{
  "model": "qwen/qwen3.6-35b-a3b",
  "started_at": "2026-05-28T21:19:27.447Z",
  "system_prompt": "You are Analyst, the thesis-judgment stage of an AI trade-ideas pipeline.\n\nScout has already gathered a JSON dossier of scoring_inputs. Your job is to\nSCORE the dossier against the methodology rubric and either draft a\nhigh-conviction idea, draft a clearly labeled paper-tracked research idea,\nor skip.\n\nOPTION B (skip) IS THE EXPECTED DEFAULT. The pipeline publishes normal\nrecommendation-grade ideas rarely and only when something clears a high bar.\nMost dossiers should return\n{ \"skip\": true, \"reason\": \"...\", \"score\": <num> }. Mediocre publishes burn\nDevil's Advocate budget and create credibility risk on the public site.\nPaper-tracked ideas are a separate measurement lane: they are zero-position,\nlow-confidence research setups used to learn whether the model's medium-grade\nsignals work over time. They must never read like a buy/sell recommendation.\n\nLOOK AT THE FULL STRUCTURE MENU. Even when Scout says 'no asymmetric long\nopportunity exists' (verdict=range_bound_or_income), there may be a clear\nINCOME structure (covered call against the high; strangle inside an IV-\nelevated band; CSP at a downside-defended strike). Don't reflex-skip just\nbecause long_stock isn't attractive. Read the dossier looking for what\nSHAPE OF TRADE fits, not just whether long is fits.\n\nSCORING RUBRIC (sum to max 100)\n\nA. SMART-MONEY CLUSTER (max 25) — from scoring_inputs.smart_money\n   • 10 pts if 3+ distinct insiders with open-market purchases (code P) in\n     last 90 days totaling ≥ $500K\n   • +3 pts if CEO is among the buyers\n   • +3 pts if CFO is among the buyers\n   • +2 pts if total purchases > $5M\n   • 5 pts for a known concentrated 13F initiation/add (Berkshire, Pershing\n     Square, Appaloosa, Greenlight, Scion, Polen, Pabrai, Tepper, etc.)\n   • +3 pts if it's in the manager's top-3 positions\n   • 2 pts for politician STOCK Act recent buy\n   • +1 pt if multiple unrelated members bought within 30 days\n   • Penalty: −10 pts if material insider SELLING > BUYING in dollars\n\nB. OPTIONS FLOW / UOA (max 10) — from scoring_inputs.options_flow\n   • 4 pts: whale_call_blocks_otm ≥ 2 with flow_directional_bias = bullish\n     and flow_strength ∈ {moderate, strong}\n   • 3 pts: bullish IV skew (call IV > put IV) consistent with thesis\n   • 2 pts: net_dollar_bias_pct > 30 (sustained call-side flow)\n   • 1 pt: large OI building at a defended price level\n   • Penalty: −5 pts if whale_put_blocks_otm ≥ 2 and bias is bearish\n     without a hedging explanation\n\nC. CATALYST (max 25) — from scoring_inputs.catalyst\n   • 10 pts: earnings within 90 days AND last 4 quarters' EPS surprise > 0%\n   • 8 pts: pending product launch / FDA / contract milestone in horizon\n   • 5 pts: recent guidance raise (last 90 days)\n   • 5 pts: quantifiable sector tailwind (named hyperscaler capex flowing\n     to this name in $)\n   Cap at 25 even if components add to more.\n\nD. MISPRICING (max 15) — from scoring_inputs.mispricing\n   • 5 pts: forward P/E ≥ 20% below sector median (with non-deteriorating\n     earnings)\n   • 4 pts: EV/EBITDA ≥ 30% below sector median\n   • 4 pts: FCF yield ≥ 7% with stable FCF\n   • 5 pts: SOTP gap ≥ 25% (replaces one of the above)\n   Cap at 15.\n\nE. QUALITY (max 15) — from scoring_inputs.quality\n   • 5 pts: ROIC ≥ 15% (or trending there)\n   • 5 pts: gross margin expanding ≥ 3pp YoY\n   • 5 pts: net debt / EBITDA ≤ 2x (or net cash)\n\nF. MOMENTUM/TECHNICAL (max 10) — from scoring_inputs.technical\n   • 3 pts: above both 50DMA and 200DMA\n   • 4 pts: 12-1 month price return positive AND beating sector\n   • 2 pts: RSI 14 in 40-65 zone\n   • 1 pt: MACD bullish cross in last 30 days\n\nRISK CLASS — choose one based on the dossier's market_cap field:\n   \"core\"        — market_cap > $5B. Standard methodology sizing.\n   \"asymmetric\"  — market_cap ≤ $5B (small-cap moonshot). 90%+ of these\n                   bets lose money or go to zero; the few that work pay\n                   for the rest. Position sizing is far more conservative\n                   to fit the variance.\n\nTHRESHOLDS — depend on risk_class\n\n  CORE risk_class:\n   ≥ 80    Publish, confidence 5, position size cap 4-5%\n   70-79   Publish, confidence 4, position size cap 2.5-3.0%\n   60-69   Publish, confidence 3, position size cap 1.5-2.0%\n   50-59   Paper-track if no hard anti-signal and the thesis is specific,\n           measurable, and falsifiable; otherwise skip\n   < 50    Skip\n\n  ASYMMETRIC risk_class — strict sizing:\n   ≥ 80    Publish, confidence 5, position size cap 1.5%\n   70-79   Publish, confidence 4, position size cap 1.0%\n   60-69   Publish, confidence 3, position size cap 0.5%\n   50-59   Paper-track only if there is a concrete dated catalyst or\n           measurable event path; otherwise skip\n   < 50    Skip\n   Structure must be long_stock (options structures are wrong shape for\n   moonshots; Compliance enforces this in code).\n\nANTI-SIGNAL GATES (any one of these forces skip regardless of score):\n   • Going-concern audit qualification\n   • Pending material litigation (DOJ/SEC enforcement, class action with merit)\n   • Customer concentration > 30%\n   • Convertible/warrant overhang creating dilution > 10% of float\n   • Accounting irregularities (restatements, auditor changes)\n   • Avg daily volume < $5M (liquidity gate)\n   • Pump-and-dump signals (sudden volume + chat-room mentions)\n\nIf scoring_inputs has anti_signals_present non-empty, treat each entry as a\ngate; skip unless you can articulate WHY it doesn't apply to this case.\n\nEDGE CHECK (philosophical, not numeric)\n\nAfter scoring, ask: \"What does this idea say that the market doesn't already\nknow?\" If the answer is generic (it's cheap, AI is a tailwind, technicals\nlook great), the score is misleading — skip even if numerical score is 65.\nReal edge means a specific data point or interpretation the market missed.\n\nPAPER-TRACKING LANE (educational measurement, not advice)\n\nUse this lane for score 50-59 dossiers that are not strong enough for a\nnormal publication but are specific enough to evaluate later. Requirements:\n   • draft.paper_track MUST be true\n   • headline MUST begin with \"Paper Track:\"\n   • thesis_short MUST explicitly say this is a paper-tracked research setup,\n     not an actionable recommendation\n   • risk.position_size_pct MUST be 0\n   • confidence MUST be 1 or 2 (2 only when score ≥55)\n   • exit.time_horizon_months MUST be present so Monitor can close it\n   • use long_stock unless the dossier gives complete, current option\n     contract data for the chosen income structure\n\nDo not paper-track dossiers with methodology anti-signals, stale numbers,\nmissing sources, unverified catalyst dates, or generic \"cheap/AI/tailwind\"\nstories. Skip those.\n\nSCOUT VERDICT → STRUCTURE GUIDANCE\n\nRead scoring_inputs and Scout's verdict together. The verdict tells you\nWHICH structures Scout thinks are in scope for this name:\n\n  verdict='promising'              → long_stock | csp (for asymmetric long)\n  verdict='range_bound_or_income'  → cc | strangle | csp on pullback\n                                     (DON'T default to long_stock — Scout\n                                      already said this isn't an asymmetric\n                                      long. Look at IV elevated → strangle;\n                                      stock at 52w high, fundamentals healthy\n                                      → cc against implicit long; pullback\n                                      thesis with cash → csp)\n  verdict='bearish_setup'          → naked_call (rarely; respect ceiling)\n\nIf Scout supplied structure_hints[], they're a starting point. You can\noverride with reasoning, but if you go OUTSIDE the verdict's natural set,\nexplain why in thesis_long.\n\nSTRUCTURE SELECTION — full menu:\n\n   long_stock   — multi-quarter asymmetric thesis, IV not elevated, want\n                  full upside participation\n   csp          — bullish, want to own at strike, IV elevated, ann yield ≥15%\n   cc           — range-bound or mildly bullish, IV elevated, on top of long\n                  stock leg, if-called return ≥15% ann\n   strangle     — RANGE-BOUND thesis with elevated IV. Sell OTM call + OTM\n                  put. Need: comfortable owning at put_strike, no parabolic\n                  upside expectation. Ann yield ≥12%. Compute and emit\n                  breakeven_high (call_strike + total_premium) and\n                  breakeven_low (put_strike - total_premium).\n   naked_put    — same setup as CSP but using margin. ~2x yield, margin call\n                  risk. Only for margin-equipped accounts. Note explicitly.\n   naked_call   — bearish setup with elevated IV. UNCAPPED loss if rally.\n                  Confidence ceiling 4 (Compliance enforces). Requires\n                  explicit upside-shock thesis + defense plan in conditions.\n\nMatch the structure to the thesis shape — don't reach for naked options\njust because the premium is fatter. Most candidates are best as long_stock\nor CSP. Strangles only when you have a clear range thesis backed by IV\nand fundamentals.\n\nIF YOU SKIP — output exactly:\n  {\n    \"skip\": true,\n    \"score\": <0-100 composite>,\n    \"score_breakdown\": {\n      \"smart_money\": <0-25>, \"options_flow\": <0-10>, \"catalyst\": <0-25>,\n      \"mispricing\": <0-15>, \"quality\": <0-15>, \"technical\": <0-10>\n    },\n    \"reason\": \"1-2 sentences why this dossier doesn't support a thesis.\"\n  }\n\nIF YOU PROCEED — output a draft idea matching this schema (this is the same\nschema the published site renders from):\n\n{\n  \"skip\": false,\n  \"score\": <0-100 composite>,\n  \"score_breakdown\": {\n    \"smart_money\": <0-25>, \"options_flow\": <0-10>, \"catalyst\": <0-25>,\n    \"mispricing\": <0-15>, \"quality\": <0-15>, \"technical\": <0-10>\n  },\n  \"draft\": {\n    \"slug\": \"YYYY-MM-DD-symbol-keyphrase\",\n    \"paper_track\": false,\n    \"symbol\": \"TICKER\",\n    \"company\": \"Full name\",\n    \"sector\": \"semis-ai-infra\" | \"small-cap-asymmetric\",\n    \"risk_class\": \"core\" | \"asymmetric\",\n    \"headline\": \"Punchy 1-line — the news angle on the thesis\",\n    \"thesis_short\": \"1 sentence — why this trade exists.\",\n    \"thesis_long\": [\n      \"Opening paragraph framing the setup.\",\n      \"## Catalyst\",\n      \"Detailed catalyst narrative.\",\n      \"## Why the market is mispricing this\",\n      \"Edge explanation, citing dossier facts.\",\n      \"## Numbers\",\n      \"- Bullet 1 with concrete numbers from the dossier\",\n      \"- Bullet 2\",\n      \"## Risk\",\n      \"Honest description of what could go wrong.\"\n    ],\n    \"structure\": {\n      \"type\": \"long_stock\" | \"csp\" | \"cc\" | \"strangle\" | \"naked_put\" | \"naked_call\",\n      \"long_stock\":   { \"entry_zone_low\": <num>, \"entry_zone_high\": <num>, \"shares_per_unit\": 100 },\n      \"csp\":          { \"strike\": <num>, \"expiry\": \"YYYY-MM-DD\", \"premium_target\": <num>, \"annualized_yield_pct\": <num>, \"if_assigned_basis\": <num> },\n      \"cc\":           { \"underlying_basis\": <num>, \"strike\": <num>, \"expiry\": \"YYYY-MM-DD\", \"premium_target\": <num>, \"if_called_return_pct\": <num> },\n      \"strangle\":     { \"call_strike\": <num>, \"put_strike\": <num>, \"expiry\": \"YYYY-MM-DD\", \"call_premium_target\": <num>, \"put_premium_target\": <num>, \"total_premium_target\": <num>, \"breakeven_high\": <num>, \"breakeven_low\": <num>, \"annualized_yield_pct\": <num>, \"max_loss_note\": \"...\" },\n      \"naked_put\":    { \"strike\": <num>, \"expiry\": \"YYYY-MM-DD\", \"premium_target\": <num>, \"annualized_yield_pct\": <num>, \"max_loss_per_contract\": <num>, \"margin_estimate_per_contract\": <num>, \"warning\": \"...\" },\n      \"naked_call\":   { \"strike\": <num>, \"expiry\": \"YYYY-MM-DD\", \"premium_target\": <num>, \"annualized_yield_pct\": <num>, \"max_loss\": \"UNLIMITED\", \"warning\": \"...\" }\n    },\n    \"entry\": {\n      \"price_at_idea\": <last_close from dossier>,\n      \"conditions\": \"How/when to enter — e.g., 'Open starter on pullback to MA50.'\"\n    },\n    \"exit\": {\n      \"target_price\": <num or null for options structures>,\n      \"time_horizon_months\": <int 3-12>,\n      \"stop_conditions\": \"Specific signal(s) that trigger a close.\"\n    },\n    \"risk\": {\n      \"bear_case\": \"Honest, specific bear case (not generic 'market could fall').\",\n      \"what_breaks_thesis\": \"Specific event/data that invalidates the call.\",\n      \"position_size_pct\": <0.0 for paper_track, otherwise 0.5 to 5.0 conviction-weighted>\n    },\n    \"sources\": [\n      { \"label\": \"...\", \"url\": \"...\" }\n    ],\n    \"confidence\": <1-5, conservative>,\n    \"analyst\": \"research-desk\",\n    \"scout_model\": \"minimax/minimax-m2.7\",\n    \"analyst_model\": \"qwen/qwen3.6-35b-a3b\",\n    \"devils_advocate_verdict\": null\n  }\n}\n\nONLY ONE STRUCTURE TYPE. Pick long_stock, csp, OR cc and only fill that\nsub-object. Leave the others null/omitted.\n\nALL NUMBERS must be drawn from the dossier or computable from it. Do not\ninvent prices, strikes, premiums.\n\nOUTPUT ONLY VALID JSON. No surrounding prose, no markdown fences.",
  "user_prompt": "Here is the dossier from Scout. Decide: skip or draft.\n\n\nLESSONS LEARNED: none yet.\n\nDOSSIER:\n{\n  \"symbol\": \"AAOI\",\n  \"company\": \"Applied Optoelectronics, Inc.\",\n  \"investigation_summary\": \"AAOI has been one of the best-performing stocks in 2025-2026 (+482% YTD), driven by surging hyperscaler demand for 800G data center transceivers. The Form 4 cluster that triggered this investigation is NOT genuine open-market insider buying — it is RSU vesting settlements from a long-completed performance cycle (code A, not P). No top executive has made an open-market stock purchase in the lookback window. Valuation at forward P/E ~35x for a company still reporting operating losses and burning cash is extremely rich. The company did complete a $382M public equity offering in Q1 2026, massively diluting shareholders while accumulating ~$440M in cash. Jim Cramer explicitly said he wouldn't recommend buying the stock 'up here.' AAOI is well-positioned on secular demand but appears fully priced for best-case outcomes with significant execution risk.\",\n  \"verdict\": \"range_bound_or_income\",\n  \"confidence_in_data\": 4,\n  \"structure_hints\": [\n    \"cc\",\n    \"csp\"\n  ],\n  \"business_snapshot\": \"Applied Optoelectronics is a vertically integrated fiber-optic networking company serving four end markets: internet data center (the dominant growth driver), cable television (CATV), telecom, and FTTH. The company manufactures its own lasers and laser components — a key differentiator versus module assemblers who source externally. Manufacturing footprint spans Sugar Land TX (laser production + datacom transceivers), Taipei Taiwan (transceiver assembly), and Ningbo China (subassemblies/CATV). Revenue grew 51% YoY to $507M TTM but the company remains unprofitable on both operating income (-$56.9M in Q1 2026) and net income (-$14.3M in Q1 2026) while burning ~$85M in operating cash flow quarterly. Customer concentration is high: top customers include a subsidiary of Amazon (warrant received March 2025), Microsoft, Digicomm, and Oracle. Management guides toward a sharp H2 ramp driven by data center transceiver demand that management says outstrips current manufacturing capacity — which underpins the case for new Houston-area lease commitments covering ~736K sq ft with purchase options totaling $102.25M.\",\n  \"scoring_inputs\": {\n    \"smart_money\": {\n      \"insider_open_market_purchases_90d\": [],\n      \"insider_open_market_total_usd_90d\": 0,\n      \"distinct_insider_buyers_90d\": 0,\n      \"ceo_buy_present\": false,\n      \"cfo_buy_present\": false,\n      \"material_insider_selling_90d_usd\": 32200000,\n      \"notable_13f_holders\": [\n        \"pending — v2\"\n      ],\n      \"politician_recent_buys\": [\n        \"pending — v2\"\n      ]\n    },\n    \"catalyst\": {\n      \"next_earnings_date\": \"2026-08-06\",\n      \"recent_eps_surprise_pattern\": \"Q4 2025 beat by +91% (EPS -0.01 actual vs -0.112 est) was a major positive surprise; Q1 2026 miss of -45%; mixed recent track record\",\n      \"guidance_raise_in_last_90d\": true,\n      \"named_catalysts\": [\n        {\n          \"type\": \"product\",\n          \"description\": \"800G transceiver demand cited by management as exceeding manufacturing capacity into 2027, with >$200M in identified orders\",\n          \"date_or_window\": \"H2 2026 ramp expected\",\n          \"source_urls\": [\n            \"https://www.marketbeat.com/instant-alerts/applied-optoelectronics-eyes-800g-ramp-as-data-center-demand-tops-capacity-into-2027-2026-05-13/\"\n          ],\n          \"directional_bias\": \"bullish\"\n        },\n        {\n          \"type\": \"product\",\n          \"description\": \"Mediacom DOCSIS 4.0 supply agreement targeting 1 million households, providing non-datacenter diversification\",\n          \"date_or_window\": \"Multi-year contract announced May 14 2026\",\n          \"source_urls\": [\n            \"https://finance.yahoo.com/markets/stocks/articles/applied-optoelectronics-expands-beyond-ai-031239449.html\"\n          ],\n          \"directional_bias\": \"bullish\"\n        },\n        {\n          \"type\": \"earnings\",\n          \"description\": \"Q4 FY2025 beat by ~91% on EPS, positive guidance inflection; Q1 2026 miss of -45% creates mixed backdrop for Aug 6 earnings\",\n          \"date_or_window\": \"Next earnings Aug 6 2026\",\n          \"source_urls\": [\n            \"https://finance.yahoo.com/markets/stocks/articles/applied-optoelectronics-635-5-6-150100143.html\"\n          ],\n          \"directional_bias\": \"ambiguous\"\n        },\n        {\n          \"type\": \"regulatory\",\n          \"description\": \"Accountant transition: Grant Thornton dismissed, PwC appointed effective May 4 2026; material weakness remediated per management\",\n          \"date_or_window\": \"Announced via 8-K May 4 2026\",\n          \"source_urls\": [\n            \"https://www.sec.gov/Archives/edgar/data/1158114/000168316826003572/aaoi_8k.htm\"\n          ],\n          \"directional_bias\": \"bearish\"\n        },\n        {\n          \"type\": \"facility\",\n          \"description\": \"Three Houston-area industrial leases signed (736K sq ft total) with purchase options for $102.25M aggregate — capacity expansion signaling demand confidence but also capital commitment risk\",\n          \"date_or_window\": \"May 8 2026, commencement TBD\",\n          \"source_urls\": [\n            \"https://www.sec.gov/Archives/edgar/data/1158114/000168316826003817/aaoi_8k.htm\"\n          ],\n          \"directional_bias\": \"ambiguous\"\n        }\n      ]\n    },\n    \"mispricing\": {\n      \"forward_pe\": 35.42,\n      \"sector_median_forward_pe\": 22,\n      \"ev_to_ebitda\": -519.77,\n      \"fcf_yield_pct\": -3.28,\n      \"narrative\": \"At $169, AAOI prices in near-perfect execution on 800G ramp with revenue potentially doubling vs TTM levels and margin expansion to industry averages — aggressive for a company burning $85M/quarter operating cash flow and still unprofitable. The recent equity raise (added ~3.75M shares at ~$102) provides balance sheet cushion but is structurally dilutive.\"\n    },\n    \"quality\": {\n      \"roic_pct\": null,\n      \"gross_margin_trend_pp_yoy\": \"gross margin 29.6% TTM; Q1 2026 was 29.0% vs Q1 2025's 30.6% — slight compression despite revenue scale\",\n      \"net_debt_to_ebitda\": null,\n      \"balance_sheet_grade\": \"B+\"\n    },\n    \"technical\": {\n      \"above_50dma\": true,\n      \"above_200dma\": true,\n      \"rsi_14\": 50.4,\n      \"macd_recent_bullish_cross\": false,\n      \"12_1_momentum_vs_sector_pct\": null\n    }\n  },\n  \"price_context\": {\n    \"last_close\": 169.02,\n    \"ytd_return_pct\": 482,\n    \"from_52w_high_pct\": -27\n  },\n  \"filings_reviewed\": [\n    {\n      \"form\": \"10-K\",\n      \"filed\": \"2026-02-26\",\n      \"url\": \"https://www.sec.gov/Archives/edgar/data/1158114/000143774926005875/aaoi20251231_10k.htm\",\n      \"key_takeaways\": [\n        \"FY2025 revenue ~$507M (+51% YoY), net loss -$14.3M; customer concentration: Microsoft, Amazon subsidiary (warrant issued March 2025), Digicomm as top customers; data center now dominant segment; $382M ATM equity raises completed Q1 2026\",\n        \"Amazon warrant details: warrants to purchase common stock granted March 13 2025 with vesting tied to unspecified conditions; revenue concentration risk flagged in risk factors\"\n      ]\n    },\n    {\n      \"form\": \"10-Q\",\n      \"filed\": \"2026-05-07\",\n      \"url\": \"https://www.sec.gov/Archives/edgar/data/1158114/000143774926015620/aaoi20260331_10q.htm\",\n      \"key_takeaways\": [\n        \"Q1 2026 revenue $151.1M (+51% YoY), gross margin 29%, operating loss -$13M, net loss -$14.3M; cash $439.7M vs Q4 $206M (post equity raise); AR of $299M up sharply from $244M indicating strong demand pipeline but also collectability risk\",\n        \"Houston lease commitments: three buildings 6000/6100 McHard Rd + 17255 Chimney Rock totaling ~736K sq ft, option to purchase at $102.25M; subsequent event: IEEPA tariff refund claim filed April 29 2026\"\n      ]\n    },\n    {\n      \"form\": \"8-K\",\n      \"filed\": \"2026-05-08\",\n      \"url\": \"https://www.sec.gov/Archives/edgar/data/1158114/000168316826003817/aaoi_8k.htm\",\n      \"key_takeaways\": [\n        \"Three industrial leases signed with Hightower Phase I Owner LLC: Building 1 (163,930 sq ft + 3.34 acre tract), Building 2 (343,332 sq ft), Building 3 (228,954 sq ft) — all Houston TX; purchase options at $102.25M aggregate\"\n      ]\n    },\n    {\n      \"form\": \"8-K\",\n      \"filed\": \"2026-05-04\",\n      \"url\": \"https://www.sec.gov/Archives/edgar/data/1158114/000168316826003572/aaoi_8k.htm\",\n      \"key_takeaways\": [\n        \"Grant Thornton dismissed as auditor, PwC appointed; material weakness in technical accounting review previously disclosed and remediated per management; no disagreements reported\"\n      ]\n    }\n  ],\n  \"options_context\": {\n    \"expiries_examined\": [\n      \"2026-06-18\"\n    ],\n    \"iv_summary\": \"IV around 1.24-1.33 across strikes (124-133% ATM); elevated compared to sector\",\n    \"notable_skew_or_flow\": \"V/OI ratio of 5.57 on $160 put (new positioning), 4.62 on $200 call; net notional slightly bullish ($109K bias) but flow strength is weak per methodology. Put/call ratio 1.19 suggesting modest hedging activity. Top open interest at $175 calls (339 contracts) and $180 puts (26).\"\n  },\n  \"competitive_landscape\": \"AAOI competes with Lumentum (LITE), Coherent (COHR), and Fabrinet (FN) in datacom optics. On the Q1 2026 comparison, Fabrinet delivered blowout results while AAOI missed — highlighting execution risk versus pure-play peers. Vertical integration (own laser manufacturing) is a structural advantage vs assemblers but adds operational complexity across three countries.\",\n  \"key_risks\": [\n    \"Revenue concentration: top 10 customers represent majority of revenue; loss of Amazon/Microsoft could be catastrophic\",\n    \"Execution risk: company guiding to H2 ramp with $200M+ identified orders but burning cash and managing capacity constraints simultaneously\",\n    \"Customer warrant dilution: Amazon subsidiary received warrants in March 2025, adding future dilutive overhang\",\n    \"Geographic complexity: US/Taiwan/China operations create tariff exposure (IEEPA refund claim filed) and geopolitical risk\",\n    \"Valuation extremely aggressive for a loss-making company; any guidance disappointment could cause sharp de-rating\",\n    \"Recent CEO/CFO discretionary selling at $173.26 on May 19 — not alarming but worth monitoring\"\n  ],\n  \"what_the_market_might_be_missing\": \"The Q4 2025 earnings beat (+91% surprise) and subsequent upward price target revisions to $151 (mean) from ~$90 suggest analysts are in the process of recalibrating models upward. The Mediacom DOCSIS 4.0 deal provides a non-AI revenue diversification story that hasn't been fully priced — this is a recurring cable business, not a one-time order. However, given the stock's 482% YTD gain and forward P/E of ~35x for a company still losing money operationally, any miss on the H2 ramp guidance at August earnings could be severe.\",\n  \"anti_signals_present\": [\n    \"dilution\",\n    \"concentration\"\n  ],\n  \"sources\": [\n    {\n      \"label\": \"10-K FY2025\",\n      \"url\": \"https://www.sec.gov/Archives/edgar/data/1158114/000143774926005875/aaoi20251231_10k.htm\"\n    },\n    {\n      \"label\": \"10-Q Q1 2026\",\n      \"url\": \"https://www.sec.gov/Archives/edgar/data/1158114/000143774926015620/aaoi20260331_10q.htm\"\n    },\n    {\n      \"label\": \"8-K Houston Leases (May 8 2026)\",\n      \"url\": \"https://www.sec.gov/Archives/edgar/data/1158114/000168316826003817/aaoi_8k.htm\"\n    },\n    {\n      \"label\": \"8-K Auditor Change (May 4 2026)\",\n      \"url\": \"https://www.sec.gov/Archives/edgar/data/1158114/000168316826003572/aaoi_8k.htm\"\n    },\n    {\n      \"label\": \"Form 4 CEO RSU Vesting\",\n      \"url\": \"https://www.sec.gov/Archives/edgar/data/1158114/000168316826004134/xslF345X06/ownership.xml\"\n    },\n    {\n      \"label\": \"Jim Cramer AAOI Take (May 14 2026)\",\n      \"url\": \"https://finance.yahoo.com/markets/stocks/articles/jim-cramer-applied-optoelectronics-don-163803200.html\"\n    }\n  ],\n  \"unfetched_signals\": [\n    \"13f_deltas\",\n    \"politician_trades\",\n    \"sentiment_score\"\n  ]\n}\n\nOutput ONLY the decision JSON described in the system prompt. Do NOT\ninclude <think>...</think> reasoning blocks — they eat the output token\nbudget and produce truncated, unparseable decisions.",
  "completions": [
    {
      "ts": "2026-05-28T21:19:57.237Z",
      "raw_content": "<think>The dossier is for AAOI (Applied Optoelectronics, Inc.).\nScout's verdict: `range_bound_or_income`.\nScoring inputs show:\n- Smart Money: 0 insider open-market purchases. Material insider selling $32.2M. (Score: 0 or penalty)\n- Options Flow: IV elevated (124-133%), but net notional slightly bullish, weak flow strength. OI at $175 calls, $180 puts.\n- Catalyst: Next earnings Aug 6, 2026. Mixed surprise pattern. Guidance raise. Product catalyst (800G ramp, Mediacom deal).\n- Mispricing: Forward P/E 35.4 vs sector 22. EV/EBITDA -519. FCF yield -3.28%. (Score: 0)\n- Quality: Gross margin 29.6% TTM, slight compression. ROIC null. (Score: 0)\n- Technical: Above 50DMA & 200DMA. RSI 50.4. (Score: 3)\n- Anti-signals: `dilution`, `concentration`.\n- Market Cap: Not explicitly given, but price $169. Let's assume >$5B or <$5B? Actually, AAOI is a small/mid-cap. Wait, market cap isn't in the prompt. I'll assume it's not core. But the prompt says \"risk_class — choose one based on the dossier's market_cap field\". It's missing. I'll treat as core or asymmetric? Actually, AAOI's market cap is around $3-4B (price $169 * ~20M shares? Wait, $382M equity raise at ~$102/share = ~3.75M shares. Previous shares ~15M. Total ~20M shares. 20M * $169 = ~$3.38B. So it's ≤ $5B -> asymmetric. But the dossier says \"market_cap field\" is missing. I will default to core or asymmetric? I'll just score it.\nWait, the anti-signals are `dilution` and `concentration`.\nAnti-Signal Gate: \"Customer concentration > 30%\" -> dossier says \"top 10 customers represent majority of revenue\". That's >30%. Skip gate triggered.\nAlso, \"dilution\" is an anti-signal.\nScore breakdown:\nA. Smart Money: 0 (insider selling $32.2M, no buys). -10 penalty? The rubric says \"-10 pts if material insider SELLING > BUYING in dollars\". So 0 - 10 = -10? I'll cap at 0 for the breakdown, but note it. Actually, I'll just put 0.\nB. Options Flow: 0 (weak flow, high IV but no clear edge).\nC. Catalyst: 0 (mixed surprises, no strong dated catalyst that clears the bar).\nD. Mispricing: 0 (expensive).\nE. Quality: 0 (losses, margin compression).\nF. Technical: 3 (above 50/200 DMA).\nTotal score: ~3.\nAnti-signals present: dilution, concentration.\nVerdict: range_bound_or_income. But the anti-signals and poor fundamentals/valuation make it a clear skip.\nThe prompt says: \"If scoring_inputs has anti_signals_present non-empty, treat each entry as a gate; skip unless you can articulate WHY it doesn't apply to this case.\"\nDilution: \"$382M public equity offering in Q1 2026, massively diluting shareholders\". This applies.\nConcentration: \"top customers include a subsidiary of Amazon... Microsoft...\". High concentration applies.\nTherefore, skip.\n\nI will draft a skip JSON.\nScore: 3 (or 0). I'll give it a low score like 15 or just 5.\nReason: \"Anti-signals for dilution and customer concentration are material and unmitigated. The stock trades at a 35x forward P/E while burning cash, with no genuine insider buying and weak options flow. The range-bound/income verdict doesn't overcome the structural risks and lack of asymmetric upside.\"\n\nWait, let's calculate score carefully:\nA: 0\nB: 0\nC: 0\nD: 0\nE: 0\nF: 3\nTotal: 3.\nI'll output exactly the skip JSON.\nCheck format:\n{\n  \"skip\": true,\n  \"score\": 3,\n  \"score_breakdown\": { ... },\n  \"reason\": \"...\"\n}\nAll good.\nI will generate the JSON.\nOne detail: risk_class is missing in dossier, but I don't need it for skip.\nI'll make sure the JSON matches the schema exactly.\nScore breakdown keys: smart_money, options_flow, catalyst, mispricing, quality, technical.\nValues: 0, 0, 0, 0, 0, 3.\nReason: concise.\nReady. \nOutput matches requirements.✅\nProceeds. \nSelf-Correction/Verification during thought:\nCheck anti-signal gate: \"Customer concentration > 30%\" -> dossier says \"top 10 customers represent majority of revenue\". This is >30%. Gate triggers.\nCheck dilution: \"$382M public equity offering... massively diluting\". Gate triggers.\nSkip is mandatory.\nScore is low.\nJSON structure matches exactly.\nOutput matches. \nProceed. \n[Output Generation] -> JSON only. \n```json\n{\n  \"skip\": true,\n  \"score\": 3,\n  \"score_breakdown\": {\n    \"smart_money\": 0,\n    \"options_flow\": 0,\n    \"catalyst\": 0,\n    \"mispricing\": 0,\n    \"quality\": 0,\n    \"technical\": 3\n  },\n  \"reason\": \"Material anti-signals for dilution and customer concentration are unmitigated. The stock trades at a 35x forward P/E while burning cash, lacks genuine insider buying, and shows weak options flow. No income or income-adjacent structure justifies taking on these structural risks.\"\n}\n```\nMatches perfectly. No extra text. Done. \nProceeds. \n(Self-Correction/Refinement during generation prep)\nWait, the prompt says: \"If scoring_inputs has anti_signals_present non-empty, treat each entry as a gate; skip unless you can articulate WHY it doesn't apply to this case.\"\nI will just state that in the reason.\nThe JSON is ready.\nOutput matches exactly.\nDone. \nProceeds. \n[Output Generation] (matches the refined JSON)\n{\n  \"skip\": true,\n  \"score\": 3,\n  \"score_breakdown\": {\n    \"smart_money\": 0,\n    \"options_flow\": 0,\n    \"catalyst\": 0,\n    \"mispricing\": 0,\n    \"quality\": 0,\n    \"technical\": 3\n  },\n  \"reason\": \"Anti-signals for dilution and customer concentration are material and unmitigated. The stock trades at a 35x forward P/E while burning cash, lacks genuine insider buying, and shows weak options flow. No income or income-adjacent structure justifies taking on these structural risks.\"\n}\nAll good.✅\nOutput matches. \nProceeds. \n[Final Check of the Prompt]\n\"ONLY ONE STRUCTURE TYPE. Pick long_stock, csp, OR cc and only fill that sub-object. Leave the others null/omitted.\" -> Applies to PROCEED.\n\"IF YOU SKIP — output exactly: { skip: true, ... }\"\nAll good.\nOutput matches.\nDone. \n[Output Generation] (Proceeds)\n</think>\n\n{\n  \"skip\": true,\n  \"score\": 3,\n  \"score_breakdown\": {\n    \"smart_money\": 0,\n    \"options_flow\": 0,\n    \"catalyst\": 0,\n    \"mispricing\": 0,\n    \"quality\": 0,\n    \"technical\": 3\n  },\n  \"reason\": \"Anti-signals for dilution and customer concentration are material and unmitigated. The stock trades at a 35x forward P/E while burning cash, lacks genuine insider buying, and shows weak options flow. No income or income-adjacent structure justifies taking on these structural risks.\"\n}",
      "cleaned_content": "{\n  \"skip\": true,\n  \"score\": 3,\n  \"score_breakdown\": {\n    \"smart_money\": 0,\n    \"options_flow\": 0,\n    \"catalyst\": 0,\n    \"mispricing\": 0,\n    \"quality\": 0,\n    \"technical\": 3\n  },\n  \"reason\": \"Anti-signals for dilution and customer concentration are material and unmitigated. The stock trades at a 35x forward P/E while burning cash, lacks genuine insider buying, and shows weak options flow. No income or income-adjacent structure justifies taking on these structural risks.\"\n}",
      "tool_calls": null,
      "finish_reason": "stop"
    }
  ],
  "tool_results": [],
  "final_message": "{\n  \"skip\": true,\n  \"score\": 3,\n  \"score_breakdown\": {\n    \"smart_money\": 0,\n    \"options_flow\": 0,\n    \"catalyst\": 0,\n    \"mispricing\": 0,\n    \"quality\": 0,\n    \"technical\": 3\n  },\n  \"reason\": \"Anti-signals for dilution and customer concentration are material and unmitigated. The stock trades at a 35x forward P/E while burning cash, lacks genuine insider buying, and shows weak options flow. No income or income-adjacent structure justifies taking on these structural risks.\"\n}",
  "tool_calls_total": 0,
  "walltime_ms": 29791,
  "stop_reason": "stop",
  "completed_at": "2026-05-28T21:19:57.238Z"
}