hl!j18SSKJr SSKrSSKrSSKrSSKrSSKrSSKrSSKrSSK J r SSK J r SSK Jr Sr\R R#SS5r\R R#S S 5r\R R#S S 5r\R R#S 5r\"\R R#SS55r\"\R R#SS55r\"\R R#SS55r1SkrSVs/sHn\R9U\R:5PM! snrS%SjrS&Sjr S'Sjr!S(Sjr"S)Sjr#S*Sjr$S+Sjr%S,Sjr&S-Sjr'S.Sjr(S/S jr)S0S!jr*S1S"jr+S2S#jr,\-S$:Xa \."\,"55egs snf)3) annotationsN)Path)Any)requestH AGENTS_DB_APIzhttp://100.116.176.16:8091PI_SESSION_MEMORY_MODELz gpt-5.4-miniPI_SESSION_MEMORY_THINKINGoffPI_SESSION_MEMORY_PI_BIN PI_SESSION_MEMORY_MAX_CANDIDATES6-PI_SESSION_MEMORY_ACTIVE_IMPORTANCE_THRESHOLDz0.92-PI_SESSION_MEMORY_ACTIVE_CONFIDENCE_THRESHOLDz0.9>profileprojectartifactdecisionsemantic procedural)z!you are running one deterministiczphase-machine passzsubagent intake task_z^task id:\s*task_z^payload:\s*\{z"route"\s*:\s*\{zyou are iteration zcontinue the bounded ralph-loopc[[R"S5[[R "5S- S- S- 5SS/nUH.nU(dM [ U5R 5(dM,Us $ [S5e)Npiz .npm-globalbinz/usr/local/bin/piz /usr/bin/pi)PI_BINshutilwhichstrrhomeexistsFileNotFoundError) candidates candidates 8/home/sebas/pi-config/scripts/session-memory-analyzer.pyresolve_pi_binr$(ss T DIIK- '% /$ 67 J    ? ! ! # #   D !!cH[R"URSS95$)Nutf-8encoding)jsonloads read_text)job_files r#load_jobr.8s ::h(('(: ;;r%cRUR[R"USSS9S-SS9 g)NF)indent ensure_ascii r'r() write_textr*dumps)r-payloads r#save_jobr7<s(  715IDP[bcr%c r[5SSSS[S[SSU/ n[R"USSS 9nUR S :wa[[ URR5=(d1 URR5=(d S UR S 35eURR5$) Nz-pz --providerz openai-codexz--modelz --thinkingz --no-toolsz --no-sessionT)capture_outputtextrz pi failed ()) r$PI_MODEL PI_THINKING subprocessrun returncode RuntimeErrorstderrstripstdout)promptcmdprocs r#call_pirH@s  C >>#d >D !4;;,,.i$++2C2C2Ei;W[WfWfVgghIijj ;;   r%c [U5nURS5=(d SR5nURS5=(d SR5nURS5=(d U=(d SR5nU(aU(d/SU3S.$UR5SR5n[ U5[ :aUS[ S- R 5S -nURS 5=(d Sn[U5R=(d S nS S URS5=(d SUSU3SUSU3SURS5=(d? [[URS5=(d S55R=(d S3URS5SSSSU3S. /SU3S.$)Nlast_user_textlast_assistant_textfirst_user_textzfallback-no-summary:)memoriesreasonru…cwdsessionepisodesession_summaryscoperz: z User asked: z Result: zsession: session_id session_fileunknowng ףp= ?gffffff?gQ?z?Deterministic fallback because model analysis was unavailable: ) typesubtyperUtitlecontent source_ref evidence_ref confidence freshness importancerOzfallback-analysis:) session_metagetrC splitlineslenFALLBACK_TITLE_MAXrstriprnamerstem) joberrormeta last_userlast_assistant first_user title_baserQcwd_names r#fallback_analysisrrTs  D*+1r88:Ihh45;BBDN((,-@@bGGIJ ^,@*HII&&(+113J :++ 8"4q"89@@BUJ ((5/ RCCy~~*H",'*7i$:R |4)*Z?OP (,)?)~4DHHUcLdLjhjHkClCqCq)~u~(A $ 8"!"[\a[bc  'ug.! r%cL[R"[S3S[R"U5R 5SS0S9n[R "USS9n[R"UR5RS55sSSS5 $!,(df  g=f) Nz /api/ingestPOSTz Content-Typezapplication/json)methoddataheaders)timeoutr') rRequestrr*r5encodeurlopenr+readdecode)memoryreqresps r#ingestrtsv // /% ZZ  & & (!34  C b )Tzz$))+,,W56 * ) )s 3B B#c>UR5nURS5(a.URS5nSU;aURSS5SOUnURS5nUR S5nUS:a X2:aXUS-n[ R "U5$) Nz````r3rP{}r)rC startswithsplitfindrfindr*r+)r:rawstartends r# extract_jsonrs **,C ~~eiin(, ciia $ HHSME ))C.C zck#'" ::c?r%cVURS5n[U[5(aU$U$)Nr6)rc isinstancedict)rjr6s r#rbrbs'ggi G'4   Jr%cJ[U5nS[SURS5SURS5SURS5SURS 5S URS 5S URS 5SURS5S[URS5=(d S5SSS[URS5=(d S5SSSURS5S[R "URS5=(d /SS9SSS3$)NzYou are extracting reusable memory candidates from a Pi session. Goal: - Prefer broad candidate capture over premature rejection. - Return 0 to a memories from this session. - Include strong durable memories and weaker candidate memories that may be worth later consolidation. Rules: - Session metadata alone is not enough. - Do NOT save operational notes about this session-memory system, dispatch flow, or local implementation work unless they affect broader workflows beyond this repo. - Favor stable user preferences, enduring project facts, reusable external artifacts, decisions, procedures, blockers, and compact episode summaries with future reuse value. - It is OK to include lower-confidence candidates if they could become useful after consolidation. - Avoid trivial chatter, one-off execution noise, and duplicates of the same point unless they capture materially different memories. - Prefer at most one memory per distinct insight. - Output JSON only. No markdown. No extra text. Return this schema: { "memories": [ { "type": "profile" | "decision" | "project" | "artifact" | "episode" | "procedural" | "semantic", "subtype": string | null, "scope": "global" | "project", "title": string, "content": string, "source_ref": string, "evidence_ref": string | null, "confidence": number, "freshness": number, "importance": number, "reason": string } ], "reason": string } Scoring guidance: - confidence: 0 to 1, how well supported the memory is. - freshness: 0 to 1, how current it is. - importance: 0 to 1, how much future value it has. - evidence_ref: cite the strongest source in the session or branch excerpt when possible. - Use lower confidence/importance for tentative candidates rather than omitting them. Session metadata: - session_id: rVz - session_file: rWz - cwd: rQz - scope: rUz - reason: rOz - user_messages: user_messagesz - assistant_messages: assistant_messagesz - last_user_text: rJrKiz - last_assistant_text: rLz - trigger: triggerz Branch excerpt JSON: branchFr2i0ur3)rbMAX_CANDIDATESrcrr*r5)rjrls r# build_promptrsH  D(Pxx %&'.)*+  ((7   88H  ((?+,-xx 4567txx 017R8$?@ADHH%:;ArB5DIJK HHY  !DHHX  $"59&5ABCq9 9r%cURS5n[U[5(a*UVs/sHn[U[5(dMUPM sn$[ URS55(aU/$/$s snf)NrNsave)rcrlistrbool)analysisrNitems r#normalize_memoriesrsb||J'H(D!!!)DZd-CDD HLL !!z IEs A5A5cBU[;aU[:a U[:agg)Nactiveinbox) DURABLE_TYPESACTIVE_CONFIDENCE_THRESHOLDACTIVE_IMPORTANCE_THRESHOLD) memory_typer_ras r# choose_statusrs!m# 6Q(QV`dV r%c^[URS5=(d S5n[URS5=(d S5nUSU3R5mT(dgTR5n[ U4Sj[ 55(agUR S5S:agUR S 5S :aUR S 5S :agUR5Vs/sH)oDR5(dMUR5PM+ nnU(a%[S U55nU[U5- S :aggs snf)Nr[rKr\r3Tc3D># UHoRT5v M g7f)N)search).0patternblobs r# "is_noise_memory..s >~G>>$  ~s task_r0zpayload:rProutec3`# UH$oRS5(dSU;dM Sv M& g7f))zPayload:rr"rrPN)r)rlines r#rrs(iED__=X-Y-Y]`dh]haaEs. .g?F) rrcrCloweranyNOISE_PATTERNScountrdsumre)r"r[r\loweredrlinesjsonishrs @r#is_noise_memoryrs  g&," -E)-- *0b1GWBwi & & (D jjlG >~ >>>}}W"}}Z A%'--*@A*E&-&8&8&: K&:djjl\TZZ\&:E K iEii SZ 4 '  Ls 'EEcURS5=(d Sn[URS5=(d S5n[URS5=(d S5n[XVU5nUURS5URS5=(d URS5=(d S US URS 5=(d S U3URS 5=(d SU[URS5=(d S5UURS5=(d5 SURS5=(d URS5=(d S3URS5S[U5URS5URS5URS5URS5URS5URS5UURS5URS5US:HUS. S.$) NrYrSr_g333333?rag?rZrUglobalmanualr[zSession insight r\rKr`g?r]z pi-session:rWrVrXr^zpi-session-memory-analyzerrQrOrrrr) r-rVrWrQrOrranalysis_reasoncandidate_reasonrpromotion_candidatesession_candidate_index)rYrZrUstatus source_kindr[r\r_r`rar]r^ origin_agentmetadata)rcfloatrr) r"rlr-rindexrr_rars r#build_memory_payloadrs--'49Ky}}\29c:Jy}}\29c:J ;J ?F==+w'H488G+<Hw'E-=eW+E==+1r 9==5<= mmL1E{488NC[DC_c_g_ght_uDCzCCD6E! n54H ((<0 HH^488E?hhx(!XXo6"&((+?"@. ) h 7xx *#)W#4',   r%c [R"5nURSSS9 UR5n[ UR 5n[ U5n[U5nSUS'SSSS/SS.US'[X#5 Sn[[U55n[U5n[!U5S["n /n [%U S S 9Hup['U 5(aM[)XX'R+S 5U 5n U SR-5(aU SR-5(dMeU R/[1U 55 M XcSS'XsSS'SUSS'SUS'Ub[3U5USS'[5U 5USS'[5U 5USS'[7U 5USS'U Vs/sH+oR+S5(dMUR+S5PM- snUSS'USS(a USSSOSUSS'[X#5 [9[R"USS S 95 g![a-nUn[X85n[R"US S 9nSnAGNSnAff=fs snf![aanSUS'SUSS'[3U5USS'[X#5 [9[R"USS S 9[:R<S9 SnAg SnAff=f)Nz --job-fileT)requiredrunningrr)rrsaved memory_id memory_ids saved_countrFrrP)rrOr\r[rresult completedfallback_errorrrridrrfailedrk)file)argparseArgumentParser add_argument parse_argsrr-r.rbr7rHrr Exceptionrrr*r5rr enumeraterrrcrCappendrrrreprintsysrB)parserargsr-rjrlrrrexcr! saved_itemsrr"rrs r#mainrs  $ $ &F  t4    DDMM"H 8 C  DCM C O X) ;,s+,C#C(H (1/>B ,. )*A > Ey))))8\\RZE[]bcF)$**,,F7O4I4I4K4K   vf~ . !?"%J$,J!$/J!#H  %03N0CC O, -"&{"3J#' #4J ),[)9J &DO(bKDS[S[\`Sa$K(bJ %KNz?[gKhs:|'DQ'GnrJ $ djjZu=>; ; N(2H**XE:C ;0)c  H $,J!#&s8J  djjZu=CJJO sW>I.H/ DI.'I)I)AI./ I&9"I!I.!I&&I.. K8AKK__main__)returnr)r-rrdict[str, Any])r-rr6rrNone)rErrr)rjrrkrrr)rrrr)r:rrr)rjrrr)rjrrr)rrrzlist[dict[str, Any]])rrr_rrarrr)r"rrr) r"rrlrr-rrz str | Nonerintrr)rr)/ __future__rrr*osrerr>rpathlibrtypingrurllibrrfenvironrcrr<r=rrrrrrrcompile IGNORECASErr$r.r7rHrrrrrbrrrrrr__name__ SystemExit)rs0r#rst"   0LM ::>>3^ Djjnn95A 2 3RZZ^^$FLM#BJJNN3bdj$kl#BJJNN3bdi$jkX    JJw &   " <d(@7 ;| *!H<~ z TV } s&F