEForce-heal ONLY a genuinely-abandoned session (stale lock = engine dead). MGemini 2.5 Flash — رخيص. فشل = None (لا انهيار).Generate a presigned download URL (default 7 days = 604800s).HEAD a single object print 'OK size_bytes last_modified' or 'MISSING'.HOMEImage generation. Supported models - imagen-4.0-fast-generate-001 (JAVA_HOMEL1_healthchecks_ping.sh scriptL1_healthchecks_ping.shL1_pinger_daemon.pyL4_integrity_check.sh scriptL4_integrity_check.shL5_backup_verify.sh scriptL5_backup_verify.shL6_canary_check.sh scriptL6_canary_check.shL7_version_watchdog.sh scriptL7_version_watchdog.shLD_LIBRARY_PATHList objects in bucket.Most-recently-modified .jsonl that currently holds a .lock = the live session.Most-recently-modified locked .jsonl = the livestuck session.Music generation via generateContent (NOT predict). Models - lyria-3-NOTE happyhorse.py takes --image-url (URL) + --prompt, prints JSON with videoNPM_TOOLSOpen capability requests = explicit skill-gap signals.PATHPATH_1PATH_2PATH_4PATH_5Path_3Path_7Poll a background Interactions API job (e.g. Deep Research).Poll a long-running operation (Veo) until done.Re-inject the dropped user message into main via a one-shot cron systemEvent.Remove backups older than N days.Remove signature fields from one thinking block. Returns (block, changed).Return the most recent human user message text from the session.SECTIONSSL_CERT_DIRSSL_CERT_FILESSL_CERT_FILE_1SSL_CERT_FILE_2Smart Gemini call with KW→US fallback. Returns {ok bool, region_usedSource env.sh and grab the key.TG_CODETG_TITLETS()_3TUNNEL_TOKENTZText embeddings. Models - gemini-embedding-001 (stable, 3072-Text generation via new Interactions API (recommended for new code).Text-to-speech via generateContent. Models - gemini-2.5-flash-previewTextchat generation via generateContent.USDTRY rate from TCMB (Turkish Central Bank)Upload a single file to R2.Video generation (long-running operation). Returns operation name — poll witWeighted portfolio return + USD-adjusted_COMMUNITY_Community 0_COMMUNITY_Community 1_COMMUNITY_Community 10_COMMUNITY_Community 100_COMMUNITY_Community 101_COMMUNITY_Community 102_COMMUNITY_Community 103_COMMUNITY_Community 104_COMMUNITY_Community 105_COMMUNITY_Community 106_COMMUNITY_Community 107_COMMUNITY_Community 108_COMMUNITY_Community 109_COMMUNITY_Community 11_COMMUNITY_Community 110_COMMUNITY_Community 111_COMMUNITY_Community 112_COMMUNITY_Community 113_COMMUNITY_Community 114_COMMUNITY_Community 115_COMMUNITY_Community 116_COMMUNITY_Community 117_COMMUNITY_Community 118_COMMUNITY_Community 119_COMMUNITY_Community 12_COMMUNITY_Community 120_COMMUNITY_Community 121_COMMUNITY_Community 122_COMMUNITY_Community 123_COMMUNITY_Community 124_COMMUNITY_Community 125_COMMUNITY_Community 126_COMMUNITY_Community 127_COMMUNITY_Community 128_COMMUNITY_Community 129_COMMUNITY_Community 13_COMMUNITY_Community 130_COMMUNITY_Community 131_COMMUNITY_Community 132_COMMUNITY_Community 133_COMMUNITY_Community 134_COMMUNITY_Community 135_COMMUNITY_Community 136_COMMUNITY_Community 137_COMMUNITY_Community 138_COMMUNITY_Community 139_COMMUNITY_Community 14_COMMUNITY_Community 140_COMMUNITY_Community 141_COMMUNITY_Community 142_COMMUNITY_Community 143_COMMUNITY_Community 144_COMMUNITY_Community 145_COMMUNITY_Community 146_COMMUNITY_Community 147_COMMUNITY_Community 148_COMMUNITY_Community 149_COMMUNITY_Community 15_COMMUNITY_Community 150_COMMUNITY_Community 151_COMMUNITY_Community 152_COMMUNITY_Community 153_COMMUNITY_Community 154_COMMUNITY_Community 155_COMMUNITY_Community 16_COMMUNITY_Community 17_COMMUNITY_Community 18_COMMUNITY_Community 19_COMMUNITY_Community 2_COMMUNITY_Community 20_COMMUNITY_Community 21_COMMUNITY_Community 22_COMMUNITY_Community 23_COMMUNITY_Community 24_COMMUNITY_Community 25_COMMUNITY_Community 26_COMMUNITY_Community 27_COMMUNITY_Community 28_COMMUNITY_Community 29_COMMUNITY_Community 3_COMMUNITY_Community 30_COMMUNITY_Community 31_COMMUNITY_Community 32_COMMUNITY_Community 33_COMMUNITY_Community 34_COMMUNITY_Community 35_COMMUNITY_Community 36_COMMUNITY_Community 37_COMMUNITY_Community 38_COMMUNITY_Community 39_COMMUNITY_Community 4_COMMUNITY_Community 40_COMMUNITY_Community 41_COMMUNITY_Community 42_COMMUNITY_Community 43_COMMUNITY_Community 44_COMMUNITY_Community 45_COMMUNITY_Community 46_COMMUNITY_Community 47_COMMUNITY_Community 48_COMMUNITY_Community 49_COMMUNITY_Community 5_COMMUNITY_Community 50_COMMUNITY_Community 51_COMMUNITY_Community 52_COMMUNITY_Community 53_COMMUNITY_Community 54_COMMUNITY_Community 55_COMMUNITY_Community 56_COMMUNITY_Community 57_COMMUNITY_Community 58_COMMUNITY_Community 59_COMMUNITY_Community 6_COMMUNITY_Community 60_COMMUNITY_Community 61_COMMUNITY_Community 62_COMMUNITY_Community 63_COMMUNITY_Community 64_COMMUNITY_Community 65_COMMUNITY_Community 66_COMMUNITY_Community 67_COMMUNITY_Community 68_COMMUNITY_Community 69_COMMUNITY_Community 7_COMMUNITY_Community 70_COMMUNITY_Community 71_COMMUNITY_Community 72_COMMUNITY_Community 73_COMMUNITY_Community 74_COMMUNITY_Community 75_COMMUNITY_Community 76_COMMUNITY_Community 77_COMMUNITY_Community 78_COMMUNITY_Community 79_COMMUNITY_Community 8_COMMUNITY_Community 80_COMMUNITY_Community 81_COMMUNITY_Community 82_COMMUNITY_Community 83_COMMUNITY_Community 84_COMMUNITY_Community 85_COMMUNITY_Community 86_COMMUNITY_Community 87_COMMUNITY_Community 88_COMMUNITY_Community 89_COMMUNITY_Community 9_COMMUNITY_Community 90_COMMUNITY_Community 91_COMMUNITY_Community 92_COMMUNITY_Community 93_COMMUNITY_Community 94_COMMUNITY_Community 95_COMMUNITY_Community 96_COMMUNITY_Community 97_COMMUNITY_Community 98_COMMUNITY_Community 99_debounce_ok()_deliver()_dl()_http()_http()_1_is_us_primary()_key()_pcm_to_mp3()_point_line()_points()_request()_resolve_existing_key()_resolve_id()_run()_run_healer()_today()academic_model_gate.sh scriptacademic_model_gate.shacademic_path_healthcheck.sh scriptacademic_path_healthcheck.shacademic_purity_guard.sh scriptacademic_purity_guard.shacademic_shield.pyactive_locked_session()active_session()adjudicate()alert()alert()_1alert()_2analyze()analyze_portfolio()anthropic_spend_monitor.pyanthropic_spend_week()antigravity_agent()api_health_audit.sh scriptapi_health_audit.shaqa()ar()arrow()arsenal_drift_check.sh scriptarsenal_drift_check.sharsenal_health_check.sh scriptarsenal_health_check.sharsenal_health_digest.sh scriptarsenal_health_digest.shask()ask()_1ask_anthropic()ask_google()ask_openai()ask_xai()auto_regenerate()auto_rollback_check.sh scriptauto_rollback_check.shautorecover_daemon.sh scriptautorecover_daemon.shbackup_host_configs.sh scriptbackup_host_configs.shbanner_truth_guard.sh scriptbanner_truth_guard.shbench()build()build_recovery_point.sh scriptbuild_recovery_point.shbuild_report()c_g()c_r()c_y()call_anthropic()call_gemini()call_gemini()_1call_openai()capability_router.sh scriptcapability_router.shcaption()chat()check()check()_1check()_2check_cli()check_eq()check_exists()check_ge()check_hash()check_incomplete_turns()chg()chk()chk()_1chk_http()chk_retry()chunk_text()chunk_text()_1classify()classify()_1clean_nexos()cleanup()cloudflare_activation_watch.sh scriptcloudflare_activation_watch.shcmd_backup()cmd_browse()cmd_cleanup()cmd_crawl()cmd_download()cmd_head()cmd_list()cmd_list()_1cmd_list()_2cmd_map()cmd_now()cmd_presign()cmd_prune()cmd_read()cmd_restore()cmd_scrape()cmd_search()cmd_send()cmd_show()cmd_status()cmd_status()_1cmd_upload()coding_toolchain_env.sh scriptcoding_toolchain_env.shcollect_error_patterns()compare_property_vs_investment()compute()computer_use()concat_mp3()config_valid()context_cap_guard.sh scriptcontext_cap_guard.shcontinuity_checkpoint.pycouncil scriptcouncilcouncil_health_guard.sh scriptcouncil_health_guard.shcpu_hog_guard.sh scriptcpu_hog_guard.shcron_session_cleanup.pycurrent()current_interval()daemons_keepalive.sh scriptdaemons_keepalive.shdecide()deep_research()digest()dns_propagation_watch.sh scriptdns_propagation_watch.shdo_restart()dolphin_liberation_test.pydolphin_venice_liberation_test.pydraw n small ticks perpendicular to segment ab at its midpoint.draw_rect()draw_semi()dump_context()elite_council.pyembed_text()emergency_recover.sh scriptemergency_recover.shensure()ensure_state()ensure_state()_1env()env()_1eqn()errors_summary()esc()evtx_analyze.pyevtx_dump.pyexisting_skills()extract()fable_orchestrator_guard.sh scriptfable_orchestrator_guard.shfallback_health_check.sh scriptfallback_health_check.shfile_md5()find_auth()fmt()free_gateway_port()fsfugu_availability_watch.sh scriptfugu_availability_watch.shfull_recovery_snapshot.sh scriptfull_recovery_snapshot.shfull_server_backup.sh scriptfull_server_backup.shfull_server_secure_backup.sh scriptfull_server_secure_backup.shfull_server_snapshot.sh scriptfull_server_snapshot.shgateway_alive()gateway_error_guard.sh scriptgateway_error_guard.shgateway_stable_pid()gateway_truly_hung()gemini_call()gemini_pcm()gemini_with_fallback.pygen_with_engine()generate_capabilities_index.sh scriptgenerate_capabilities_index.shgenerate_image()generate_music()generate_speech()generate_text()generate_text_interactions()generate_video()get()get_bucket()get_client()get_content()get_crypto()get_gold_silver()get_inflation()get_kt_funds()get_log_path()get_usd_try()get_usd_try()_1gf_codeonly.pygh_pr_merged()git_vault_autocommit.sh scriptgit_vault_autocommit.shgit_velocity()gmail_api()gmail_helper.pygolden_chain_diagram.pygolden_gate.sh scriptgolden_gate.shgolden_prompt_guard.sh scriptgolden_prompt_guard.shgoogle_rollout_watch.sh scriptgoogle_rollout_watch.shgraphify_map.sh scriptgraphify_map.shgrep_arsenal.sh scriptgrep_arsenal.shgrok45_region_watch.sh scriptgrok45_region_watch.shguard_map()guard_run_watcher.sh scriptguard_run_watcher.shhandle()has_signatures()hdr()heal()heal_active()heal_file()heal_idle()heal_thinking_signatures.pyhermes_arabic_font_fix.sh scripthermes_arabic_font_fix.shhermes_forward.pyhermes_tunnel_run.sh scripthermes_tunnel_run.shhttp()httpsincomplete_turn_auto_recover.sh scriptincomplete_turn_auto_recover.shincomplete_turn_autorecover.sh scriptincomplete_turn_autorecover.shincomplete_turn_daemon.sh scriptincomplete_turn_daemon.shincomplete_turn_guard.sh scriptincomplete_turn_guard.shinotify_nexos_guard.sh scriptinotify_nexos_guard.shinotify_wrapper_guard.sh scriptinotify_wrapper_guard.shinstallation_drift_check.sh scriptinstallation_drift_check.shinventory_delta()is_openclaw_alive()is_thinking()json_escape()kt_funds_tracker.pyl3_loop_daemon.sh scriptl3_loop_daemon.shlabel_pt()last_user_message()liberation_guard.pyliberation_route.pylinear_velocity()lint_cron_payload.sh scriptlint_cron_payload.shlip_happyhorse()live()load_env()load_env()_1load_lines()load_state()local_llm_bench_after_backup.sh scriptlocal_llm_bench_after_backup.shlog()log()_1log()_10log()_11log()_12log()_13log()_14log()_15log()_16log()_17log()_18log()_19log()_2log()_20log()_21log()_3log()_4log()_5log()_6log()_7log()_8log()_9log_compliance.sh scriptlog_compliance.shlog_rotation.sh scriptlog_rotation.shlog_section()long_video.sh scriptlong_video.shmain()main()_1main()_10main()_11main()_12main()_13main()_14main()_15main()_16main()_17main()_18main()_19main()_2main()_20main()_21main()_22main()_23main()_24main()_25main()_3main()_4main()_5main()_6main()_7main()_8main()_9main_loop()make_recommendations()maybe_keepalive_safety_net()mcp_call.pymcp_probe.pymedia_failover.pymedia_say.sh scriptmedia_say.shmeta_guard_test.sh scriptmeta_guard_test.shmiss()monitor_m033_leaks.sh scriptmonitor_m033_leaks.shmorning_report.sh scriptmorning_report.shmulti_flagship_verify.pynew_ax()newest_main_session()nexos_guard.sh scriptnexos_guard.shnightly_batch_processor.sh scriptnightly_batch_processor.shnotify()notify()_1notify()_2notify()_3notify()_4notify()_5notify()_6notify()_7notify_restart_if_new()now()now()_1now()_2now()_3now_iso()now_iso()_1ok()ollama_autostart.sh scriptollama_autostart.shollama_big_ondemand.sh scriptollama_big_ondemand.shopenclaw_host_recovery.sh scriptopenclaw_host_recovery.shopenclaw_proc_alive()openclaw_watchdog.sh scriptopenclaw_watchdog.shopenclaw_watchdog_v2.sh scriptopenclaw_watchdog_v2.shoxylabs_tool.pyp6_parse.pyparse()parse()_1parse_domains()parse_feature_requests()parse_xer()parse_xml()path_6pcm_to_mp3()pika_effects_probe.sh scriptpika_effects_probe.shping_openai_compat()pipe()poll_interaction()poll_operation()portal_add_entertainment.pypost_reboot_arsenal_recovery.sh scriptpost_reboot_arsenal_recovery.shpost_restart_channel_check.sh scriptpost_restart_channel_check.shpre_reply_lint.sh scriptpre_reply_lint.shpre_xer_check.sh scriptpre_xer_check.shprev_merged()price_for()primary_now()probe()probe()_1publish_crons_doc.sh scriptpublish_crons_doc.shpublish_guards_status.sh scriptpublish_guards_status.shpull()pull_uncensored_models.sh scriptpull_uncensored_models.shpyrun.sh scriptpyrun.shquery()r2_manager.pyrc_section_analysis.pyread_text()recent_poison_count()record_restart()recover_session()recovery_drill_ab.sh scriptrecovery_drill_ab.shrecovery_drill_c_extract.sh scriptrecovery_drill_c_extract.shrect_area_video.pyrecurring_errors()refresh_last_good.sh scriptrefresh_last_good.shrender_scene()replay_invalid_guard.sh scriptreplay_invalid_guard.shreplay_invalid_repair.pyreplay_poison_healer.pyreplay_recovery.pyreplay_selfheal.sh scriptreplay_selfheal.shreplay_selfheal_daemon.sh scriptreplay_selfheal_daemon.shreplay_selfheal_loop.sh scriptreplay_selfheal_loop.shresolve()resolve_live_log()resolve_log()resolve_openclaw_log()resolve_openclaw_log.sh scriptresolve_openclaw_log.shresolve_openclaw_log_newest()resource_pressure_check.sh scriptresource_pressure_check.shrestarts_last_hour()robotics_er()rotate_compliance_log.sh scriptrotate_compliance_log.shrows_from()run()run_chain()run_healer()run_panel()s()safe_config_patch.sh scriptsafe_config_patch.shsafe_cp()safe_media_send.sh scriptsafe_media_send.shsafe_update.sh scriptsafe_update.shsafe_write_path()save_continuity()save_state()say()scan_dir()scene1()scene2()scene3()scene4()scene5()scene6()sec()self_audit.pyselftest()send_wake()session_key()sessions_subagent_cleanup.pyshould_skip()signature_fix_watch.sh scriptsignature_fix_watch.shsnapshot()snapshot_retention.sh scriptsnapshot_retention.shsnapshots_retention.sh scriptsnapshots_retention.shsota_benchmark.pyspawn_openclaw()sqlite_tune.sh scriptsqlite_tune.shstale_lock_cleanup.sh scriptstale_lock_cleanup.shstall_watchdog.sh scriptstall_watchdog.shstart_if_dead()start_watchdog_daemons.sh scriptstart_watchdog_daemons.shstatus()stop()storage_cleanup.sh scriptstorage_cleanup.shstrip_block()strip_model()stt_transcribe.pysummarize()sync_obsidian_vault.sh scriptsync_obsidian_vault.shtelegram_stall_guard.sh scripttelegram_stall_guard.shtest_fallback_chain.sh scripttest_fallback_chain.shtext_of()text_of()_1tg_code.sh scripttg_code.shthinking_signature_guard.sh scriptthinking_signature_guard.shtick_on()timemachine.sh scripttimemachine.shtimemachine_freshness_guard.sh scripttimemachine_freshness_guard.shtranscribe()transcribe_groq()transcribe_openai()ts()ts()_1ts()_2ts()_4ts()_5ts()_6ts()_7tts_chain_selftest.sh scripttts_chain_selftest.shtts_charon_chunked.pytts_cli_adapter.sh scripttts_cli_adapter.shtts_elevenlabs()tts_gemini()tts_gemini25()tts_minimax()tts_openai()tts_unified.pytts_xai()uncensored_local.sh scriptuncensored_local.shuncensored_online.sh scriptuncensored_online.shupstream_replay_watch.sh scriptupstream_replay_watch.shvenice.sh scriptvenice.shverify_agreements.sh scriptverify_agreements.shverify_arsenal_loaded.sh scriptverify_arsenal_loaded.shverify_context_load.sh scriptverify_context_load.shverify_domain_chains.sh scriptverify_domain_chains.shverify_google_dualkey.pyverify_host_daemon.sh scriptverify_host_daemon.shverify_rule_compliance.sh scriptverify_rule_compliance.shverify_toolchain.sh scriptverify_toolchain.shversion_drift_guard.sh scriptversion_drift_guard.shvid_grok15()vid_seedance()voice_archiver.sh scriptvoice_archiver.shwatchdog_unified.sh scriptwatchdog_unified.shweekly_arsenal_audit.sh scriptweekly_arsenal_audit.shweekly_compliance_report.sh scriptweekly_compliance_report.shweekly_disk_cleanup.sh scriptweekly_disk_cleanup.shweekly_full_audit.sh scriptweekly_full_audit.shweekly_investment_advisor.pyweekly_memory_merge.sh scriptweekly_memory_merge.shweekly_recovery_point.sh scriptweekly_recovery_point.shweekly_report.jsweekly_snapshot_and_email.sh scriptweekly_snapshot_and_email.shweekly_software_update.sh scriptweekly_software_update.shweekly_velocity_report.pywhatsapp_health_guard.sh scriptwhatsapp_health_guard.shwhatsapp_number_guard.sh scriptwhatsapp_number_guard.shworking_indicator.sh scriptworking_indicator.shwrite_audit()yday_utc()من logs أنماط الأخطاء فقط (errorfailexception) — لا محتوى خام حسّاس.نداء واحد مع إعادة واحدة فقط على الأخطاء العابرة (no infinite loop).يشغّل اللوحة بالتوازي تحت مهلة جدارية صارمة. أي future لم يكتمل = فشل مهلة.يولّد كل المقاطع بمحرّك واحد (صوت متّصل). يرجع True فقط لو نجحت كل المقاطع.

WhisperX — STT محلي مع diarization

المقارنة الصريحة

| المهمة | الأفضل عالمياً | محلي مجاني | القرار | |---|---|---|---| | STT عربي عام | OpenAI gpt-4o-transcribe-diarize | WhisperX | ✅ ضفناه — للخصوصية الكاملة (KCPC sensitive audio) | | STT + diarization | AssemblyAI / Deepgram Nova-3 | WhisperX | ✅ WhisperX يسوي diarization + word-level alignment محلياً | | STT لهجات (كويتي/فلسطيني) | gpt-4o-transcribe | WhisperX (medium) | يبقى OpenAI الأقوى للهجات | | Live streaming STT | Deepgram Nova-3 | — | Deepgram يبقى |

القيمة المضافة (لماذا ضفناه)

1. خصوصية 100% — تسجيلات KCPC السرية, اجتماعات عائلية, voice notes شخصية 2. مجاني — لا API calls 3. Word-level timestamps + speaker diarization في خطوة واحدة 4. بديل عند فشل APIs (offline scenarios)

استخدام

python
import whisperx
model = whisperx.load_model("medium", device="cpu", compute_type="int8", language="ar")
audio = whisperx.load_audio("recording.ogg")
result = model.transcribe(audio, batch_size=16)

Align word-level

model_a, metadata = whisperx.load_align_model(language_code="ar", device="cpu")
result = whisperx.align(result["segments"], model_a, metadata, audio, "cpu")

Diarize

diarize_model = whisperx.diarize.DiarizationPipeline(device="cpu")
diarize_segments = diarize_model(audio)
result = whisperx.assign_word_speakers(diarize_segments, result)

السياسة