.cjdZddlmZddlZddlZddlZddlZddlZddlZddl Z ddl m Z ddl m Z m Z mZmZmZddlmZmZmZddlmZddlmZdd lmZdd lmZmZmZmZdd l m!Z!dd l"m#Z#dd l$m%Z%ddl&m'Z'm(Z(m)Z)ddl*m+Z+ddl,m-Z-ddl.m/Z/ddl0m1Z1ddl2m3Z3m4Z4ej5dZ6dZ7ddZ8ddZ9dd!Z:dd$Z;d%d&dd,Z ddd4Z?dd5dd>Z@d?ZAdd@ZBddAZCddBZDddCZEddFZFddJZGddKZH dddZIdgZJdS)uQImplementation of :meth:`AIAgent.__init__` — extracted as a module function. ``AIAgent.__init__`` is one of the longest methods in the codebase (60+ parameters, ~1,400 lines of attribute initialization, provider auto-detection, credential resolution, context-engine bootstrap, etc.). Keeping it in ``run_agent.py`` bloats that file with code that's mostly "setup state, then forget". After this extraction the body lives here as ``init_agent(agent, ...)`` and :meth:`AIAgent.__init__` is a thin wrapper that calls ``init_agent(self, ...)``. All imports the body needs at module-load time are listed below; the body also performs many lazy imports inside its own scope that come along unchanged. 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Best-effort: a read-only or missing ``$HERMES_HOME`` just means the notice may show again next init, which is preferable to breaking agent init. Tparentsexist_okrrN) rparentmkdir write_textrrrrr)rmarkers r%$_record_codex_gpt55_autoraise_noticerRs  577 D4888 / : :W       Xy* 5     sAAA32A3c~t|tsdS|dS)Nr:rZ)rr4rzr[rs r%_normalized_custom_base_urlrbs5 eS ! !r ;;==   $ $$r' agent_modelentryc t|pd}|d}g}t |t rd|D}n(t |ttfr d|D}|r||vrdSt|ddpd}|s|sdS||kS)Nr:modelsctg|]5}t|6Srr4rzr{)r\ks r% z2_custom_provider_model_matches..ts2AAAa3q66<<>>''))AAAr'ctg|]5}t|6Srr)r\ms r%rz2_custom_provider_model_matches..vs2:::a3q66<<>>'')):::r'Tr) r4rzr{rCrdictkeysrgtuple)rragent_model_normrcatalogprovider_models r%_custom_provider_model_matchesrhs ;,"--3355;;==YYx FG&$;AA6;;==AAA FT5M * *;::6:::#w..t7B//5266<<>>DDFFN 't - --r'custom_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) Nr:customrrr provider_keynamerG extra_bodyr) rzr{rsplitrrrr4rCr) rKrrGr provider_normprovider_key_filter target_urlfallbackr entry_keysrrs r%%_custom_provider_extra_body_for_agentrs^**,,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'cFt|j|j|j|}|sdSt t |dipi}t |}|d}t|tr||||d<||_ dS)N)rKrrGrrequest_overridesr) rrKrrGrr1rCrrfr)r(rr overridesmerged_extra_bodyexisting_extra_bodys r%!_merge_custom_provider_extra_bodyrs6k) J WU$7<<BCCIZ((#-- 55%t,,6  !4555/Il'Er'r:Z?r/r api_keyapi_mode acp_commandacp_argslist[str] | Nonecommandargsmax_iterationsr tool_delayenabled_toolsets List[str]disabled_toolsetssave_trajectoriesverbose_logging quiet_moder.ephemeral_system_promptlog_prefix_chars log_prefixproviders_allowedproviders_ignoredproviders_order provider_sortprovider_require_parametersprovider_data_collectionopenrouter_min_coding_score session_idr8callabletool_start_callbacktool_complete_callbackthinking_callbackreasoning_callbackclarify_callbackread_terminal_callback step_callbackstream_delta_callbackinterim_assistant_callbacktool_gen_callbackstatus_callbacknotice_callbacknotice_clear_callbackevent_callback%Optional[Callable[[str, dict], None]]reaction_callbackOptional[Callable[[str], None]] max_tokensreasoning_config service_tierrprefill_messagesr,user_id user_id_alt user_namechat_id chat_name chat_type thread_idgateway_session_keyskip_context_filesload_soul_identity skip_memoryparent_session_iditeration_budget'IterationBudget'fallback_modelcheckpoints_enabledcheckpoint_max_snapshotscheckpoint_max_total_size_mbcheckpoint_max_file_size_mbpass_session_idrequested_providercI~}t| |_| |_|@pt| |_| |_||_||_||_||_ ||_ |2|_ |3|_ |4|_ |5|_|6|_|7|_|8|_|9|_|:|_d|_d|_d|_|;|_|<|_|G|_||_|r|dnd|_|pd|_t;|t<r:|r&| nd}I|Ipd|_!t;|Ht<r:|Hr&|H n|j!|_"|B|_#|p||_$tK|p|pg|_&|dvr ||_'n |j!dkrd|_'n|j!dvrd|_'n|I#|j(d krd |j)vrd|_'d|_!n|I|j(d krd|_'d |_!n|j!d ks |I|j(dkrd|_'d |_!n~|j)*d+drd|_'nI|j!dks/|j(,drt[|j)drd|_'nd|_'|B> ddl.m/}J|J|B|j!|jsd|_#n#t`$r d|_#YnwxYw |1n#t`$rYnwxYw ddl2m3}Km4}L|j!|Kvr|L|j|j!|_n#t`$rYnwxYw||j'dkr|j!dkrt=|jpd ,dst=|jpd ,dsy|5se|6s!|7|j|j!r0d|_'tq|dr|j9:|j!d ks|;rxtyj=>sStyj=?tjAtd!d"#C||_D||_E||_Fd$|_G| |_H|!|_I|"|_J|#|_K|$|_L|%|_M|&|_N|(|_O|)|_P|*|_Q|+|_R|,|_S|'|_Td$|_Ut|_Wd|_Xd$|_Yd|_Zd|_[d$|_\tj]|_^tj_|_`d!|_ad|_btjc|_dd|_etjc|_ft|_gtjc|_hd|_ig|_jtjc|_k||_l||_m||_n||_o||_p||_q||_r| |_s| |_t|-|_u|.|_v|/|_wt|0pi|_y|1pg|_zd$|_{||\|_}|_~d%|_ dd&lm}M|Md'ipi}N|Nd(d%}O|Od)vr|O|_n#t`$rYnwxYwd$|_d$|_t j|_d*|_d|_d|_d$|_d|_d|_d|_d|_td$dd+|_d|_dd,lm}Pm}Q|Ptyj-|jr1|Qtyjd.n|jr d|_d$|_t3|_t7|_d|_t|_tjc|_d|_tj|_d|_d|_d|_d|_d|_i|_d|_d$|_tW|j!|j}R|j'dkrHdd/lm}Sm}T|j!dk}U|Urdd0lm}Vtajd1|pd}W|Wr|Wd2nd3}X|X|_|V|X|_d4|_||_d$|_d4|_d|_i|_|jstsd5|jd6|Xd7 n`|j!d k}Y|Yr|p |Tpdn|pd}Z|j!d8krst;|Zt<r^|Zr\ dd9lm}[|[}ZnJ#t`$r=}\ddl}]|]t|d:|\Yd}\~\nd}\~\wwxYw|Z|_|Z|_||_dd;lm}^|Yr t;|Zt<r |^|Znd$|_|S|Z||R<|_d|_i|_|jstsd5|jd=dd>lm}_|_|Zrtsd? 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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) requested_provider (str): Original provider identity before runtime canonicalization 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. Nonrr:>codex_responsesbedrock_conversechat_completionscodex_app_serveranthropic_messagesz openai-codexr9> xai-oauthxaiz chatgpt.comz/backend-api/codexzapi.x.air? anthropiczapi.anthropic.comr=rZz /anthropicbedrockzbedrock-runtime.z amazonaws.comr:r;r) credential_pool_matches_providerrI)_AGGREGATOR_PROVIDERSnormalize_model_for_providerz copilot-acpz acp://copilotz acp+tcp://)rK_transport_cache openrouterTzopenrouter-prewarm)targetdaemonrF5m) load_configprompt_caching cache_ttl>1hrI 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-]+)\.rz 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)build_moa_facadezmoa-virtual-providerz moa://localu+🤖 AI Agent initialized with MoA preset: guardrailguardrail_identifierguardrail_version)guardrailIdentifierguardrailVersionstream_processing_modestreamProcessingModetracez + Guardrailsz (AWS Bedrock, )queryc&i|]\}}||dS)rrr\rvs r% zinit_agent..`s/!!! $1Aqt!!!r')rrG default_query)rrGr[rrz openrouter.ai)build_or_headersdefault_headerszintegrate.api.nvidia.com)build_nvidia_nim_headerszapi.routermint.comzgithubcopilot.com)copilot_default_headersz api.kimi.comz User-Agentzclaude-code/0.1.0zportal.qwen.ai)_codex_cloudflare_headersrQ)resolve_provider_clientauto)r raw_codex_custom_headers_default_headers>rvrrF_API_KEYrScg|]C}t|t|d,|dA|DSrKrrrrCr\fs r%rzinit_agent..s_'''"#)!T22'78uuZ7H7H'MNUUSZ^^''''r'rKrrkey_env api_key_envrG)rrwexplicit_base_urlexplicit_api_keyz Provider 'z:' is set in config.yaml but no API key was found. Set the zM environment variable, or switch to a different provider with `hermes model`._fallback_activatedzxNo LLM provider configured. Run `hermes model` to select a provider, or run `hermes setup` for first-time configuration.claudezx-anthropic-betaz&fine-grained-tool-streaming-2025-05-14,)4apply_custom_provider_extra_headers_to_client_kwargs*apply_custom_provider_tls_to_client_kwargsget_compatible_custom_providersrJz&custom-provider TLS resolution skipped)exc_info)verify_ca_bundle_with_fallback agent_init)reasonsharedu🔗 Using custom base URL: nonez dummy-keyu🔑 Using API key: u3⚠️ Warning: API key appears invalid or missingz$Failed to initialize OpenAI client: cg|]C}t|t|d,|dA|DSr|r}r~s r%rzinit_agent..Fs^! ! ! !T""! '(uuZ'8'8! =>UU7^^! ! ! ! r'u🔄 Fallback model:  (u🔄 Fallback chain (z providers): u → c3>K|]}|dd|ddVdS)rrrKrXNrr~s r%r^zinit_agent..Xs;``Q!G*@@* @@@``````r')registry)rrrc*h|]}|ddSfunctionrr)r\tools r% zinit_agent..ks"!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)r\r availables r%rzinit_agent..s"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_IDsessionsrwrite_json_snapshotsassistant_tool foreground)CheckpointManager)enabled max_snapshotsmax_total_size_mbmax_file_size_mb)rrr) TodoStoredisplayshow_commentaryexplicitlmstudio_load_mode>jitrzRInvalid model.lmstudio_load_mode=%r; expected 'explicit' or 'jit'. 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