)jBYdZddlmZddlZddlZddlZddlZddlZddlZddl Z ddl m Z ddl m Z m Z mZmZddlmZmZmZddlmZddlmZdd lmZdd lmZmZmZmZdd lm 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.ddl/m0Z0ej1dZ2dZ3d}dZ4d~dZ5dd!Z6dd(Z7dd*Z8 ddd{Z9d|gZ:dS)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. Symbols that tests patch on ``run_agent.*`` (``OpenAI``, ``cleanup_vm``, etc.) are resolved through :func:`_ra` so the patch contract is preserved. ) annotationsN)datetime)AnyDictListOptional)urlparseparse_qs urlunparse)ContextCompressor)IterationBudget)StreamingContextScrubber)MINIMUM_CONTEXT_LENGTHfetch_model_metadatais_local_endpointquery_ollama_num_ctx)_install_safe_stdio)SubdirectoryHintTracker)StreamingThinkScrubber)ToolCallGuardrailConfigToolCallGuardrailControllerToolGuardrailDecision)cfg_get)get_provider_request_timeout)get_hermes_home)base_url_host_matches run_agentcddl}|S)zLazy reference to ``run_agent`` so callers can patch ``run_agent.OpenAI`` / ``run_agent.cleanup_vm`` / ... and have those patches reach this code path. rNrrs 5/home/ubuntu/.hermes/hermes-agent/agent/agent_init.py_rar!>s   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. 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B%%''833t,X66J t)-H!'R ( (%&&   &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)rBr=rCrDrequest_overridesrI) rMrBr=rCrJgetattrr>r4updaterP)agentrDrI overridesmerged_extra_bodyexisting_extra_bodys r !_merge_custom_provider_extra_bodyrWs6k) J WU$7<<BCCIZ((#-- 55%t,,6  !4555/Il'Er"r2Z?Fallr) api_keyapi_mode acp_commandacp_argslist[str] | Nonecommandargsmax_iterationsr+ tool_delayfloatenabled_toolsets List[str]disabled_toolsetssave_trajectoriesverbose_logging quiet_modetool_progress_modeephemeral_system_promptlog_prefix_chars log_prefixproviders_allowedproviders_ignoredproviders_order provider_sortprovider_require_parametersprovider_data_collectionopenrouter_min_coding_scoreOptional[float] session_idtool_progress_callbackcallabletool_start_callbacktool_complete_callbackthinking_callbackreasoning_callbackclarify_callbackread_terminal_callback step_callbackstream_delta_callbackinterim_assistant_callbacktool_gen_callbackstatus_callbacknotice_callbacknotice_clear_callback max_tokensreasoning_config service_tierrPprefill_messagesplatformuser_id user_id_alt user_namechat_id chat_name chat_type thread_idgateway_session_keyskip_context_filesload_soul_identity skip_memoryparent_session_iditeration_budget'IterationBudget'fallback_modelcheckpoints_enabledcheckpoint_max_snapshotscheckpoint_max_total_size_mbcheckpoint_max_file_size_mbpass_session_idcF6[t| |_| |_|>pt| |_| |_||_||_||_||_ ||_ |0|_ |1|_ |2|_ |3|_|4|_|5|_|6|_|7|_|8|_d|_d|_|9|_|:|_|E|_|@|_||_|r|dnd|_|pd|_t;|t<r:|r&| nd}F|Fpd|_!|p||_"tG|p|pg|_$|dvr ||_%n |j!dkrd|_%n|j!dvrd|_%n|F#|j&dkrd |j'vrd|_%d|_!n|F|j&d krd|_%d |_!n|j!d ks |F|j&d krd|_%d |_!n~|j'(d)drd|_%nI|j!dks/|j&*drtW|j'drd|_%nd|_% |,n#tZ$rYnwxYw ddl.m/}Gm0}H|j!|Gvr|H|j|j!|_n#tZ$rYnwxYw||j%dkr|j!dkrt=|jpd *dst=|jpd *dsy|1se|2s!|3|j|j!r0d|_%ti|dr|j56|j!dks|7rxtqj9:sStqj9;tyj=t|dd ?||_@||_A||_Bd!|_C| |_D|!|_E|"|_F|#|_G|$|_H|%|_I|&|_J|(|_K|)|_L|*|_M|'|_Nd!|_Ot|_Qd|_Rd!|_Sd|_Td|_Ud!|_VtyjW|_Xd|_YtyjZ|_[tw|_\tyjZ|_]d|_^g|__tyjZ|_`||_a||_b||_c||_d||_e||_f||_g| |_h| |_i|+|_j|,|_k|-|_lt|.pi|_n|/pg|_od!|_p|q\|_r|_sd"|_t dd#lumv}I|Iwd$ipi}J|Jwd%d"}K|Kd&vr|K|_tn#tZ$rYnwxYwd!|_xd!|_ytjz|_{d'|_|d|_}d|_~d|_d|_d|_twd!dd(|_d|_dd)lm}Lm}M|Ltqj*|jr1|Mtqjd+n|jr d|_d!|_t|_t|_d|_d|_d|_i|_d|_d!|_t-|j!|j}N|j%dkrHdd,lm}Om}P|j!dk}Q|Qrdd-lm}Rt7jd.|pd}S|Sr|Sd/nd0}T|T|_|R|T|_d1|_||_d!|_d1|_d|_i|_|jstId2|jd3|Td4 n-|j!d k}U|Ur|p |Ppdn|pd}V|j!d5krst;|Vt<r^|Vr\ dd6lm}W|W}VnJ#tZ$r=}Xddl}Y|YtRd7|XYd}X~Xnd}X~XwwxYw|V|_|V|_||_dd8lm}Z|Ur t;|Vt<r |Z|Vnd!|_|O|V||N9|_d|_i|_|jstId2|jd:dd;lm}[|[|VrtId<nt;|Vt<r:t]|Vd=kr&tId>|Vdd?d@|VdAdn|j%dkrVt7jd.|pd}S|Sr|Sd/nd0|_d|_ dd#lumv}\|\wdiwdBi}]|]wdCru|]wdDr`|]dC|]dDdE|_|]wdFr|]dF|jdG<|]wdHr|]dH|jdH<n#tZ$rYnwxYwd|_i|_|js.|jrdInd}^tId2|jdJ|j|^d4n5|r |r ta|}_|_jr\te|_dK}`dLti|_jD}a||`|adM}bn||dN}b|N|N|bdO<|j!dkr|j"|bdP<|j$|bdQ<|}ctW|cdRrddSlm}d|d|bdT<nPtW|cdUrddVlm}e|e|c|bdT<n*tW|cdWr%tq|bdT<ntW|cdXrddYlm}f|f|bdT<ntW|cdZr d[d\i|bdT<ntW|cd]r%tq|bdT<ntW|cdrdd^lm}g|g||bdT<n\dT|bvrJ dd_lm}h|h|j!}i|ir|ijrt|ij|bdT<n#tZ$rYnwxYwn dd`lm}j|j|j!pda|jdb\}k}l|k_|kjt=|kjdN}b|N|N|bdO<t|kdcd}m|mst|kddd}m|mrt|m|bdT<n|j!pd }n|nr6|ndevr1|ndf}o ddglm}p|pw|n}q|qr|qjr |qjd}on#tZ$rYnwxYwg}rt;|?tFr dh|?D}rnBt;|?tr-|?wdir|?wdjr|?g}rd!}s|rD]R}t|twdkpdpd}u|usj|twdlp|twdmpd}v|vr*tj|vdpd}u|j|tdi|tdjd|twdn|uo\}w}x|w|tdi|_!|xp|tdj|_d|_|wjt=|wjdN}b|N|N|bdO<t|wdcd}y|yst|wddd}y|yrt|y|bdT<d}snT|sstdp|ndq|odrt|dsd!stdt|b|_t=|bwdnd }ztW|zdRrgdu|jpd vrJ|bwdTpi}{|{wdvd}|dw}}|}||vr||r ||dx|}|{dv<n|}|{dv<|{|bdT<||bwdkd|_|bwdn|j|_ ||bdydz|_|js͐tId2|j|rtId{|dd;lm}[|bwdkd|}~|[|~rtId<nht;|~t<rC|~rA|~d}kr;t]|~d=kr'tId~|~dd?d@|~dAdntIdn%#tZ$r}td|d}~wwxYwt;|?tFrd|?D|_nOt;|?tr3|?wdir|?wdjr |?g|_ng|_d|_t|dsd!|_|jr |jdnd|_|jr|jst]|jd/kr1|jd}tId|djd|did4nLtIdt]|jddd|jDztq| | |j|_tw|_|jrd|jD|_t|j}|jstIdt]|jdd|| r&tIdd| | r&tIdd| n|jstIdddlm}d|jvr|nd|_|jrZ|jsStq}d|D}|rtId||jr|jstId|j rM|jsFt]|j dkr|j ddd@zn|j }tId|d|jrrD|js=|jsr|j!d krd}n |jsrd}nd}tId|d|jtdtj|_|r||_nG|jd}tjjdd}|d||_ ddlm}||jn%#tZ$r|jtjd<YnwxYwt}|dz |_|jddd!|_ dd#lumv}|wdpi}t|wdd!|_n#tZ$rYnwxYwg|_d|_d|_d|_d|_ddlm}||A|B|C|D|_|<|_|=|_d|_d!|_|j|,|+d|_ddlm}||_ dd#lumv}|}n#tZ$ri}YnwxYw ttj|wdi|_Qn>#tZ$r1}tqjd|Yd}~nd}~wwxYwd|_d|_d!|_d!|_d|_d|_d|_|;s |wdi}|wdd!|_|wdd!|_t|wdd|_|js|jr\ddlm}||wdd|wdd|_|jn#tZ$rYnwxYwd|_|;sq |r|wdidnd}|r |rddlm}ddlm }||_||}|r1| r|j ||jjr[|j|0pdt=tdd}|jr9 |j |j}|r||d<n#tZ$rYnwxYw|j r |j |d<|j r |j |d<|jr |j|d<|jr |j|d<|jr |j|d<|jr |j|d<|jr |j|d<|jr |j|d< ddƐl m}|}||d<d|d<n#tZ$rYnwxYw|jjd'i|tqjd|n0tqjd|d|_nF#tZ$r9}tqjd|d|_Yd}~nd}~wwxYw|jr|j|jh d|jhvrd̈́|jD}|jD]r}|wdd}|r||vrd|dМ}|j||r1|j|||sd|_ |wdi}t|wdd|_n#tZ$rYnwxYw|wdi}t;|tsi}|wdda|_t|wdd|_t|wdd|_ |wddئ}t|}t1|d/}n#t2t4f$rd}YnwxYw||_|wdi}t;|tsi}t9|wddۦ}t=|wdd dv}d|_ ddlm}m}||j|j!|ߦ}|.|}|}||j|j!r||dzkr ||d|_n#tZ$rYnwxYwt=|wdd dv}t9|wdd}t|wdd}t1dt|wddئ}t=|wdd! 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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) 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 SOUL.md, AGENTS.md, and .cursorrules 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. N r2>codex_responsesbedrock_conversechat_completionscodex_app_serveranthropic_messagesz openai-codexr> xai-oauthxaiz chatgpt.comz/backend-api/codexzapi.x.air anthropiczapi.anthropic.comrr3z /anthropicbedrockzbedrock-runtime.z amazonaws.comrrr)_AGGREGATOR_PROVIDERSnormalize_model_for_providerz copilot-acpz acp://copilotz acp+tcp://)rB_transport_cache openrouterTzopenrouter-prewarm)targetdaemonnameF5m) 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-]+)\.z 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... guardrailguardrail_identifierguardrail_version)guardrailIdentifierguardrailVersionstream_processing_modestreamProcessingModetracez + Guardrailsz (AWS Bedrock, )queryc&i|]\}}||dS)r).0kvs r zinit_agent..s/!!! $1Aqt!!!r")r^rC default_query)r^rCrrcrdz openrouter.ai)build_or_headersdefault_headerszintegrate.api.nvidia.com)build_nvidia_nim_headerszapi.routermint.comzapi.githubcopilot.com)copilot_default_headersz api.kimi.comz User-Agentzclaude-code/0.1.0zportal.qwen.ai)_codex_cloudflare_headers)get_provider_profile)resolve_provider_clientauto)r= raw_codex_custom_headers_default_headers>rrHr_API_KEY)PROVIDER_REGISTRYcg|]C}t|t|d,|dA|DSrBr=r4rJr>rfs r zinit_agent..7s_'''"#)!T22'78uuZ7H7H'MNUUSZ^^''''r"rBr=r^key_env api_key_envrC)r=rexplicit_base_urlexplicit_api_keyz Provider 'z:' is set in config.yaml but no API key was found. Set the zM environment variable, or switch to a different provider with `hermes model`._fallback_activatedzxNo LLM provider configured. Run `hermes model` to select a provider, or run `hermes setup` for first-time configuration.claudezx-anthropic-betaz&fine-grained-tool-streaming-2025-05-14, agent_init)reasonsharedu🔗 Using custom base URL: nonez dummy-keyu🔑 Using API key: u3⚠️ Warning: API key appears invalid or missingz$Failed to initialize OpenAI client: cg|]C}t|t|d,|dA|DSrrrs r rzinit_agent..s^! ! ! !T""! '(uuZ'8'8! =>UU7^^! ! ! ! r"u🔄 Fallback model:  (u🔄 Fallback chain (z providers): u → c3>K|]}|dd|ddVdS)r=rrBrNrrs r zinit_agent..s;``Q!G*@@* @@@``````r")rhrjrmc*h|]}|ddSfunctionrr)rtools r zinit_agent..s"!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)rr 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_IDsessions)parentsexist_okwrite_json_snapshotsassistant_tool foreground)CheckpointManager)enabled max_snapshotsmax_total_size_mbmax_file_size_mb)rerr) TodoStoretool_loop_guardrailsz&Tool loop guardrail config ignored: %sr]memorymemory_enableduser_profile_enablednudge_interval) MemoryStorememory_char_limitiuser_char_limiti_)rr ) MemoryManager)load_memory_providercliprimary)rzrr agent_context session_titlerrrrrrrr)get_active_profile_nameagent_identityhermesagent_workspacezMemory provider '%s' activatedz/Memory provider '%s' not found or not availablez&Memory provider plugin init failed: %sch|]@}t|t|didASrrrts r rzinit_agent..T   !T"" EE*b ! ! % %f - -   r"rr)typerskillscreation_nudge_intervalrStool_use_enforcementtask_completion_guidanceenvironment_probeapi_max_retries compression thresholdg?codex_gpt55_autoraise>1yestrue) _compression_threshold_for_model_is_codex_gpt55)allow_codex_gpt55_autoraiseg& .>)r(r*r target_ratiog?protect_last_nr[protect_first_nabort_on_summary_failure auxiliary)defaultcontext_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. )get_compatible_custom_providersrD)"get_custom_provider_context_length)r=rCrDmodelsuInvalid 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_engineuEContext engine '%s' not found — falling back to built-in compressor)get_model_context_length)rCr^config_context_lengthrBrD)r=rFrCr^rBr_zUsing context engine: %s) r=threshold_percentrBrAsummary_target_ratiosummary_model_overridermrCr^rQrBr_rCzModel z has a context window of z$ tokens, which is below the minimum z9 required by Hermes Agent. 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