{ "model": "qwen/qwen3.6-35b-a3b", "started_at": "2026-05-14T19:48:39.377Z", "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 an idea\n(if score ≥ 60) or skip.\n\nOPTION B (skip) IS THE EXPECTED DEFAULT. The pipeline publishes rarely and\nonly when something clears a high bar. Most dossiers should return\n{ \"skip\": true, \"reason\": \"...\", \"score\": }. Mediocre publishes burn\nDevil's Advocate budget and create credibility risk on the public site.\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 Skip unless catalyst <30d + insider cluster\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 < 60 Skip (no exception; small caps need a clear catalyst)\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\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 \"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\": , \"entry_zone_high\": , \"shares_per_unit\": 100 },\n \"csp\": { \"strike\": , \"expiry\": \"YYYY-MM-DD\", \"premium_target\": , \"annualized_yield_pct\": , \"if_assigned_basis\": },\n \"cc\": { \"underlying_basis\": , \"strike\": , \"expiry\": \"YYYY-MM-DD\", \"premium_target\": , \"if_called_return_pct\": },\n \"strangle\": { \"call_strike\": , \"put_strike\": , \"expiry\": \"YYYY-MM-DD\", \"call_premium_target\": , \"put_premium_target\": , \"total_premium_target\": , \"breakeven_high\": , \"breakeven_low\": , \"annualized_yield_pct\": , \"max_loss_note\": \"...\" },\n \"naked_put\": { \"strike\": , \"expiry\": \"YYYY-MM-DD\", \"premium_target\": , \"annualized_yield_pct\": , \"max_loss_per_contract\": , \"margin_estimate_per_contract\": , \"warning\": \"...\" },\n \"naked_call\": { \"strike\": , \"expiry\": \"YYYY-MM-DD\", \"premium_target\": , \"annualized_yield_pct\": , \"max_loss\": \"UNLIMITED\", \"warning\": \"...\" }\n },\n \"entry\": {\n \"price_at_idea\": ,\n \"conditions\": \"How/when to enter — e.g., 'Open starter on pullback to MA50.'\"\n },\n \"exit\": {\n \"target_price\": ,\n \"time_horizon_months\": ,\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\": <0.5 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 is a fiber-optic networking equipment manufacturer benefiting from an extraordinary AI datacenter optical upgrade cycle. The company reported record Q1 2026 revenue ($151M) driven by surging 800G transceiver demand and has $124M in cumulative hyperscale orders outstanding plus a Mediacom DOCSIS 4.0 partnership. Texas grant ($20.85M), manufacturing expansion, and analyst upgrades corroborate the growth narrative. However, the stock is up +765% over one year to an all-time high of ~$202; it remains operationally unprofitable (negative operating margin -8.6%, negative net income); forward P/E of 42x on a company barely expected to turn EPS-positive in Q2 2026 is extremely rich versus peers; the CFO recently sold 4,000 shares ($155-168 range) via pre-arranged 10b5-1 plan — not insider conviction buying. No open-market insider purchases in 90 days. The options flow (73% call bias, whale OTM blocks at $220/$240 strikes) is technically bullish but corroborates rather than drives a thesis. The setup does not offer mispriced entry; it offers elevated IV for income strategies on what may be an exhausted momentum run.\",\n \"verdict\": \"range_bound_or_income\",\n \"confidence_in_data\": 4,\n \"structure_hints\": [\n \"cc\",\n \"strangle\",\n \"csp\"\n ],\n \"business_snapshot\": \"Applied Optoelectronics designs and manufactures fiber-optic networking products — primarily optical transceivers (400G, 800G, 1.6T) for hyperscale datacenter operators, plus hybrid fiber-coax (HFC) equipment for cable operators. The company operates manufacturing in Sugar Land, TX and Ningbo, China with ~4,700 employees. Revenue grew 51% YoY to $507M TTM as AI-driven bandwidth demand drove transceiver shipments sharply higher. The data center segment now dominates revenue mix; the Q1 2026 record of $151M was driven by 800G volume ramp from major hyperscale customers including a single customer with $124M in cumulative orders ($71M new order in April 2026). Cable/HFC revenues (Mediacom partnership for DOCSIS 4.0) provide diversification. The company is still operating at a loss on an EBITDA and net income basis but management guides to EPS breakeven/positive in Q2 2026, supported by strong order backlog.\",\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\": 636000,\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 (+91% vs estimate); Q1 2026 miss of -45% (est. -$0.05, actual -$0.07). Mixed recent history; forward EPS consensus turns positive at $0.015 for Q2 2026.\",\n \"guidance_raise_in_last_90d\": true,\n \"named_catalysts\": [\n {\n \"type\": \"product\",\n \"description\": \"$71M new order for 800G single-mode datacenter transceivers from major hyperscale customer; total orders from that customer now $124M. Volume shipments of both 800G and 1.6T transceivers to multiple hyperscalers.\",\n \"date_or_window\": \"April 2026\",\n \"source_urls\": [\n \"https://finance.yahoo.com/markets/stocks/articles/applied-optoelectronics-inc-aaoi-among-132437416.html\"\n ],\n \"directional_bias\": \"bullish\"\n },\n {\n \"type\": \"regulatory\",\n \"description\": \"$20.85M Texas Semiconductor Innovation Fund grant for major U.S. manufacturing expansion in Sugar Land, TX.\",\n \"date_or_window\": \"May 2026\",\n \"source_urls\": [\n \"https://finance.yahoo.com/markets/stocks/articles/why-applied-optoelectronics-aaoi-6-181732413.html\"\n ],\n \"directional_bias\": \"bullish\"\n },\n {\n \"type\": \"product\",\n \"description\": \"Mediacom partnership: AAOI to supply three products (DOCSIS 4.0 amplifiers and software) supporting Mediacom's network upgrade program; fifth-largest US cable operator with 3M+ customers across 22 states.\",\n \"date_or_window\": \"May 12, 2026\",\n \"source_urls\": [\n \"https://finance.yahoo.com/sectors/technology/articles/mediacom-advances-docsis-4-0-110000317.html\"\n ],\n \"directional_bias\": \"bullish\"\n },\n {\n \"type\": \"guidance\",\n \"description\": \"Record Q1 2026 revenue ($151.14M); management at Needham conference confirmed demand outpacing manufacturing capacity into 2027; 800G ramp in H2 2026.\",\n \"date_or_window\": \"May 13, 2026 (Needham conference)\",\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 },\n \"mispricing\": {\n \"forward_pe\": 42.29,\n \"sector_median_forward_pe\": null,\n \"ev_to_ebitda\": -646.23,\n \"sector_median_ev_to_ebitda\": null,\n \"fcf_yield_pct\": -2.75,\n \"sotp_gap_pct\": null,\n \"narrative\": \"No discount available — stock at all-time high on strong momentum and AI datacenter narrative. Forward P/E of 42x applied to a company still losing money operationally with negative FCF is extraordinarily demanding; the market has fully priced in the bull case for 800G ramp. EV/Revenue of ~35x further confirms no margin of safety for a new long entry.\"\n },\n \"quality\": {\n \"roic_pct\": -3.32,\n \"gross_margin_trend_pp_yoy\": null,\n \"net_debt_to_ebitda\": null,\n \"balance_sheet_grade\": \"B\"\n },\n \"technical\": {\n \"above_50dma\": true,\n \"above_200dma\": null,\n \"rsi_14\": 61.9,\n \"macd_recent_bullish_cross\": true,\n \"12_1_momentum_vs_sector_pct\": null\n }\n },\n \"price_context\": {\n \"last_close\": 201.82,\n \"ytd_return_pct\": 441,\n \"from_52w_high_pct\": -13.6\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); customer concentration risk — five customers represent majority of revenue; Microsoft and Digicomm significant; data center segment now largest vs. cable/HFC; negative operating margin -8.6%; net loss despite revenue growth; manufacturing in US (Houston, TX) and China (Ningbo), Taiwan (New Taipei City via PrimeWorld subsidiary; land use rights held); convertible notes matured 2026 converted to new instruments maturing 2030; material weakness in internal controls disclosed FY2024 but remediated as of Dec 31, 2025; multiple ATM equity offerings throughout 2025 raising incremental capital.\"\n ]\n },\n {\n \"form\": \"8-K\",\n \"filed\": \"2026-05-13\",\n \"url\": \"https://www.sec.gov/Archives/edgar/data/1158114/000168316826003817/aaoi_8k.htm\",\n \"key_takeaways\": [\n \"Three new Houston, TX industrial building leases (6000 McHard Rd: 163,930 sqft; 6100 McHard Rd: 343,332 sqft; 17255 Chimney Rock Rd: 228,954 sqft) signed May 8, 2026. Each lease includes purchase option for aggregate $102.25M; combined monthly rent starts at ~$464K escalating to ~$637K by end of term. Represents major manufacturing footprint expansion in Texas.\"\n ]\n },\n {\n \"form\": \"8-K\",\n \"filed\": \"2026-05-08\",\n \"url\": \"https://www.sec.gov/Archives/edgar/data/1158114/000168316826003572/aaoi_8k.htm\",\n \"key_takeaways\": [\n \"Auditor change: dismissed Grant Thornton LLP; appointed PricewaterhouseCoopers LLP as new independent auditor for FY2026, effective May 4, 2026. Material weakness in controls over technical accounting analysis previously identified (FY2024) was remediated as of Dec 31, 2025. No adverse opinions or disagreements with outgoing auditor.\"\n ]\n },\n {\n \"form\": \"8-K\",\n \"filed\": \"2026-05-07\",\n \"url\": \"https://www.sec.gov/Archives/edgar/data/1158114/000168316826003562/aaoi_8k.htm\",\n \"key_takeaways\": [\n \"Inducement equity grants: 299 shares to 2 new employees under 2023 Inducement Plan.\"\n ]\n },\n {\n \"form\": \"10-Q\",\n \"filed\": \"2026-05-08 (via 8-K wrapper)\",\n \"url\": \"https://www.sec.gov/Archives/edgar/data/1158114/000168316826003817/aaoi_8k.htm\",\n \"key_takeaways\": [\n \"Q1 2026 record revenue $151.14M; continued operating loss but improving; strong 800G demand from hyperscale datacenter customers.\"\n ]\n }\n ],\n \"options_context\": {\n \"expiries_examined\": [\n \"2026-06-18\"\n ],\n \"iv_summary\": \"ATM IV on June 18 expiry ~140-145%. Deep ITM calls ($190 strike) trade at ~138-144% IV. OTM calls $220-$240 strike trade at ~143-146% IV, reflecting elevated premium from high realized volatility and the stock's extreme recent movement.\",\n \"notable_skew_or_flow\": \"Strong call-side flow bias (73% net dollar). Whale blocks: 723 contracts @ $220 (V/OI=0.93), 422 contracts @ $240 (V/OI=1.15, new positioning). ATM/near-ATM activity dominated by ITM calls being sold or rolled. Put OTM block at $200 strike with V/OI=1.29 suggesting protective put demand below current spot ($203). Overall flow corroborates bullish directional bias but the elevated IV is attractive for selling premium against a stock that may be near-term exhausted after +441% YTD.\"\n },\n \"competitive_landscape\": \"AAOI competes in optical transceivers against Coherent (COHR), Lumentum (LITE), and Fabrinet (FN) — all of which have significantly outperformed the broader market but are also richly valued on forward metrics. AAOI is by far the smallest player (~$16B market cap vs COHR ~$10-12B, LITE ~$8-9B) yet has seen the most dramatic valuation re-rating in 2026 as hyperscale datacenter demand for its specific 800G/1.6T products materialized into orders. In cable/HFC equipment it competes more regionally with Arris (CommScope), Cisco, and smaller players. The Texas grant and Mediacom partnership give AAOI a credible US-manufacturing narrative that may appeal to customers seeking supply chain diversification away from China.\",\n \"key_risks\": [\n \"Extreme valuation risk: forward P/E of 42x on a company with -8.6% operating margin; any guidance miss or demand slowdown could cause violent de-rating\",\n \"China/Taiwan geographic concentration: manufacturing in Ningbo and Taiwan creates geopolitical exposure to US-China tensions and tariff escalation\",\n \"Customer concentration: Microsoft/hyperscale customers represent majority of datacenter revenue; loss of one major customer would be materially adverse\",\n \"CFO selling: CFO Murry sold 4,000 shares at $155-168 via pre-arranged 10b5-1 plan in May 2026 while stock was climbing — absence of open-market conviction buying is an anti-signal\",\n \"Highly volatile price action with massive short interest (13.1% float short); potential for sharp short-covering rallies followed by equally sharp reversals\",\n \"Convertible debt overhang: prior convertible notes matured and converted to new instruments; future dilution risk from equity conversion\",\n \"Negative FCF and net income despite record revenue — cost structure leverage has not yet materialized into profitability at scale\",\n \"Recent auditor change (GT → PwC) is a minor governance concern worth monitoring\"\n ],\n \"what_the_market_might_be_missing\": \"The Texas Semiconductor Innovation Fund grant ($20.85M, non-dilutive) for Sugar Land expansion is underappreciated — it partially de-risks the manufacturing buildout that the three building leases (option to purchase for $102.25M aggregate) signal management is committed to executing. If AAOI successfully scales 800G/1.6T transceiver output and achieves the Q2 2026 EPS breakeven inflection, a potential re-rate toward peer multiples (COHR trades at ~35x forward P/E with similar revenue growth profile) could be justified — but that requires execution in an environment of supply chain complexity across three geographies.\",\n \"anti_signals_present\": [\n \"dilution\",\n \"concentration\"\n ],\n \"sources\": [\n {\n \"label\": \"Fundamentals & Valuation\",\n \"url\": \"\"\n },\n {\n \"label\": \"FY2025 10-K (SEC)\",\n \"url\": \"https://www.sec.gov/Archives/edgar/data/1158114/000143774926005875/aaoi20251231_10k.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 to PwC\",\n \"url\": \"https://www.sec.gov/Archives/edgar/data/1158114/000168316826003572/aaoi_8k.htm\"\n },\n {\n \"label\": \"Form 4: CFO Murry tax withholding Apr-2026\",\n \"url\": \"https://www.sec.gov/Archives/edgar/data/1158114/000168316826003185/xslF345X06/ownership.xml\"\n },\n {\n \"label\": \"Form 4: CFO Murry open-market sale May-11-2026\",\n \"url\": \"https://www.sec.gov/Archives/edgar/data/1158114/000168316826003812/xslF345X06/ownership.xml\"\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 ... reasoning blocks — they eat the output token\nbudget and produce truncated, unparseable decisions.", "completions": [ { "ts": "2026-05-14T19:49:10.936Z", "raw_content": "The dossier is for AAOI (Applied Optoelectronics, Inc.).\nScout verdict: `range_bound_or_income`\nScoring inputs:\n- Smart Money: 0 insider purchases, CFO sold $636K. Score: 0 or negative. Let's give 0.\n- Options Flow: IV elevated (140-145%), call bias 73%, whale OTM blocks bullish. Score: maybe 4-5.\n- Catalyst: Guidance raise, Texas grant, Mediacom partnership, next earnings Aug 6. EPS surprise mixed. Score: maybe 5-8.\n- Mispricing: Forward P/E 42.29x, negative FCF, EV/EBITDA -646. No discount. Score: 0.\n- Quality: ROIC -3.32%, gross margin trend null, net debt/ebitda null. Score: 0.\n- Technical: Above 50DMA, RSI 61.9, MACD bullish cross. Score: maybe 3-4.\nTotal score estimate: ~15-20. Very low.\nAnti-signal gates: dilution, concentration.\nRisk class: market_cap is ~$16B? Wait, dossier says \"~$16B market cap vs COHR ~$10-12B\". That's core. But it's a small/mid cap tech. Actually, the prompt says risk_class depends on market_cap field. It doesn't explicitly give market_cap in the JSON, but says \"~$16B market cap\". I'll classify as core or asymmetric? Actually, $16B > $5B, so core.\nThresholds for core: <50 skip.\nEven if I score it higher, the anti-signal gates (dilution, concentration) are present. 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.\"\nDilution: prior convertible notes matured and converted to new instruments; future dilution risk from equity conversion. Also multiple ATM equity offerings. This is a material dilution overhang.\nConcentration: Customer concentration > 30% (Microsoft/hyperscale customers represent majority of datacenter revenue). This triggers the gate.\nAlso, the stock is up +765% over one year to an all-time high. Forward P/E 42x on a company losing money. CFO selling. No insider buying.\nThis is a clear skip.\nScore will be low. I will output the skip JSON.\n\nLet's calculate score carefully:\nA. Smart Money: 0 (insider selling > buying, no purchases) -> 0\nB. Options Flow: 4 (whale call blocks OTM bullish, but IV elevated doesn't add much without clear edge) -> 4\nC. Catalyst: 5 (guidance raise, Texas grant, Mediacom partnership) -> 5\nD. Mispricing: 0 (forward PE 42x, negative FCF, no discount) -> 0\nE. Quality: 0 (ROIC negative, no margin data) -> 0\nF. Technical: 3 (above 50DMA, RSI 40-65, MACD cross) -> 3\nTotal: 12. Well below threshold.\n\nReason: Extreme valuation (42x forward P/E on losses), material anti-signals (customer concentration >30% and dilution overhang), and absence of insider conviction buying after a +765% run make this a high-risk chase rather than a mispriced opportunity.\n\nI will format the skip JSON exactly as requested.\nCheck structure:\n{\n \"skip\": true,\n \"score\": 12,\n \"score_breakdown\": {\n \"smart_money\": 0,\n \"options_flow\": 4,\n \"catalyst\": 5,\n \"mispricing\": 0,\n \"quality\": 0,\n \"technical\": 3\n },\n \"reason\": \"Extreme valuation (42x forward P/E on losses), material anti-signals (customer concentration >30% and dilution overhang), and absence of insider conviction buying after a +765% run make this a high-risk chase rather than a mispriced opportunity.\"\n}\nMatches requirements. Output only JSON.\nWait, let's double check the scoring rubric to ensure I don't miss points that might push it over 60 (it won't).\nA: 0\nB: 4 (whale call blocks OTM bullish)\nC: 5 (guidance raise)\nD: 0\nE: 0\nF: 3\nTotal: 12.\nAnti-signals: dilution, concentration. Both are gates.\nSkip is definitely correct.\nI will produce the JSON.\nOne minor thing: the prompt says \"OUTPUT ONLY VALID JSON. No surrounding prose, no markdown fences.\"\nI will strictly follow that.\nProceed. \nLet's verify the JSON structure matches the prompt exactly.\n{\n \"skip\": true,\n \"score\": 12,\n \"score_breakdown\": {\n \"smart_money\": 0,\n \"options_flow\": 4,\n \"catalyst\": 5,\n \"mispricing\": 0,\n \"quality\": 0,\n \"technical\": 3\n },\n \"reason\": \"Extreme valuation (42x forward P/E on losses), material anti-signals (customer concentration >30% and dilution overhang), and absence of insider conviction buying after a +765% run make this a high-risk chase rather than a mispriced opportunity.\"\n}\nAll good. Output matches. \nProceeds. \nSelf-Correction/Refinement during thought: \nCheck rubric for B: \"4 pts: whale_call_blocks_otm ≥ 2 with flow_directional_bias = bullish and flow_strength ∈ {moderate, strong}\". Dossier says \"whale blocks: 723 contracts @ $220, 422 contracts @ $240... call-side flow bias (73% net dollar)\". So 4 pts is correct.\nCheck rubric for C: \"5 pts: recent guidance raise (last 90 days)\". Dossier says \"guidance_raise_in_last_90d\": true. So 5 pts.\nCheck rubric for F: \"3 pts: above both 50DMA and 200DMA\". Dossier says above 50DMA: true, above 200DMA: null. \"2 pts: RSI 14 in 40-65 zone\" (61.9). \"1 pt: MACD bullish cross in last 30 days\". So technical gets 2+1 = 3 pts.\nTotal is indeed 12.\nSkip is robust.\nOutput matches requested format.\nDone. \nGenerating. \n[Output Generation] -> JSON only. \nProceeds. \n```json\n{\n \"skip\": true,\n \"score\": 12,\n \"score_breakdown\": {\n \"smart_money\": 0,\n \"options_flow\": 4,\n \"catalyst\": 5,\n \"mispricing\": 0,\n \"quality\": 0,\n \"technical\": 3\n },\n \"reason\": \"Extreme valuation (42x forward P/E on losses), material anti-signals (customer concentration >30% and dilution overhang), and absence of insider conviction buying after a +765% run make this a high-risk chase rather than a mispriced opportunity.\"\n}\n```\nWait, the prompt says \"OUTPUT ONLY VALID JSON. No surrounding prose, no markdown fences.\"\nI will output raw JSON without markdown code blocks.\nDone. \nProceeds. \n(Self-Correction/Verification during generation prep)\nCheck risk class: market_cap is ~$16B -> core. Threshold <50 skip. Correct.\nCheck anti-signal gates: \"dilution\", \"concentration\". Both trigger skip unless articulated. I'll note them in reason.\nAll good.\nOutput matches exactly.\nProceeds. \n[Final Check of the Prompt]\n\"OUTPUT ONLY VALID JSON. No surrounding prose, no markdown fences.\"\nI will strictly output the JSON string.\nReady. \n[Output Generation] -> *Proceeds*\n\n\n{\n \"skip\": true,\n \"score\": 12,\n \"score_breakdown\": {\n \"smart_money\": 0,\n \"options_flow\": 4,\n \"catalyst\": 5,\n \"mispricing\": 0,\n \"quality\": 0,\n \"technical\": 3\n },\n \"reason\": \"Extreme valuation (42x forward P/E on losses), material anti-signals (customer concentration >30% and dilution overhang), and absence of insider conviction buying after a +765% run make this a high-risk chase rather than a mispriced opportunity.\"\n}", "cleaned_content": "{\n \"skip\": true,\n \"score\": 12,\n \"score_breakdown\": {\n \"smart_money\": 0,\n \"options_flow\": 4,\n \"catalyst\": 5,\n \"mispricing\": 0,\n \"quality\": 0,\n \"technical\": 3\n },\n \"reason\": \"Extreme valuation (42x forward P/E on losses), material anti-signals (customer concentration >30% and dilution overhang), and absence of insider conviction buying after a +765% run make this a high-risk chase rather than a mispriced opportunity.\"\n}", "tool_calls": null, "finish_reason": "stop" } ], "tool_results": [], "final_message": "{\n \"skip\": true,\n \"score\": 12,\n \"score_breakdown\": {\n \"smart_money\": 0,\n \"options_flow\": 4,\n \"catalyst\": 5,\n \"mispricing\": 0,\n \"quality\": 0,\n \"technical\": 3\n },\n \"reason\": \"Extreme valuation (42x forward P/E on losses), material anti-signals (customer concentration >30% and dilution overhang), and absence of insider conviction buying after a +765% run make this a high-risk chase rather than a mispriced opportunity.\"\n}", "tool_calls_total": 0, "walltime_ms": 31559, "stop_reason": "stop", "completed_at": "2026-05-14T19:49:10.936Z" }