JjtXdZddlmZddlZddlZddlZddlZddlZddlZddl Z ddl Z ddl Z ddl m Z mZmZmZddlmZddlmZddlmZddlmZmZdd lmZdd lmZdd lmZdd l m!Z!dd l"m#Z#m$Z$m%Z%m&Z&m'Z'm(Z(m)Z)m*Z*m+Z+m,Z,ddl-m.Z.m/Z/m0Z0m1Z1m2Z2m3Z3m4Z4ddl5m6Z6ddl7m8Z8ddl9m:Z:m;Z;ddlm?Z?m@Z@ddlAmBZBddlCmDZDddlEmFZFddlGmHZHmIZIejJeKZLdZMdOdZNdPd#ZOd$ZPdQd'ZQdRd)ZRdSd,ZSdTd.ZTdUd/ZUdVd0ZVd1ZWdWd3ZXdXdYd7ZYd8ZZdZd?Z[d@Z\ d[d\dMZ]dNgZ^dS)]uThe agent conversation loop — extracted from ``run_agent.AIAgent``. This is the biggest single chunk pulled out of ``run_agent.py``: the roughly 3,900-line :func:`run_conversation` body that drives one user turn through the agent (model call, tool dispatch, retries, fallbacks, compression, post-turn hooks, background memory/skill review nudges). The function takes the parent ``AIAgent`` instance as its first argument (``agent``) and accesses its state via attribute lookup. ``_ra().AIAgent.run_conversation`` is now a thin forwarder. Symbols that production code or tests patch on ``run_agent`` directly (``handle_function_call``, ``_set_interrupt``, ``OpenAI``, ...) are resolved through :func:`_ra` so those patches keep working. ) annotationsN)AnyDictListOptional)_summarize_user_message_for_log)&conversation_history_after_compression) KawaiiSpinner)FailoverReasonclassify_api_error)IterationBudget)build_turn_context)TurnRetryState)build_memory_context_block) close_interrupted_tool_sequence_repair_tool_call_arguments_sanitize_messages_non_ascii_sanitize_messages_surrogates_sanitize_structure_non_ascii_sanitize_structure_surrogates_sanitize_surrogates_sanitize_tools_non_ascii_strip_images_from_messages_strip_non_ascii)MINIMUM_CONTEXT_LENGTHestimate_messages_tokens_roughestimate_request_tokens_rough&get_context_length_from_provider_erroris_output_cap_error(parse_available_output_tokens_from_errorsave_context_length)_install_safe_stdio)apply_anthropic_cache_control)adaptive_rate_limit_backoffjittered_backoff)has_incomplete_scratchpad)estimate_usage_costnormalize_usage)PARTIAL_STREAM_STUB_ID)set_session_context)set_current_write_origin)base_url_host_matchesenv_var_enabledz3Operation interrupted: waiting for model response (error Exceptionreturn Optional[int]cg}|t|ddt|ddfD]8}|r4 |t|(#t$rY4wxYw9d|}d|vsd|vsd|vrdSt jd|}|sdS t| d }n#t$rYdSwxYwd |cxkrd krnn|SdS) z@Extract a provider-reported image dimension ceiling, if present.messageNbody image dimensionzmax allowed sizez8max allowed size(?:\s+for [^:]+)?:\s*(\d{3,5})\s*pixels?i@) getattrappendstrr/joinlowerresearchintgroup ValueError)r.partsvaluetextmatch max_dimensions =/home/rurouni/.hermes/hermes-agent/agent/conversation_loop.py_image_error_max_dimensionrJMsX E y$''vt$$      SZZ((((      88E?? " "Ddk559KSW9W9Wt IQSW X XE tEKKNN++ tt m####t##### 4s#"A AA."C CCagentrrequest_tokensrA Optional[str]ct|ddsdSt|dd}t|tr|dkrdS|tkrdSt|ddpd}t|ddpd }t|d dpd }t t|ddpg}t d ||||t||t|d dpd d|d|ddtddS)zIReturn a user-facing error when Ollama is loaded with too little context.toolsN_ollama_num_ctxrmodelthe selected modelbase_urlzunknown base URLproviderunknownzOllama runtime context too small for Hermes tool use: model=%s provider=%s base_url=%s runtime_context=%d minimum_context=%d estimated_request_tokens=%d tool_count=%d session=%s session_idnonezOllama loaded `z ` with only ,z6 tokens of runtime context, but Hermes needs at least a tokens for reliable tool use. Increase the Ollama context for this model and restart/reload the model before trying again. A known-good starting point is 65,536 tokens. In Hermes config, set `model.ollama_num_ctx: 65536` (and `model.context_length: 65536` if you also override the displayed model context). 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Three-way state distinction for the stored row, surfaced via logs so silent prefix-cache misses are visible in ``agent.log``: * ``missing`` — no session row yet (legitimate first turn). * ``null`` — row exists, ``system_prompt`` column is NULL. Legacy session predating system-prompt persistence, or a migration leftover. Warns when ``conversation_history`` is non-empty. * ``empty`` — row exists, ``system_prompt`` column is the empty string. Indicates a previous-turn write that ran but stored nothing (silent persistence bug). Always warns. * ``present`` — row exists with a usable prompt → reused verbatim. Read or write failures against the session DB log at WARNING (not DEBUG) so persistent issues (disk full, schema drift, lock contention) surface without needing verbose mode. This used to be a debug-level log that silently broke prefix-cache reuse on the gateway path (which constructs a fresh ``AIAgent`` per turn and depends on this DB roundtrip). 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A content-policy refusal is deterministic for the unchanged prompt, so the turn ends here (no retry). Both the HTTP-200 refusal handler and the exception-path handler return the identical shape — a failed, non-completed turn carrying the user-facing message and a ``content_policy_blocked:`` prefixed error — so they funnel through this one builder. FTzcontent_policy_blocked: rr api_calls completedfailedr.)rrrrs rI_content_policy_blocked_resultrs- )#:L::   ract|dd}t|tr|s|S|rR|dddkr3|}|jr|dz|jz}||dd<|S)uRefresh the in-flight system message after a provider failover. ``try_activate_fallback`` rewrites the ``Model:``/``Provider:`` identity lines on ``agent._cached_system_prompt`` (see ``rewrite_prompt_model_identity``) so the agent reports the model that is actually answering. 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Compacting before the next model call.) approx_tokensru🔄 Making API call #z...u 📊 Request size: z messages, ~z tokens (~z chars)u 🔧 Available tools: r5)brainsparklepulsemoonstar) spinner_typeprint_fnzAPI Request - Model: z , Messages: z , Tools: zLast message role: rXzTotal message size: ~z tokensstopz:api:rz)nous_rate_limit_remainingformat_remainingu,Nous Portal rate limit active — resets in ru⏳ z Trying fallback...zg No fallback provider available. Try again after the reset, or add a fallback provider in config.yaml.r) allow_stream_is_user_initiated_turn extra_headersz x-initiator)apply_llm_request_middleware) rturn_idapi_request_idrWrrQrUrTapi_moder)has_hookrpre_api_requestrinputrr>r?rWrrrrQrUrTr@rrequest_messages message_countr_approx_input_tokensrequest_char_countr started_atmiddleware_tracerequestHERMES_DUMP_REQUESTS preflight)reasoncvrddjrddSdS)NrR)r7thinking_callback)rKthinking_spinnersrI _stop_spinnerz'run_conversation.._stop_spinnersT'0(--b111+/(.4//3333344ra_disable_streaming> copilot-acpz acp://copilotz acp+tcp://moa)Mockclientc`r|S|S)N)on_first_delta)!_interruptible_streaming_api_call_interruptible_api_call)next_api_kwargsrQ_use_streamingrKs rI_perform_api_callz+run_conversation.._perform_api_callsD%$FF+M G  !88IIIra)run_llm_execution_middleware) original_requestrr>r?rWrrQrUrTr@rrIu⏱️ API call completed in z.2fszN/AzAPI Response received - Model: z , Usage: usagezresponse is Nonestatus>r cancelledr.r3zResponses API returned status ''z>Codex response status='%s' (error=%s). Routing to fallback. %szresponse.status=z: output_textzaCodex response.output is empty but output_text is present (%d chars); deferring to normalization.incomplete_detailszeCodex response.output is empty after stream backfill (status=%s, incomplete_details=%s, model=%s). %sz api_mode=z provider=zresponse.output is emptyanthropic_messagesz/response.content invalid (not a non-empty list)bedrock_conversez/Bedrock response invalid (no output or choices)choicesz#response has no 'choices' attributezresponse.choices is Nonezresponse.choices is emptyInvalidAPIResponserzInvalid API responsecodeinvalid_response) rr>r?rapi_start_time api_kwargs error_type error_message status_code retry_count max_retries retryablerMu<⚠️ Empty/malformed response — switching to fallback...Unknownmetadata provider_namezmodel=cni|]2\}}|d|t|dd3S)_Nd)rr<)rkvs rI z$run_conversation..sA%r%r%r$!Q`a`l`lmp`q`q%raQ%r%r%rraz*Response attributes for invalid response: i z-upstream provider timed out (Cloudflare 524, z.0fzs)izupstream gateway timeout (504, iz'rate limited by upstream provider (429)>zupstream server error (>zupstream provider overloaded ()zupstream error (code zfast response (z.1fus) — likely rate limited<zslow response (us) — likely upstream timeoutzresponse time u&⚠️ Invalid API response (attempt z): u 🏢 Provider: u 📝 Provider message: u ⏱️ u⚠️ Max retries (u.) for invalid responses — trying fallback...u❌ Max retries (z,) exceeded for invalid responses. Giving up.zInvalid API response after z retries.z retries: )rrrrr.rg@g^@) base_delay max_delayu⏳ Retrying in zs (z)...zInvalid API response (retry z | Provider: u3⚡ Interrupt detected during retry wait, aborting.rrz$Operation interrupted during retry (z , attempt z).)rrrr interruptedg?zretry backoff (z), z s remainingrM incomplete>lengthmax_output_tokensuA⚠️ Treating suspicious Ollama/GLM stop response as truncatedrcontent_filter)strip_tool_prefixContentPolicyBlockedz*model declined to respond (content_filter)uH⚠️ Model declined to respond (safety refusal) — trying fallback...rz[%sModel declined to respond (finish_reason=content_filter). model=%s provider=%s refusal=%sz (no text)uF⚠️ The model declined to respond to this request (safety refusal).zModel's explanation: z"The model returned no explanation.uj⚠️ The model declined to respond to this request (safety refusal — not a Hermes/gateway failure). zmodel declined (content_filter))rrru[⚠️ Stream interrupted by network error (finish_reason='length' on partial-stream-stub)uQ⚠️ Response truncated (finish_reason='length') - model hit max output tokensz8<(?:think|thinking|reasoning|REASONING_SCRATCHPAD)[^>]*>zModel used all output tokens on reasoning with none left for the response. 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To fix this: → Lower reasoning effort: `/thinkon low` or `/thinkon minimal` → Or switch to a larger/non-reasoning model with `/model`)rrrrpartialr.>rhchat_completionsrg_content_filter_terminateduM🛡️ Content filter terminated stream — activating fallback provider...z:Content filter terminated stream; switching to fallback...u^⚠️ No fallback provider configured — retrying with same provider (may re-hit filter)..._dropped_tool_namesu&↻ Stream interrupted mid tool-call (u ) — requesting chunked retry (z/4)...u4↻ Stream interrupted — requesting continuation (u↻ Requesting continuation (z9Response remained truncated after 4 continuation attemptsu7⚠️ Stream interrupted mid tool-call — retrying (u<⚠️ Truncated tool call detected — retrying API call (iiu[⚠️ Stream kept dropping mid tool-call after 4 retries — the action was not executed.uf⚠️ Truncated tool call response detected again — refusing to execute incomplete tool arguments.zLStream repeatedly dropped mid tool-call (network); the tool was not executedz-Response truncated due to output length limitu3 ⏪ Rolling back to last complete assistant turnu-❌ First response truncated - cannot recoverz3First response truncated due to output length limit)rUr@consume_reference_usagez)MoA reference usage accounting failed: %sconsume_and_save_trace _current_streamed_assistant_text)aggregator_output_fallbackzMoA trace flush failed: %s) prompt_tokenscompletion_tokens total_tokens input_tokens output_tokenscache_read_tokenscache_write_tokensreasoning_tokens_context_probed_context_probe_persistableu💾 Cached context length: z tokens for z cache=z (rzz%)zHAPI call #%d: model=%s provider=%s in=%d out=%d total=%d latency=%.1fs%slast_aggregator_slotapi_key)rUrTrgincludedsubscription_included) rrrrrestimated_cost_usd cost_status cost_sourcebilling_providerbilling_base_url billing_moderQrz4Token persistence failed (session=%s, tokens=%d): %szToken usage: prompt=rz , completion=rz, total=ru 💾 Cache: z tokens (z% hit, z written))clear_nous_rate_limitz API call #z completedu ⚡ Interrupted during API call.z s elapsed)._unicode_sanitization_passesz'ascii'ascii surrogatez'utf-8'prefill_messagesuH⚠️ Stripped invalid surrogate characters from messages. Retrying...uP⚠️ Surrogate encoding error — retrying after full-payload sanitization...rOr_client_kwargsdefault_headersu⚠️ API key contained non-ASCII characters (bad copy-paste?) — stripped them. If auth fails, re-copy the key from your provider's dashboard.ud⚠️ System encoding is ASCII — stripped non-ASCII characters from request payload. Retrying...uT⚠️ System encoding is ASCII — enabling full-payload sanitization for retry...r4rq)z%only 'text' content type is supportedz#only text content type is supportedzimage_url is not supportedzimage content is not supportedzmultimodal is not supportedz#multimodal content is not supportedz!multimodal input is not supportedzvision is not supportedzvision input is not supportedzdoes not support imageszdoes not support image inputzdoes not support multimodalzdoes not support visionzmodel does not support imagezimage_url'. expectedz,unknown variant `image_url`, expected `text`z(unknown variant image_url, expected textz+no endpoints found that support image inputc3 K|]}|vV dSr#r)rp _err_lowers rIr%z#run_conversation.. s822()AO222222rai_vision_supporteduV⚠️ Server rejected image content — switching to text-only mode for this sessionz,. Stripped images from history and retrying.context_compressori@ )rUrQr/r. num_messageszTError classified: reason=%s status=%s retryable=%s compress=%s rotate=%s fallback=%suX🔐 Nous paid access verified — refreshed runtime credentials and retrying request...)rqhas_retried_429classified_reason error_contextr9)rHuE📐 Image(s) exceeded provider size limit — shrank and retrying...zlimage-shrink recovery: no data-URL image parts found or shrink didn't reduce size; surfacing original error.u`📐 Provider rejected list-type tool content — downgraded screenshots to text and retrying...znmultimodal-tool-content recovery: no list-type tool messages with image parts found; surfacing original error._oauth_1m_beta_disabledui🔕 OAuth subscription doesn't support the 1M-context beta — disabled for this session and retrying...> xai-oauth openai-codexirz xAI OAuthCodexu🔐 z. auth refreshed after 401. Retrying request...rvertexu=🔐 Vertex AI token refreshed after 401. Retrying request...u<🔐 Nous agent key refreshed after 401. Retrying request...)display_hermes_homeresponseu/🔐 Nous 401 — Portal authentication failed.z Response: zNous model accesszS Most likely: Portal OAuth expired, account out of credits, or agent key revoked.z Troubleshooting:u. • Re-authenticate: hermes auth add nousuA • Check credits / billing: https://portal.nousresearch.comu$ • Verify stored credentials: z /auth.jsonuK • Switch providers temporarily: /model --provider openroutercopilotuA🔐 Copilot credentials refreshed after 401. Retrying request..._anthropic_api_key)_is_oauth_token)is_token_provideruC🔐 Anthropic credentials refreshed after 401. Retrying request...u-🔐 Anthropic 401 — authentication failed.z5 Auth method: Microsoft Entra ID (httpx event hook)z; Run `hermes doctor` for credential-chain diagnostics, orz0 `az login` if your developer session expired.zBearer (OAuth/setup-token)zx-api-key (API key)z Auth method: z Token prefix: z Token: (empty or short)u" • Check ANTHROPIC_TOKEN in z+/.env for Hermes-managed OAuth/setup tokensu$ • Check ANTHROPIC_API_KEY in z)/.env for API keys or legacy token valuesuJ • For API keys: verify at https://platform.claude.com/settings/keysuD • For Claude Code: run 'claude /login' to refresh, then retryu= • Legacy cleanup: hermes config set ANTHROPIC_TOKEN ""uA • Clear stale keys: hermes config set ANTHROPIC_API_KEY ""reasoning_detailsuc⚠️ Thinking block signature invalid, stripped reasoning_details from api_messages for retry...zs%sThinking block signature recovery: stripped reasoning_details from %d api_messages (canonical messages unchanged)_codex_reasoning_replay_enabledc3K|]o}t|toU|ddko.: s  #2t,,<FF6NNk9<&rvv.E'F'FMM<FF#:;; raua⚠️ Encrypted reasoning replay was rejected by the provider — disabled replay and stripped itemsz item(s) from z message(s), retrying...z^%sInvalid encrypted reasoning recovery: disabled replay and stripped %d items from %d messages)strip_pattern_and_formatz5%sllama.cpp grammar recovery: strip helper failed: %su<⚠️ llama.cpp rejected tool schema grammar — stripped z' pattern/format keyword(s), retrying...zU%sllama.cpp grammar recovery: stripped %d pattern/format keyword(s) from tool schemasue%sllama.cpp grammar error but no pattern/format keywords to strip — falling through to normal retryzAPI error recovery (attempt z;API call failed (attempt %s/%s) error_type=%s %s summary=%sz [HTTP ]u!⚠️ API call failed (attempt u 🔌 Provider: z Model: u 🌐 Endpoint: u 📝 Error: i,u 📋 Details: u ⏱️ Elapsed: z s Context: z msgs, ~zsupport tool useu$ 💡 No OpenRouter providers for z1 support tool calling with your current settings.zU Your provider_routing.only restriction is filtering out tool-capable providers.zY Try removing the restriction or adding providers that support tools for this model.zH Check which providers support tools: https://openrouter.ai/models/u?⚡ Interrupt detected during error handling, aborting retries.z+Operation interrupted: handling API error (compression_enableduS❌ Context overflow, but auto-compaction is disabled (compression.enabled: false).ux 💡 Run /compress to compact manually, /new to start fresh, switch to a larger-context model, or reduce attachments.zContext overflow (u4) with auto-compaction disabled — not compressing.zContext overflow and auto-compaction is disabled (compression.enabled: false). Run /compress to compact manually, /new to start fresh, or switch to a larger-context model.)rrrrr.rrcompaction_disabled)rQr.rTrrUr@uO⚠️ Anthropic long-context tier requires extra usage — reducing context: u → u🗜️ Context reduced to z tokens (was z), retrying...upstream_provideru⚠️ Upstream u0 rate-limited — switching to fallback model...uI⚠️ Billing or credits exhausted — switching to fallback provider...uA⚠️ Provider unreachable — switching to fallback provider...u9⚠️ Rate limited — switching to fallback provider...u[🔐 Authentication failed and could not be refreshed — switching to fallback provider...)is_genuine_nous_rate_limitrecord_nous_rate_limitheaders)rlast_known_state)rrzNous 429 looks like upstream capacity (no exhausted bucket in headers or last-known state) -- not tripping cross-session breaker.izmodels.inference.ai.azure.comuJ 💡 GitHub Models free tier (models.inference.ai.azure.com) caps everyzJ request at ~8K tokens. Hermes' system prompt + tool schemas baselinezF exceeds that floor, so this endpoint cannot run an agentic loop.zK Use the `copilot` provider with a Copilot subscription token (`hermesu= setup` → GitHub Copilot), or pick any other provider.u❌ Max compression attempts (z&) reached for payload-too-large error.uR 💡 Try /new to start a fresh conversation, or /compress to retry compression.z413 compression failed after z attempts.z5Request payload too large: max compression attempts (z ) reached.)rrrrr.rrcompression_exhaustedu@⚠️ Request payload too large (413) — compression attempt gffffff?u🗜️ Compressed z messages, retrying...u🗜️ Compressed ~u → ~z tokens, retrying...)remember_modeluj📐 Compression could not reduce the request further — removed retained vision payloads and retrying...u2❌ Payload too large and cannot compress further.z/413 payload too large. Cannot compress further.z9Request payload too large (413). Cannot compress further.@uM⚠️ Output cap too large for current prompt — retrying with max_tokens=z (available_tokens=z; context_length unchanged at z!Context compression failed after z3Context length exceeded: max compression attempts (u_❌ The provider rejected the request because max_tokens exceeds its output cap for this model.u 💡 Lower model.max_tokens in your config.yaml to at or below the model's max-output limit. (This is an output-cap error, not a context overflow — compression cannot fix it.)zMOutput-cap error not routed into compression (max_tokens over provider cap): zcmax_tokens exceeds the provider's output cap for this model. Lower model.max_tokens in config.yaml.)rrrrr.rr> minimax-cnminimax)z https://api.minimax.io/anthropicz"https://api.minimaxi.com/anthropiczcontext window exceeds limit (z!Context limit detected from API: u:⚠️ Context length exceeded — using provider limit: zBProvider reported overflow amount only; keeping context_length at z tokens and compressing.um⚠️ Context length exceeded, but provider did not report a max context length; keeping context_length at u🗜️ Context too large (~u tokens) — compressing (u8❌ Context length exceeded and cannot compress further.u 💡 The conversation has accumulated too much content. Try /new to start fresh, or /compress to manually trigger compression.zContext length exceeded: z! tokens. Cannot compress further.zContext length exceeded (z" tokens). Cannot compress further.nonetypez not iterableuI⚠️ Provider safety filter blocked this request — trying fallback...uA⚠️ TLS certificate verification failed — trying fallback...u!⚠️ Non-retryable error (HTTP u) — trying fallback...non_retryable_client_error)rMr.u1❌ Provider safety filter blocked this request: u)❌ TLS certificate verification failed: u❌ Non-retryable error (HTTP u%❌ Non-retryable client error (HTTP z ). Aborting.z model accessr>rzrrruK 💡 Codex OAuth token was rejected (HTTP 401). Your token may have beenz? refreshed by another client (Codex CLI, VS Code). To fix:z? 1. Run `codex` in your terminal to generate fresh tokens.z3 2. Then run `hermes auth` to re-authenticate.u8 💡 xAI OAuth token was rejected (HTTP 401). To fix:zU re-authenticate with xAI Grok OAuth (SuperGrok / Premium+) from `hermes model`.uJ 💡 Nous Portal OAuth token was rejected (HTTP 401). Your token may bezF expired, revoked, or your account may be out of credits. To fix:z' 1. Re-authenticate: hermes portalzC 2. Check your portal account: https://portal.nousresearch.comz:freeu ⚠️ Note: `z1` looks like an OpenRouter slug (`:free` suffix).zH Nous Portal won't recognize that model name. Either switch to az7 Nous catalog model, or run `/model openrouter:z` to use OpenRouter.u9 💡 Your API key was rejected by the provider. Check:u- • Is the key valid? Run: hermes setupu+ • Does your account have access to ru? • Check credits: https://openrouter.ai/settings/creditsu6 💡 This type of error won't be fixed by retrying.uC 💡 The provider's safety filter rejected this specific prompt.u] • Try rephrasing the request, narrowing the context, or splitting into smaller steps.uM • Configure a fallback provider so future blocks route automatically:uM hermes fallback add (interactive picker — same as `hermes model`)uL 💡 The TLS certificate chain could not be verified. This fails the sameuA way on every retry — fix the environment, then try again:uH • Corporate TLS-inspecting proxy? Point Python at its CA bundle:zL export SSL_CERT_FILE=/path/to/corp-ca.pem (also REQUESTS_CA_BUNDLE)u< • Missing/stale system CA store? Install/refresh it:zS pip install --upgrade certifi (macOS: run 'Install Certificates.command')uN • Self-signed local endpoint (llama.cpp, LM Studio, vLLM)? Use http://zD for localhost, or add the server's cert to your trust store.zNon-retryable client error: iPPuU⚠️ Skipping session persistence for large failed session to prevent growth loop.us⚠️ The model provider's safety filter blocked this request (not a Hermes/gateway failure). Provider message: )rrrsu") exhausted — trying fallback...u%❌ Billing or credits exhausted — u❌ Rate limited after u retries — u❌ API failed after u 💀 Final error: c3 K|]}|vV dSr#r)rr error_msgs rIr%z#run_conversation..es7  1Y      ra)zconnection lostzconnection resetzconnection closedznetwork connectionz network error terminatedu 💡 The provider's stream connection keeps dropping. This often happens when the model tries to write a very large file in a single tool call.z~ Try asking the model to use execute_code with Python's open() for large files, or to write the file in smaller sections.)is_thinking_timeoutu 💡 The model's thinking phase exceeded the upstream proxy's idle timeout before the first content token arrived. This is a known issue with reasoning models behind cloud gateways (NVIDIA NIM, OpenAI, Anthropic, DeepSeek).z$ Workarounds in priority order:z 1. Set `providers.z.models.u.stale_timeout_seconds: 900` in `~/.hermes/config.yaml` to extend the per-call timeout. (Hermes's built-in floor is 600s for known reasoning models — if you still see this after raising, the upstream cap is even shorter.)zn 2. Lower `reasoning_budget` or set `reasoning_effort: medium` on this model if the provider supports it.zZ 3. Use a smaller / faster reasoning model if the task doesn't require deep thinking.zP%sAPI call failed after %s retries. %s | provider=%s model=%s msgs=%s tokens=~%smax_retries_exhaustedzBilling or credits exhausted: zAPI call failed after )build_thinking_timeout_guidance)rUrQu The provider's stream connection keeps dropping — this often happens when generating very large tool call responses (e.g. write_file with long content). Try asking me to use execute_code with Python's open() for large files, or to write in smaller sections.)rrrrrr.failure_reasonrz retry-afterz Retry-AfteriXg@gN@)rTrQr. default_waitzai_coding_overload_longz- (Z.AI Coding overload adaptive long backoff)zai_coding_overload_shortz# (Z.AI Coding overload short retry)u⏱️ Rate limited. Waiting z s (attempt z>Retrying API call in %ss (attempt %s/%s) %s policy=%s error=%sdefaultz_delegate_depth _thinkingzreasoning.availableuL⚠️ Incomplete detected (opened but never closed)u🔄 Retrying API call (z/2)...uA❌ Max retries (2) for incomplete scratchpad. Saving as partial.z/Incomplete REASONING_SCRATCHPAD after 2 retriesrcodex_message_itemsu0↻ Codex response incomplete; continuing turn (z/3)z@Codex response remained incomplete after 3 continuation attempts_codex_incomplete_retriesu🔧 Processing z tool call(s)...z Tool call: z with args: u🔧 Auto-repaired tool name: 'z' -> 'cNg|]!}|jjjv|jj"Sr)rrvalid_tool_names)rrrKs rIrz$run_conversation..Bs;&&&)+{'u/EEEK$EEErau⚠️ Unknown tool 'u3' — sending error to model for agent-correction (uI❌ Max retries (3) for invalid tool calls exceeded. Stopping as partial.z#Model generated invalid tool call: uTool call rejected: the tool name was empty. If tool-call XML or JSON appeared in file contents or tool output, that is data — do not re-emit it as a tool call. To call a tool, use a valid name from your tool list; otherwise reply in plain text.zTool 'z#' does not exist. Available tools: zZSkipped: another tool call in this turn used an invalid name. Please retry this tool call.)rrrrz{}c3K|]P}|jjdDv|jjpdd VQdS)ch|]\}}|Srr)rnrys rI z-run_conversation...s/P/P/Pda/P/P/PrarR)}rN)rrrrstripendswith)rrinvalid_json_argss rIr%z#run_conversation..sv%%;+/P/P>O/P/P/PPP [28b@@BBKKJWWWPPPP%%rau>⚠️ Truncated tool call arguments detected (finish_reason=u) — refusing to execute.u1⚠️ Invalid JSON in tool call arguments for 'z': z/3)...u;⚠️ Injecting recovery tool results for invalid JSON...ch|]\}}|Srr)rrrys rIrz#run_conversation..s(O(O(O'$(O(O(Orac3BK|]\}}|jjk|VdSr#rr)rrers rIr%z#run_conversation..s8*d*dAaSUS^ScNcNc1NcNcNcNc*d*drazError: Invalid JSON arguments. z_. For tools with no required parameters, use an empty object: {}. Please retry with valid JSON.z;Skipped: other tool call in this response had invalid JSON.>todomemoryrsession_searchc34K|]}|jjvVdSr#r)rr_HOUSEKEEPING_TOOLSs rIr%z#run_conversation..sB,, (,??,,,,,,rau ┊ 💬 zJIncremental tool-call persistence failed before execution (session=%s): %sguardrail_haltu⚠️ Tool guardrail halted c&h|]}|jjSrr)rrs rIrz#run_conversation..gsUUU"R[-UUUra execute_codeu ⟳ compacting context…partial_stream_recoveryuGPartial stream content delivered (%d chars) — using as final responseuD↻ Stream interrupted — using delivered content as final response_last_content_with_tools$_last_content_tools_all_housekeepingfallback_prior_turn_contentuOEmpty follow-up after tool calls — using prior turn content as final responseuM↻ Empty response after tool calls — using earlier content as final answerc3HK|]}|ddkVdS)rrN)rrms rIr%z#run_conversation..sE**f /******raz||_post_tool_empty_retrieduHEmpty response after tool calls — nudging model to continue processinguD⚠️ Model returned empty after tool calls — nudging to continuez(empty)_empty_recovery_syntheticz~You just executed tool calls but returned an empty response. Please process the tool results above and continue with the task.)rrrreasoning_contentuMThinking-only response (no visible content) — prefilling to continue (%d/2)u7↻ Thinking-only response — prefilling to continue (z/2)uBEmpty response (no content or reasoning) — retry %d/3 (model=%s)u/⚠️ Empty response from model — retrying (uOEmpty response after %d retries — attempting fallback (model=%s, provider=%s)uL⚠️ Model returning empty responses — switching to fallback provider...u↻ Switched to fallback: z.xsP$$$%a..$4555==F3J3J.)3J3J3JrazError executing tool: zerror_near_max_iterations(z0I apologize, but I encountered repeated errors: ) finalize_turn) rrrrrrrr>rr_should_review_memory_turn_exit_reason)rB)r(hermes_cli.moa_configrr/rrr"rrr*r+rerrrrrrr>current_turn_user_idxrplugin_user_contextext_prefetch_cache_auth_pool_refresh_countsr@_run_codex_app_server_turnmax_iterationsiteration_budget remaining_budget_grace_call_checkpoint_mgrnew_turn_interrupt_requested quiet_mode 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