"+Pj dZddlmZddlZddlZddlZddlmZejjddZ ejjdejjdd Z d Z d d Zddd Zy)u?Passive memory extractor — the background 'remember' brain. Runs on EVERY user utterance in a background thread, independent of which conversational brain answered. It decides if what Ahmed said contains a durable fact/event/preference worth keeping, and if so saves it to the shared Railway brain. So saving ALWAYS works — even when the tool-less local model handled the turn, even for casual mentions Ahmed never explicitly asked to save. Uses the local model (Ollama) for the extraction — fast, free, off the conversation's critical path. MEM_AUTOSAVE=0 disables. ) annotationsN)memory_control OLLAMA_URLzhttp://127.0.0.1:11434MEM_EXTRACT_MODEL LOCAL_MODELzqwen3:4b-instructu4You pull durable long-term memories out of what Ahmed tells his assistant, so they're remembered for weeks. From his message, output ANY fact worth keeping — an event/meeting (with its time and people), a decision, a plan, a person, a number, a preference, a commitment — as ONE concise third-person sentence beginning with "Ahmed". Keep the specifics (names, times, places, numbers). If the message is small talk, a command, a question, or has nothing durable, output exactly: NONE Output ONLY the one sentence, or NONE. Nothing else. Ahmed said: "{text}"ctjtddtj |dgddidj }t jjtd|d d i }t jj|d 5}tj|j}dddjdxsijdxsdjS#1swY?xYw)NFuser)text)rolecontent temperaturer)modelstreammessagesoptionsz /api/chatz Content-Typezapplication/json)dataheaders)timeoutmessager )jsondumpsMODEL_PROMPTformatencodeurllibrequestRequestOLLAMAurlopenloadsreadgetstrip)r bodyreqros B/Users/ahmed/devFolder/Ultron/claude-voice/voice/memory_extract.py_extractr,(s ::%$T1JKL!1% vx  .. ()4!34 ! 6C   R  0A JJqvvx  1 UU9  # ( ( 3 9r @ @ BB 1 0s $C55C>cP|xsdj}tjjdddk(ryt j rt |dkry t|}|jjd j}|r#d |jddvst |dkryt j|| td |ddd |r d|dzydzy#t$r%}tdt|ddd Yd}~yd}~wwxYw)u'Blocking — call in a background thread. Extracts and saves a durable fact from `text` if there is one; otherwise does nothing. `tone` is the vocal delivery this was said with (e.g. 'slow, flat'); it's attached to the saved memory so the nightly reflection can weigh HOW he said it.r MEM_AUTOSAVE10Nz [memory-extract] skipped (P)"NONE)tonez [memory: auto-saved "Fz (said z)]]) r&osenvironr%renabledlenr, Exceptionprintstrupper fire_save)r r6factes r+save_if_durablerD6s JB   D zz~~nc*c1  ! ! #s4y1}~ ::<  c " ( ( *D 6TZZ\"1--TQT- $T#2YKr 2!%WTF"  01+. 01  ,SVCR[M;<s C77 D%D  D%)r r?returnr?)N)r r?r6z str | NonerENone)__doc__ __future__rrr9urllib.requestrvoicerr:r%r!rrr,rDr+rMsk #   &> ? *zz~~m5HI K  C1rL