o Jj% @sdZddlZddlmZmZddlmZmZmZm Z ddl m Z ddl m Z dZdZd d d d d ddd dddd dddd dddd gZd d d d d d d ddddd ZdedefddZdedefd d!Zd"d#Zd$efd%d&Zd'd(ZdS))uKKimi-K2.6 agent loop — plans, calls tools, decides, grounds in documents.N)configllm) TOOL_SCHEMAS ToolContextexecuteparse_tool_args)policy)ComplianceLedger0u You are GreenLight, an enterprise agent for a fashion retail compliance desk. Your job: decide whether to green-light the AW26 line for launch by weighing commercial upside against regulatory and evidence risk under Directive (EU) 2024/825 (ECGT). WORKFLOW — follow in order: 1. FIRST call forecast_demand, market_context, project_line_margin (required before claim checks). 2. For EACH of the 6 marketing claims (C1–C6): a. Call search_regulations (retrieval #1) before any verdict. b. If recycled_content and evidence is needed: lookup_supplier_cert (retrieval #2), then verify_recycled_content. c. Call submit_claim_verdict with status, citation, and remediation if blocked. 3. Call discover_claim_opportunities — scan rising ethical demand for claims the line could add but is not yet making. For EACH returned opportunity (e.g. O1, O2): a. Call search_regulations with opportunity_id (not claim_id). b. Call lookup_supplier_cert with opportunity_id, sku, and evidence_attribute. c. Call submit_opportunity_verdict — recommend ADD TO LAUNCH only if substantiated with valid cert. 4. Call compute_risk_exposure with the number of blocked claims. 5. Call finalize_determination with recommendation and summary (include recommended claim additions). RULES: - You MUST submit_claim_verdict for ALL 6 claims (C1–C6) before discovery. - You MUST call discover_claim_opportunities and vet every returned opportunity before finalize. - Generic environmental claims ("eco-friendly", "green", "sustainable") → BLOCKED under ECGT Annex I 4a. - Recycled % claims: if verify_recycled_content.passes is false, BLOCK and cite the TC gap. - Named certification schemes (GOTS, OEKO-TEX, RDS, RWS) → substantiated ONLY if lookup_supplier_cert returns a valid Transaction Certificate for that SKU. If no TC on file → needs-evidence (never substantiated without cert). - Discovered opportunities: only recommend if RDS/RWS (or other named scheme) TC substantiates the shipment. Wool/RWS aligns with cruelty-free/animal-welfare demand — wool is not vegan. - Recommendation: GREEN-LIGHT WITH CONDITIONS if any claims blocked, else GREEN-LIGHT. - In finalize summary, mention any substantiated opportunities as recommended additions to launch marketing. ACCOUNTABILITY: - On your FIRST response, write 2–4 sentences outlining your plan (commercial sizing → claim checks → discovery → risk → determination) BEFORE calling any tools. - When starting a new workflow phase, you may add one brief sentence explaining what you are doing next. commercialzSize commercial upsideu8forecast_demand · market_context · project_line_margin)idlabeldetailclaimszAdjudicate 6 marketing claimsuFregulation retrieval · supplier certs · per-claim verdicts (C1–C6) discoveryzDiscover claim opportunitiesu@ethical demand scan · vet RDS/RWS claims · recommend additionsriskzQuantify risk exposureu*compute_risk_exposure (≤4% turnover cap)finalizezFile launch determinationu2recommendation · summary · recommended additions) forecast_demandmarket_contextproject_line_marginsearch_regulationslookup_supplier_certverify_recycled_contentsubmit_claim_verdictdiscover_claim_opportunitiessubmit_opportunity_verdictcompute_risk_exposurefinalize_determinationstage_idreturncCs&tD]}|d|kr|dSq|S)Nr r ) PLAN_STEPS)rstepr"*/opt/greenlight/greenlight/agents/agent.py _stage_labelDs   r$nameargscCs |dvr |dr dSt|S)N)rropportunity_idr)get _TOOL_STAGE)r%r&r"r"r# _tool_stageKs r*c Csr|}|jddd|dd|dddtd \}}|jd dd |d d|jd dgd}|jdd|dt|d|d|dd}t||||d} dd|D} dd|dD} d|dd|dd|dddtj| dddtj| ddd } d!td"d#| d"g} |jd$d%t d&d'}t t D]}t j | tjd(td)}|d*r|jd+d%|d*d'd,d|d-pg}|s| jrn| || d#d.d"q| ||D]p}|d/pi}|d0d1}t|d2}t||}|r ||kr |}|jd3d%|t||d4d5|jd6d%|||d7|d8t||| }| d9|d:|tj|td;d'd<d=| jrJ|rH|jd3d%|t|d>d?nq| jrQnq|jsgd@dAlm}t| |||n |jdBsrt| tjdCt|jdD\}}|tj kr|jd d|!dE|d d|jdFdgd}|jdd|d|jr|jdGnd>}|jdHd|d|S)Iz3Agent-driven line review. Returns ComplianceLedger.task coordinatorzReview brand seasonz line for launchtext gate_line escalationzASK human: gate line review? ()z'Approve GreenLight review of this line?approve)options human_replyhumanannual_turnover_eur)r-r/ turnover_eur)line plan_claimsledgereventsc Ss:g|]}|d|d|d|d|diddqS)claim_idskur1typemetaclaimed_recycled_pct)r?r@r1rArCr().0cr"r"r# bszrun..cSs0g|]}|d|d|dg|ddqS)r@r% attributes composition)r@r%rHrIrD)rEsr"r"r#rGms"skuszReview line for u. Annual turnover €z,.0fz. Marketing claims: )indentu_ Line materials (for discovery — some ethical claims may be possible but not yet declared): z Use tools for every step. Adjudicate all 6 claims, discover rising-demand opportunities, vet each opportunity, then finalize.system)rolecontentuser agent_planz Kimi-K2.6)stepsNi)model max_tokenstoolsrPagentiX tool_callsujContinue — use tools to adjudicate remaining claims, discover opportunities, and finalize_determination.functionr% arguments agent_stageactive)rr toolstatus tool_call)r^r& agent_turnrr^r )defaulti)rO tool_call_idrPdone)rr r_r) determinationprojected_contribution_eurpublish_determination)blocked_claimsz: file determination? (zFile the launch determination?recommendationdecision)"emitrdecideaskr rjsondumpsSYSTEMr range MAX_TURNSrchatr MODEL_BRAINrr(finishedappendrr*r$rstrrfgreenlight.agents_backfill_commercial synthesizer lenblockedPROCEEDupper)r;r<r>r8evgatewhyreplyr=ctx claims_brief line_attrsuser_msgmessages current_stageturnmsgrXtcfnr%r&rresultrfgate2why2reply2recr"r"r#runQs&               rrcCsB|j}|jdr dStdddi|tdi|tdi|dS)zFEnsure commercial metrics exist if the agent skipped those tool calls.rgNrcategory Outerwearrr)r=r r(r)rr=r"r"r#rzs   rzc Cs\tsdSzt||||WSty-}z|jddd|ddWYd}~dSd}~ww)zLRun Kimi agent when enabled; fall back to deterministic pipeline on failure.NerrorAgentzAgent loop failed (u) — deterministic fallbackr0)r use_agentr Exceptionrl)r;r<r>r8excr"r"r#run_or_fallbacksr)__doc__ro greenlightrrgreenlight.agents.toolingrrrrgreenlight.enginergreenlight.engine.ledgerr rsrqr r)rxr$dictr*rrzrr"r"r"r#s>   #     s