JjMdZddlmZddlZddlZddlZddlZddlZddlZddl Z ddl m Z ddl m Z m Z mZmZmZddlmZmZmZddlmZddlmZdd lmZdd lmZmZmZmZdd l m!Z!dd l"m#Z#dd l$m%Z%ddl&m'Z'm(Z(m)Z)ddl*m+Z+ddl,m-Z-ddl.m/Z/ddl0m1Z1m2Z2ej3dZ4dZ5ddZ6ddZ7dd!Z8dd(Z9dd*Z: ddd}Z;d~gZs   autoraiseDict[str, float]returnstrctt|ddz}tt|ddz}d|d|dS)aIBuild the one-time notice shown when Codex gpt-5.5 raises compaction. ``autoraise`` is ``{"from": , "to": }``. The same text is printed inline for CLI users and replayed via ``status_callback`` for gateway users, so it must be self-contained and include the exact opt-back-out command. fromdtouIℹ Codex gpt-5.5 caps context at 272K, so auto-compaction was raised to z% (from zz%) to use more of the window before summarizing. Opt back out: hermes config set compression.codex_gpt55_autoraise false)intround)r%from_pctto_pcts r"#_build_codex_gpt55_autoraise_noticer1Gsp56*S01122H y,-- . .F U U U& U U Ur$valuerc~t|tsdS|dS)N/) isinstancer(striprstrip)r2s r"_normalized_custom_base_urlr9Ys5 eS ! !r ;;==   $ $$r$ agent_modelentryDict[str, Any]boolct|ddpd}|sdS|t|pdkS)Nmodelr4T)r(getr7lower)r:r;provider_models r"_custom_provider_model_matchesrC_sw7B//5266<<>>DDFFN t S!23399;;AACC CCr$providerr?base_urlcustom_providersList[Dict[str, Any]]Optional[Dict[str, Any]]c|pd}|dkrd}nF|dr/|ddd}ndSt |}|sdSd}|pgD]t}t |t s|rt|ddpdt|ddpdh} || vrt |d|kr|d } t | t r| st|d dpd} | r#t||rt | cSc|t | }v|S) Nr4customzcustom:: provider_keynamerE extra_bodyr?) r7rA startswithsplitr9r6dictr(r@rC) rDr?rErF provider_normprovider_key_filter target_urlfallbackr; entry_keysrOrBs r"%_custom_provider_extra_body_for_agentrXfs^**,,2244M     ! !) , ,+11#q99!<BBDDt,X66J t)-H!'R((%&&    EIInb117R88>>@@FFHHEIIfb))/R006688>>@@J#*44 &uyy'<'< = = K K YY|,, *d++ :  UYYw339r::@@BB  (-eU;; (J''''' (  J''H Or$NonecFt|j|j|j|}|sdSt t |dipi}t |}|d}t|tr||||d<||_ dS)N)rDr?rErFrequest_overridesrO) rXrDr?rErRgetattrr@r6updater[)agentrFrO overridesmerged_extra_bodyexisting_extra_bodys r"!_merge_custom_provider_extra_bodyrbs6k) J WU$7<<BCCIZ((#-- 55%t,,6  !4555/Il'Er$r4Z?Fallr+ api_keyapi_mode acp_commandacp_argslist[str] | Nonecommandargsmax_iterationsr- tool_delayfloatenabled_toolsets List[str]disabled_toolsetssave_trajectoriesverbose_logging quiet_modetool_progress_modeephemeral_system_promptlog_prefix_chars log_prefixproviders_allowedproviders_ignoredproviders_order provider_sortprovider_require_parametersprovider_data_collectionopenrouter_min_coding_scoreOptional[float] session_idtool_progress_callbackcallabletool_start_callbacktool_complete_callbackthinking_callbackreasoning_callbackclarify_callbackread_terminal_callback step_callbackstream_delta_callbackinterim_assistant_callbacktool_gen_callbackstatus_callbacknotice_callbacknotice_clear_callbackevent_callback%Optional[Callable[[str, dict], None]] max_tokensreasoning_config service_tierr[prefill_messagesplatformuser_id user_id_alt user_namechat_id chat_name chat_type thread_idgateway_session_keyskip_context_filesload_soul_identity skip_memoryparent_session_iditeration_budget'IterationBudget'fallback_modelcheckpoints_enabledcheckpoint_max_snapshotscheckpoint_max_total_size_mbcheckpoint_max_file_size_mbpass_session_idcG ct| _| _|?pt| _| _|_|_|_|_ |_ |1_ |2_ |3_ |4_|5_|6_|7_|8_|9_d_d_d_|:_|;_|F_|A_|_|r|dnd_|pd_t=|t>r:| r&| !nd}G|Gpd_"|p|_#tI|p|pg_%|dvr |_&n j"dkrd_&nj"dvrd_&n|G#j'd krd j(vrd_&d_"n|Gj'd krd_&d _"nj"d ks |Gj'dkrd_&d _"n~j()d*drd_&nIj"dks/j'+drtYj(drd_&nd_& -n#t\$rYnwxYw ddl/m0}Hm1}Ij"|Hvr|Ijj"_n#t\$rYnwxYw|j&dkrj"dkrt?jpd!+dst?jpd!+dsy2se3s!4jj"r0d_&tkdrj67j"dks8rxtsj:;sStsj:<t{j>t~dd !@|_A|_B|_Cd"_D| _E|!_F|"_G|#_H|$_I|%_J|&_K|(_L|)_M|*_N|+_O|'_Pd"_Qt_Sd_Td"_Ud_Vd_Wd"_Xt{jY_Zd_[t{j\_]ty_^t{j\__d_`g_at{j\_b|_c|_d|_e|_f|_g|_h|_i| _j| _k|,_l|-_m|._nt|/pi_p|0pg_qd"_rs\_t_ud#_v dd$lwmx}J|Jyd%ipi}K|Kyd&d#}L|Ld'vr|L_vn#t\$rYnwxYwd"_zd"_{tj|_}d(_~d_d_d"_d_d_d_d_tyd"dd)_d_dd*lm}Mm}N|Mtsj+jr1|Ntsjd,njr d_d"_t!_t%_d_d_d_d_i_d_d"_t7j"j}Oj&dkrHdd-lm}Pm}Qj"dk}R|Rrdd.lm}StAjd/|pd}T|Tr|Td0nd1}U|U_|S|U_d2_|_d"_d2_d_i_jstSd3jd4|Ud5 njj"d k}V|Vr|p |Qpdn|pd}Wj"d6krst=|Wt>r^|Wr\ dd7lm}X|X}WnJ#t\$r=}Yddl}Z|Zt\d8|YYd}Y~Ynd}Y~YwwxYw|W_|W_|_dd9lm}[|Vr t=|Wt>r |[|Wnd"_|P|W||O:_d_i_jstSd3jd;ddr:tg|Wd>kr&tSd?|Wdd@dA|WdBd nԉj"dCkreddDlm}]d_&dMfdK }^|]jpdL|^M_i_|pdN_dO_jstSdPj ndj&dkrVtAjd/|pd}T|Tr|Td0nd1_d_ dd$lwmx}_|_ydiydQi}`|`ydRru|`ydSr`|`dR|`dSdT_|`ydUr|`dUjdV<|`ydWr|`dWjdW<n#t\$rYnwxYwd_i_js.jrdXnd}atSd3jdYj|ad5n|r |r to|}b|bjr\ts|bdZ}cd[tw|bjD}d||c|dd\}en||d]}e|O|O|ed^<j"dkrj#|ed_<j%|ed`<|}ftY|fdarddblm}g|g|edc<nxtY|fddrddelm}h|h|f|edc<nRtY|fdfr%ts|edc<ntY|fdgrddhlm}i|i|edc<ntY|fdir djdki|edc<ntY|fdlr%ts|edc<ntY|fd rddmlm}j|j||edc<ndc|evrJ ddnlm}k|kj"}l|lr|ljrt|lj|edc<nG#t\$rYn:wxYwn4ddolm}m|mj"pdpjdq\}n}o|ns|njt?|njd]}e|O|O|ed^<t|ndrd}p|pst|ndcd}p|pst|ndsd}p|prt|p|edc<nj"pd !}q|qrJ|qdtvrE|qdu}r ddvlm}s|sy|q}t|tr|tjr |tjd}rn#t\$rYnwxYwg}ut=|@tHr dw|@D}unBt=|@tr-|@ydxr|@ydyr|@g}ud"}v|uD]f}w|wydzpd pd}x|xsj|wyd{p|wyd|pd }y|yr*tj|yd pd}x|m|wdx|wdyd|wyd}|x~\}z}{|z|wdx_"|{p|wdy_d_|zjt?|zjd]}e|O|O|ed^<t|zdrd}|||st|zdcd}|||st|zdsd}|||rt|||edc<d}vnh|vstd|qd|rdtdd"std|e_t?|eyd}d!}}tY|}dargdjpd!vrJ|eydcpi}~|~ydd}d}||vr|r |d||~d<n||~d<|~|edc< ddlwm}m}m}mx}|}||}t?|eyd}pjpd}||e||||e||n-#t\$r tddYnwxYw|eydzd_|eyd}j_ ddlm}||edd_js͐tSd3j|rtSd|ddrC|rA|dkr;tg|d>kr'tSd|dd@dA|dBdntSdn%#t\$r}td|d}~wwxYwt=|@tHrd|@D_nOt=|@tr3|@ydxr|@ydyr |@g_ng_d_tdd"_jr jdnd_jrjstgjd0kr1jd}tSd|dyd|dxd5nLtSdtgjdddjDz ddlm}|j_n#t\$r d_YnwxYwts| | j_ty_jrdjD_tj}jstSdtgjdd|| r&tSdd| | r&tSdd| njstSdddlm}djvr|nd_jrZjsSts}d|D}|rtSd|jrjstSdj rMjsFtgj dkrj dddAznj }tSd|djtrDjs=jurj"d krd}n jurd}nd}tSd|djvdtj_|r|_nGjd}tjjdd}|d|_ ddlm}|jn%#t\$rjtjd<YnwxYwt}|dz _jddd"_ dd$lwmx}|ydpi}t|ydd"_n#t\$rYnwxYwg_d_d_d_d_ddlm}||B|C|D|E_|=_|>_d_d"_d_d"_j|-|,d_ddlm}|_ dd$lwmx}|}n#t\$ri}YnwxYw ttj |ydi_Sn>#t\$r1}tsjd|Yd}~nd}~wwxYwd_ d_ d"_d"_d_d_d_|}||Ϧ}n?#t\$r2}tsjd|ҦYd}~nd}~wwxYw|̀d} ddl?m@}|Ԧ}n#t\$rd}YnwxYw|Ӂm|ӐjA|kraddlB} |ՐC|Ӧ}nD#t\$r7}d}tsjd||֦d}Yd}~nd}~wwxYw|̀*|s(tsjd|Ϧ|́|͉_DddlEmF}|׉jjtdzd|‰j"|Ð}؉jDGj|؉jtdzdj"j& js.tsjd!|͐jAnStj||||djjtdzd|‰j"j&|jl"_DtjDd#d}ِt|٦r% ||=j$n#t\$rYnwxYw|_J|_KtjDdd}|rS|ڐtkrGt]d%jd&|dd'tdd(td)zd*td)zd+ jsj pddkr dd,lMmN}|ۉjpd}|rvd-}tkd.r|ݦn%tSd/|ݛd/tlj7 tsj|ܦn#t\$rYnwxYwty_Otkd0r jDrjjj d1jjvrd2jD}dd3lmP}jDQD]}||}|)tsjd4|8|d5}||vrFd6|d7}jR|jS|jOS||ސS|tkd0rjDr jDTjt?tj pdΉjtjDddtd8d9n?#t\$r2}tsjd:|Yd}~nd}~wwxYwttjd;pd<_Vd_Wd"_Xd_Yd_Zd_[d_\d_]d_^d__d_`d_ad=_bd>_cd_dd_ed}t=|tr|yd?}|Y t'|_enA#tZt\f$r+tsjd@|YnwxYwjejrtjr t=jt>rjnd}tjj|pdA}|r|dkr|_en?#t\$r2}tsjdB|Yd}~nd}~wwxYwjerG|rE|Cje|kr7tsjdCje|¦|‰_ejer5js.tsjdDjejs|rJtSdEjDjhddFt'|dGzdHjDjidd5n#tSdEjDjhddItdJd}|r"|r |rtSt|d_ktdJd}|r|r|rt|_kd"_ljD}jj"jj&tdzdtjjtjut|dyjt|d}jt|dzdt|dxj"|jh|jidK_mj&dkr2jmnjjjdLdSdS(Oa Initialize the AI Agent. Args: base_url (str): Base URL for the model API (optional) api_key (str): API key for authentication (optional, uses env var if not provided) provider (str): Provider identifier (optional; used for telemetry/routing hints) api_mode (str): API mode override: "chat_completions" or "codex_responses" model (str): Model name to use (default: "anthropic/claude-opus-4.6") max_iterations (int): Maximum number of tool calling iterations (default: 90) tool_delay (float): Delay between tool calls in seconds (default: 1.0) enabled_toolsets (List[str]): Only enable tools from these toolsets (optional) disabled_toolsets (List[str]): Disable tools from these toolsets (optional) save_trajectories (bool): Whether to save conversation trajectories to JSONL files (default: False) verbose_logging (bool): Enable verbose logging for debugging (default: False) quiet_mode (bool): Suppress progress output for clean CLI experience (default: False) ephemeral_system_prompt (str): System prompt used during agent execution but NOT saved to trajectories (optional) log_prefix_chars (int): Number of characters to show in log previews for tool calls/responses (default: 100) log_prefix (str): Prefix to add to all log messages for identification in parallel processing (default: "") providers_allowed (List[str]): OpenRouter providers to allow (optional) providers_ignored (List[str]): OpenRouter providers to ignore (optional) providers_order (List[str]): OpenRouter providers to try in order (optional) provider_sort (str): Sort providers by price/throughput/latency (optional) openrouter_min_coding_score (float): Coding-score floor (0.0-1.0) for the openrouter/pareto-code router. Only applied when model == "openrouter/pareto-code". None or empty = let OpenRouter pick the strongest available coder. session_id (str): Pre-generated session ID for logging (optional, auto-generated if not provided) tool_progress_callback (callable): Callback function(tool_name, args_preview) for progress notifications clarify_callback (callable): Callback function(question, choices) -> str for interactive user questions. Provided by the platform layer (CLI or gateway). If None, the clarify tool returns an error. max_tokens (int): Maximum tokens for model responses (optional, uses model default if not set) reasoning_config (Dict): OpenRouter reasoning configuration override (e.g. {"effort": "none"} to disable thinking). If None, defaults to {"enabled": True, "effort": "medium"} for OpenRouter. Set to disable/customize reasoning. prefill_messages (List[Dict]): Messages to prepend to conversation history as prefilled context. Useful for injecting a few-shot example or priming the model's response style. Example: [{"role": "user", "content": "Hi!"}, {"role": "assistant", "content": "Hello!"}] NOTE: Anthropic Sonnet 4.6+ and Opus 4.6+ reject a conversation that ends on an assistant-role message (400 error). For those models use structured outputs or output_config.format instead of a trailing-assistant prefill. platform (str): The interface platform the user is on (e.g. "cli", "telegram", "discord", "whatsapp"). Used to inject platform-specific formatting hints into the system prompt. skip_context_files (bool): If True, skip auto-injection of project context files (SOUL.md, .hermes.md, AGENTS.md, CLAUDE.md, .cursorrules) from the cwd / HERMES_HOME into the system prompt. Use this for batch processing and data generation to avoid polluting trajectories with user-specific persona or project instructions. load_soul_identity (bool): If True, still use ~/.hermes/SOUL.md as the primary identity even when skip_context_files=True. Project context files from the cwd remain skipped. Non r4>codex_responsesbedrock_conversechat_completionscodex_app_serveranthropic_messagesz openai-codexr> xai-oauthxaiz chatgpt.comz/backend-api/codexzapi.x.air anthropiczapi.anthropic.comrr5z /anthropicbedrockzbedrock-runtime.z amazonaws.comrrr)_AGGREGATOR_PROVIDERSnormalize_model_for_providerz copilot-acpz acp://copilotz acp+tcp://)rD_transport_cache openrouterTzopenrouter-prewarm)targetdaemonrNF5m) load_configprompt_caching cache_ttl>1hr initializing)active seen_below_90 usage_band) setup_loggingsetup_verbose_logging) hermes_homez=Verbose logging enabled (third-party library logs suppressed))build_anthropic_clientresolve_anthropic_token)build_anthropic_bedrock_clientzbedrock-runtime\.([a-z0-9-]+)\.rLz us-east-1zaws-sdku&🤖 AI Agent initialized with model: z& (AWS Bedrock + AnthropicBedrock SDK, )z minimax-oauth)"build_minimax_oauth_token_providerz{MiniMax OAuth: failed to install per-request token provider (%s); falling back to static bearer that will expire ~15min in.)_is_oauth_token)timeoutz (Anthropic native))is_token_provideru*🔑 Using credentials: Microsoft Entra ID u🔑 Using token: z...moa) MoAClienteventr(kwargsrr'rYc tdd}|dS |dkrt|dpd}t|dpd}|d}|d}|d||d||dS|d krG|d t|d pddd|d  dSdS#t$rYdSwxYw) Nrz moa.referencelabelr4textindexcount) moa_index moa_countzmoa.aggregating aggregator ref_count) moa_ref_count)r\r(r@ Exception)rrcbrridxrr^s r"_moa_reference_relayz(init_agent.._moa_reference_relaysS 8$??Bz O++ 7 3 3 9r::Evzz&117R88D **W--C"JJw//EB'"%"' ///B)FJJ|44:;;&,jj&=&= 0/    sB C2#A C22 D?Ddefault)reference_callbackzmoa-virtual-providerz moa://localu+🤖 AI Agent initialized with MoA preset: guardrailguardrail_identifierguardrail_version)guardrailIdentifierguardrailVersionstream_processing_modestreamProcessingModetracez + Guardrailsz (AWS Bedrock, )queryc&i|]\}}||dS)r).0kvs r" zinit_agent..'s/!!! $1Aqt!!!r$)rirE default_query)rirErrnroz openrouter.ai)build_or_headersdefault_headerszintegrate.api.nvidia.com)build_nvidia_nim_headerszapi.routermint.comzgithubcopilot.com)copilot_default_headersz api.kimi.comz User-Agentzclaude-code/0.1.0zportal.qwen.ai)_codex_cloudflare_headers)get_provider_profile)resolve_provider_clientauto)r? raw_codex_custom_headers_default_headers>rrJr_API_KEY)PROVIDER_REGISTRYcg|]C}t|t|d,|dA|DSrDr?r6rRr@rfs r" zinit_agent..s_'''"#)!T22'78uuZ7H7H'MNUUSZ^^''''r$rDr?rikey_env api_key_envrE)r?rexplicit_base_urlexplicit_api_keyz Provider 'z:' is set in config.yaml but no API key was found. Set the zM environment variable, or switch to a different provider with `hermes model`._fallback_activatedzxNo LLM provider configured. Run `hermes model` to select a provider, or run `hermes setup` for first-time configuration.claudezx-anthropic-betaz&fine-grained-tool-streaming-2025-05-14,)4apply_custom_provider_extra_headers_to_client_kwargs*apply_custom_provider_tls_to_client_kwargsget_compatible_custom_providersrz&custom-provider TLS resolution skipped)exc_info)verify_ca_bundle_with_fallback agent_init)reasonsharedu🔗 Using custom base URL: nonez dummy-keyu🔑 Using API key: u3⚠️ Warning: API key appears invalid or missingz$Failed to initialize OpenAI client: cg|]C}t|t|d,|dA|DSr r r s r"rzinit_agent.. s^! ! ! !T""! '(uuZ'8'8! =>UU7^^! ! ! ! r$u🔄 Fallback model:  (u🔄 Fallback chain (z providers): u → c3>K|]}|dd|ddVdS)r?r!rDrNrr s r" zinit_agent..s;``Q!G*@@* @@@``````r$)registry)rsrurxc*h|]}|ddSfunctionrNr)rtools r" zinit_agent..2s"!S!S!St$z"26":!S!S!Sr$u🛠️ Loaded z tools: z, u ✅ Enabled toolsets: u ❌ Disabled toolsets: u@🛠️ No tools loaded (all tools filtered out or unavailable))KANBAN_GUIDANCE kanban_showcg|] \}}|| Srr)rrN availables r"rzinit_agent..Ls"ZZZyPYZZZZr$u=⚠️ Some tools may not work due to missing requirements: u📝 Trajectory saving enabled<u🔒 Ephemeral system prompt: 'z' (not saved to trajectories)znative AnthropiczAnthropic-compatible endpointzClaude via OpenRouteru💾 Prompt caching: ENABLED (z TTL)z %Y%m%d_%H%M%S_)set_current_session_idHERMES_SESSION_IDsessions)parentsexist_okwrite_json_snapshotsassistant_tool foreground)CheckpointManager)enabled max_snapshotsmax_total_size_mbmax_file_size_mb)rprr) TodoStoretool_loop_guardrailsz&Tool loop guardrail config ignored: %srhmemorymemory_enableduser_profile_enablednudge_interval) MemoryStorememory_char_limitiuser_char_limiti_)rErF) MemoryManager)load_memory_providercliprimary)rrr agent_contextrwarning_callbackr session_titlerrrrrrrr)get_active_profile_nameagent_identityhermesagent_workspacezMemory provider '%s' activatedz/Memory provider '%s' not found or not availablez&Memory provider plugin init failed: %s)inject_memory_provider_toolsskillscreation_nudge_intervalr^tool_use_enforcementintent_ack_continuationtask_completion_guidanceparallel_tool_call_guidanceenvironment_probeplatform_hintsapi_max_retries compression thresholdg?codex_gpt55_autoraise>1yestruecodex_gpt55_autoraise_notice) _compression_threshold_for_model_is_codex_gpt55)allow_codex_gpt55_autoraiseg& .>)r*r,r: target_ratiog?protect_last_nrfprotect_first_nabort_on_summary_failurein_place)r auxiliarycontext_lengthruyInvalid model.max_tokens in config.yaml: %r — must be a positive integer (e.g. 4096). Falling back to provider default.u. ⚠ Invalid model.max_tokens in config.yaml: zO Must be a positive integer (e.g. 4096). Falling back to provider default. )fileuInvalid model.context_length in config.yaml: %r — must be a plain integer (e.g. 256000, not '256K'). Falling back to auto-detection.u2 ⚠ Invalid model.context_length in config.yaml: zf Must be a plain integer (e.g. 256000, not '256K'). Falling back to auto-detected context window. )rrF)"get_custom_provider_context_length)r?rErFmodelsuInvalid context_length for model %r in custom_providers: %r — must be a positive integer (e.g. 256000, not '256K'). Falling back to auto-detection.u& ⚠ Invalid context_length for model z in custom_providers: zi Must be a positive integer (e.g. 256000, not '256K'). Falling back to auto-detected context window. compressorcontextengine)load_context_enginez4Context engine load from plugins/context_engine/: %s)get_plugin_context_engineuContext engine '%s' could not be safely copied for this agent (%s) — falling back to built-in compressor. Plugin engines that hold uncopyable state (locks, DB connections) should implement __deepcopy__ to copy only mutable budget state.uEContext engine '%s' not found — falling back to built-in compressor)get_model_context_length)rEriconfig_context_lengthrDrF)r?rmrErirDrjzUsing context engine: %s)r?threshold_percentrirhsummary_target_ratiosummary_model_overriderxrErirwrDrjrjrbind_session_state) session_dbrzModel z has a context window of z$ tokens, which is below the minimum z9 required by Hermes Agent. Choose a model with at least izK context. If your server reports a window smaller than the model's true window, set model.context_length in config.yaml to the real value (this must be at least zK).)_check_hermes_model_warningu⚠ Nous Research Hermes 3 & 4 models are NOT agentic — they lack reliable tool-calling for agent workflows (delegation, cron, proactive tools). 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