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| </head> | |
| <body> | |
| <div class="grain"></div> | |
| <!-- HERO --> | |
| <section class="hero"> | |
| <div class="hero-badge"><span class="dot"></span> Sprint 9+ — Live Dashboard & Active Quality Control</div> | |
| <h1>Primo<span>Greedy</span></h1> | |
| <p>An autonomous AI agent that hunts, filters, debates, grades, and paper-trades micro-cap stocks across 4 global markets — every single day.</p> | |
| <div class="hero-stats"> | |
| <div class="hero-stat"><div class="num">4</div><div class="label">Markets</div></div> | |
| <div class="hero-stat"><div class="num">6</div><div class="label">LLM Fallback Chain</div></div> | |
| <div class="hero-stat"><div class="num">3</div><div class="label">Debate Agents</div></div> | |
| <div class="hero-stat"><div class="num">7</div><div class="label">Auto Evaluators</div></div> | |
| <div class="hero-stat"><div class="num">24/7</div><div class="label">Catalyst Watch</div></div> | |
| <div class="hero-stat"><div class="num">Live</div><div class="label">Dashboard</div></div> | |
| </div> | |
| </section> | |
| <!-- ARCHITECTURE --> | |
| <section> | |
| <div class="container"> | |
| <div class="section-label">Architecture</div> | |
| <div class="section-title">Built on LangGraph</div> | |
| <div class="section-desc">A multi-graph system with parallel fan-out, structured output, multi-agent debate, and live broker execution.</div> | |
| <!-- Hunter Pipeline --> | |
| <div class="pipeline"> | |
| <h3>Hunter Pipeline</h3> | |
| <div class="sub">Daily cron — 4 regions in parallel via the Send API</div> | |
| <div class="flow"> | |
| <span class="node active">START</span> | |
| <span class="arrow">→</span> | |
| <span class="node">Scout</span> | |
| <span class="arrow">→</span> | |
| <span class="node">Gatekeeper</span> | |
| <span class="arrow">→</span> | |
| <span class="node active">Analyst</span> | |
| <span class="arrow">→</span> | |
| <span class="node">Email</span> | |
| <span class="arrow">→</span> | |
| <span class="node active">END</span> | |
| </div> | |
| <div class="pipeline-features"> | |
| <div class="pipeline-feature"> | |
| <div class="icon">🔍</div> | |
| <h4>Two-Pronged Discovery</h4> | |
| <p>yFinance screener + Brave Search trending merged, scored, and ranked.</p> | |
| </div> | |
| <div class="pipeline-feature"> | |
| <div class="icon">🚧</div> | |
| <h4>Quantitative Firewall</h4> | |
| <p>$5M–$500M cap, <$30 price, zombie filter. Command routing.</p> | |
| </div> | |
| <div class="pipeline-feature"> | |
| <div class="icon">🧠</div> | |
| <h4>Structured Verdicts</h4> | |
| <p>Pydantic InvestmentVerdict model with Kelly Criterion sizing.</p> | |
| </div> | |
| <div class="pipeline-feature"> | |
| <div class="icon">📧</div> | |
| <h4>Team Dispatch</h4> | |
| <p>HTML reports emailed to the full team via Resend API.</p> | |
| </div> | |
| </div> | |
| </div> | |
| <!-- Debate Sub-graph --> | |
| <div class="pipeline"> | |
| <h3>Investment Committee (Multi-Agent Debate)</h3> | |
| <div class="sub">Three competing LLM personas for hallucination-resistant verdicts</div> | |
| <div class="flow"> | |
| <span class="node">Pitcher</span> | |
| <span class="arrow">→</span> | |
| <span class="node">Skeptic</span> | |
| <span class="arrow">→</span> | |
| <span class="node active">Judge</span> | |
| <span class="arrow">→</span> | |
| <span class="node">Verdict</span> | |
| </div> | |
| <div class="pipeline-features"> | |
| <div class="pipeline-feature"> | |
| <div class="icon">📈</div> | |
| <h4>The Pitcher (Gemma)</h4> | |
| <p>Writes the strongest bullish Lynch Pitch using only provided data.</p> | |
| </div> | |
| <div class="pipeline-feature"> | |
| <div class="icon">🔥</div> | |
| <h4>The Skeptic (Mistral)</h4> | |
| <p>Aggressively challenges the bull case, flags fabricated claims.</p> | |
| </div> | |
| <div class="pipeline-feature"> | |
| <div class="icon">⚖️</div> | |
| <h4>The Judge (Nemotron)</h4> | |
| <p>Synthesizes the debate, applies Kelly sizing, issues the final verdict.</p> | |
| </div> | |
| </div> | |
| </div> | |
| <!-- Parallel Orchestrator --> | |
| <div class="pipeline"> | |
| <h3>Parallel Region Orchestrator</h3> | |
| <div class="sub">Fan-out across all markets simultaneously</div> | |
| <div class="flow"> | |
| <span class="node active">START</span> | |
| <span class="arrow">→</span> | |
| <span class="node">dispatch</span> | |
| <span class="arrow">⇉</span> | |
| <span class="node">USA</span> | |
| <span class="node">UK</span> | |
| <span class="node">Canada</span> | |
| <span class="node">Australia</span> | |
| <span class="arrow">⇉</span> | |
| <span class="node active">END</span> | |
| </div> | |
| </div> | |
| </div> | |
| </section> | |
| <!-- SAMPLE OUTPUT --> | |
| <section> | |
| <div class="container"> | |
| <div class="section-label">Output</div> | |
| <div class="section-title">What the Agent Produces</div> | |
| <div class="section-desc">Every analysis follows the same battle-tested format — strict math, one catalyst, one way to lose, and a final call.</div> | |
| <div class="verdict-box"> | |
| <span class="header">### THE QUANTITATIVE BASE (Graham / Asset Play)</span><br> | |
| * Current Price: $17.80<br> | |
| * Deep Value Asset Play Valuation (Book/Share): $10.89 per share<br> | |
| * Margin of Safety: None — price is ~63% above the book-value floor.<br><br> | |
| <span class="header">### THE LYNCH PITCH (Why I would own this)</span><br> | |
| * <span class="bold">The Core Action:</span> Board committed $42.75M of personal capital to support buyback.<br> | |
| * <span class="bold">The Catalyst:</span> $40M buyback + zero debt + $164M liquidity signals confidence.<br><br> | |
| <span class="header">### THE MUNGER INVERT (How I could lose money)</span><br> | |
| * <span class="bold">Structural Weakness:</span> Negative EPS of -3.79, negative EBITDA of -$32.97M.<br> | |
| * <span class="bold">The Bear Evidence:</span> Failure to hit $180-$200M 2026 revenue target.<br><br> | |
| <span class="header">### FINAL VERDICT</span><br> | |
| <span class="watch">WATCH</span> — Upside dependent on fragile buyback catalyst.<br><br> | |
| <span class="header">### POSITION SIZING (Kelly Criterion)</span><br> | |
| <span class="bold">Recommended allocation: 5.0% of portfolio</span><br> | |
| Based on historical win rate of 20% across 20 trades. | |
| </div> | |
| </div> | |
| </section> | |
| <!-- KEY MODULES --> | |
| <section> | |
| <div class="container"> | |
| <div class="section-label">Modules</div> | |
| <div class="section-title">The Engine Room</div> | |
| <div class="section-desc">Every component is purpose-built, with VPS fallbacks, caching, and graceful degradation.</div> | |
| <div class="cards"> | |
| <div class="card"> | |
| <div class="card-icon cyan">🎯</div> | |
| <h3>Screener & Scoring</h3> | |
| <p>yFinance-based micro-cap screener with quantitative candidate scoring. Brave Search adds trending/momentum signals. $5M–$500M market cap range.</p> | |
| </div> | |
| <div class="card"> | |
| <div class="card-icon purple">📄</div> | |
| <h3>SEC EDGAR Ground Truth</h3> | |
| <p>Fetches 10-K/10-Q filings for US equities. Extracts MD&A and Risk Factors via BeautifulSoup. Injected into the analyst prompt as hard evidence.</p> | |
| </div> | |
| <div class="card"> | |
| <div class="card-icon green">📊</div> | |
| <h3>Kelly Criterion Sizing</h3> | |
| <p>Computes optimal position size from historical win rate. Half-Kelly with verdict scaling. Per-verdict caps: STRONG BUY 25%, BUY 15%, WATCH 5%. 10-minute cache.</p> | |
| </div> | |
| <div class="card"> | |
| <div class="card-icon yellow">🏦</div> | |
| <h3>Alpaca Paper Trading</h3> | |
| <p>Live broker integration for US equities. Submits market orders for BUY/STRONG BUY verdicts. Records order ID, fill price, and broker status to VPS.</p> | |
| </div> | |
| <div class="card"> | |
| <div class="card-icon red">🚨</div> | |
| <h3>Catalyst Polling Daemon</h3> | |
| <p>VPS systemd timer polls every 15 min for volume spikes, price moves, and SEC Form 4 insider filings. Fires GitHub Actions repository_dispatch for instant analysis.</p> | |
| </div> | |
| <div class="card"> | |
| <div class="card-icon cyan">🧪</div> | |
| <h3>Grading Engine (Online + Offline)</h3> | |
| <p>7 evaluators across two tiers. Online: format_score and verdict_validity run inline during every cron and post LangSmith feedback. Offline: LLM-as-a-Judge hallucination catchers. Annotation queue auto-tags edge cases for human review.</p> | |
| </div> | |
| <div class="card"> | |
| <div class="card-icon purple">💾</div> | |
| <h3>VPS Data Layer + Live Dashboard</h3> | |
| <p>FastAPI + DuckDB behind Tailscale. Seen-tickers with dynamic amnesia (14d AVOID, 30d BUY). Paper portfolio with P&L tracking. Chart.js dashboard with summary cards, verdict donut, Kelly bar chart, and sortable trade table.</p> | |
| </div> | |
| <div class="card"> | |
| <div class="card-icon yellow">🔬</div> | |
| <h3>Prompt A/B Testing</h3> | |
| <p>LangSmith Hub integration with PROMPT_VERSION env var to pin prompts to specific commits. Run parallel crons with different prompt versions and compare results in LangSmith Experiments.</p> | |
| </div> | |
| <div class="card"> | |
| <div class="card-icon green">🔗</div> | |
| <h3>LLM Fallback Chain</h3> | |
| <p>6-model cascade via OpenRouter: Nemotron → Step → Trinity → Gemma → Llama → Mistral. Auto-retry on 429s with exponential backoff.</p> | |
| </div> | |
| </div> | |
| </div> | |
| </section> | |
| <!-- SPRINT TIMELINE --> | |
| <section> | |
| <div class="container"> | |
| <div class="section-label">Evolution</div> | |
| <div class="section-title">Sprint Timeline</div> | |
| <div class="section-desc">From basic screening to autonomous paper trading in 9 sprints.</div> | |
| <div class="timeline"> | |
| <div class="timeline-item done"> | |
| <div class="sprint-tag s7">Sprint 1–7</div> | |
| <h3>Foundation</h3> | |
| <p>Core LangGraph pipeline, yFinance integration, Brave Search discovery, Finnhub fundamentals, Resend email dispatch, Chainlit UI, and GitHub Actions cron.</p> | |
| </div> | |
| <div class="timeline-item done"> | |
| <div class="sprint-tag s8">Sprint 8 — Ground Truth & Sizing</div> | |
| <h3>SEC EDGAR + Kelly Criterion</h3> | |
| <ul> | |
| <li>Epic 1–2: LangGraph modernization — <code>Command</code> routing, <code>Send</code> parallel fan-out, <code>RetryPolicy</code>, <code>InMemorySaver</code></li> | |
| <li>Epic 3: SEC EDGAR 10-K/10-Q filing fetcher with MD&A and Risk Factors extraction</li> | |
| <li>Epic 4: Kelly Criterion position sizing with half-Kelly, verdict scaling, and trade history</li> | |
| <li>VPS deployment: FastAPI + DuckDB data API behind Tailscale</li> | |
| <li>Ticker extraction hardening: 100+ noise words, uppercase-only matching</li> | |
| </ul> | |
| </div> | |
| <div class="timeline-item done"> | |
| <div class="sprint-tag s9">Sprint 9 — Execution & Quality Control</div> | |
| <h3>Debate + Broker + Evaluators + Catalyst</h3> | |
| <ul> | |
| <li><strong>Epic 1 — Grading Engine:</strong> 5 custom LangSmith evaluators, golden dataset builder, evaluation runner</li> | |
| <li><strong>Epic 2 — Live Broker:</strong> Alpaca Paper Trading integration with order routing, fill tracking, and VPS sync</li> | |
| <li><strong>Epic 3 — Sniper Node:</strong> Catalyst polling daemon on VPS, Finnhub volume/price/insider triggers, <code>repository_dispatch</code> wake-up</li> | |
| <li><strong>Epic 4 — Investment Committee:</strong> Multi-agent debate subgraph (Pitcher → Skeptic → Judge) with configurable models</li> | |
| <li><strong>Optimizations:</strong> Widened universe to $5M–$500M, dynamic amnesia (14d/30d), per-verdict Kelly caps, 65k token headroom</li> | |
| </ul> | |
| </div> | |
| <div class="timeline-item done"> | |
| <div class="sprint-tag s9">Sprint 9+ — Dashboard & Active Quality Control</div> | |
| <h3>Live Dashboard + Online Evaluators + Prompt Versioning</h3> | |
| <ul> | |
| <li><strong>VPS Dashboard:</strong> Chart.js portfolio dashboard served from FastAPI — summary cards, verdict donut, Kelly sizing bar chart, sortable trade table, seen-ticker feed. Auto-refresh 5 min</li> | |
| <li><strong>Online Evaluators:</strong> <code>format_score</code> and <code>verdict_validity</code> run inline after every verdict, posting feedback directly to LangSmith runs — zero extra LLM cost</li> | |
| <li><strong>Annotation Queue:</strong> WATCH/AVOID/fallback verdicts auto-tagged with <code>needs_review</code> in LangSmith for team review</li> | |
| <li><strong>Prompt A/B Testing:</strong> <code>PROMPT_VERSION</code> env var pins LangSmith Hub prompts to specific commits for controlled experiments</li> | |
| <li><strong>New endpoint:</strong> <code>GET /portfolio/summary</code> for lightweight stats without yFinance calls</li> | |
| </ul> | |
| </div> | |
| </div> | |
| </div> | |
| </section> | |
| <!-- TECH STACK --> | |
| <section> | |
| <div class="container"> | |
| <div class="section-label">Stack</div> | |
| <div class="section-title">Technology</div> | |
| <div class="section-desc">Built with production-grade frameworks and APIs.</div> | |
| <div class="tech-grid"> | |
| <div class="tech-item"><span class="t-icon">🦜</span> LangGraph</div> | |
| <div class="tech-item"><span class="t-icon">🔗</span> LangChain</div> | |
| <div class="tech-item"><span class="t-icon">🔬</span> LangSmith</div> | |
| <div class="tech-item"><span class="t-icon">🤖</span> OpenRouter</div> | |
| <div class="tech-item"><span class="t-icon">📊</span> yFinance</div> | |
| <div class="tech-item"><span class="t-icon">📡</span> Finnhub</div> | |
| <div class="tech-item"><span class="t-icon">🔍</span> Brave Search</div> | |
| <div class="tech-item"><span class="t-icon">📄</span> SEC EDGAR</div> | |
| <div class="tech-item"><span class="t-icon">🏦</span> Alpaca Markets</div> | |
| <div class="tech-item"><span class="t-icon">⚡</span> FastAPI</div> | |
| <div class="tech-item"><span class="t-icon">🦆</span> DuckDB</div> | |
| <div class="tech-item"><span class="t-icon">🐍</span> Python 3.11</div> | |
| <div class="tech-item"><span class="t-icon">🔒</span> Tailscale</div> | |
| <div class="tech-item"><span class="t-icon">📧</span> Resend</div> | |
| <div class="tech-item"><span class="t-icon">🔄</span> GitHub Actions</div> | |
| <div class="tech-item"><span class="t-icon">💬</span> Chainlit</div> | |
| </div> | |
| </div> | |
| </section> | |
| <!-- LANGGRAPH FEATURES --> | |
| <section> | |
| <div class="container"> | |
| <div class="section-label">LangGraph</div> | |
| <div class="section-title">Framework Features Used</div> | |
| <div class="section-desc">Following modern LangGraph best practices throughout.</div> | |
| <div class="cards"> | |
| <div class="card"> | |
| <div class="card-icon cyan">📝</div> | |
| <h3>Partial State Updates</h3> | |
| <p>Nodes return only changed keys. Annotated reducers on candidates and scores with <code>operator.add</code>.</p> | |
| </div> | |
| <div class="card"> | |
| <div class="card-icon purple">🔀</div> | |
| <h3>Command Pattern</h3> | |
| <p>Gatekeeper combines state update + routing in a single return. Routes to analyst, scout, or email.</p> | |
| </div> | |
| <div class="card"> | |
| <div class="card-icon green">⚡</div> | |
| <h3>Send API</h3> | |
| <p>Parallel fan-out across 4 market regions. Each region runs the full pipeline independently.</p> | |
| </div> | |
| <div class="card"> | |
| <div class="card-icon yellow">💾</div> | |
| <h3>Checkpointing</h3> | |
| <p>InMemorySaver with thread_id for state persistence and tracing correlation.</p> | |
| </div> | |
| <div class="card"> | |
| <div class="card-icon red">🔄</div> | |
| <h3>RetryPolicy</h3> | |
| <p>max_attempts=3, initial_interval=2.0 on all nodes. Handles transient API failures.</p> | |
| </div> | |
| <div class="card"> | |
| <div class="card-icon cyan">🏗️</div> | |
| <h3>Subgraphs</h3> | |
| <p>Multi-agent debate as a nested LangGraph subgraph. Composable and independently testable.</p> | |
| </div> | |
| </div> | |
| </div> | |
| </section> | |
| <!-- PHILOSOPHY --> | |
| <section> | |
| <div class="container"> | |
| <div class="philosophy"> | |
| <div class="section-label" style="margin-bottom: 24px;">Philosophy</div> | |
| <blockquote>"PrimoGreedy does not predict the future. It finds the math, finds the catalyst, finds the catch — and says AVOID far more often than it says BUY."</blockquote> | |
| <div class="attr">Benjamin Graham's math · Peter Lynch's story · Charlie Munger's inversion</div> | |
| </div> | |
| </div> | |
| </section> | |
| <footer> | |
| <div class="container"> | |
| PrimoGreedy © 2026 · | |
| <a href="https://github.com/CiscoPonce/primogreedy" target="_blank">GitHub</a> · | |
| Built with LangGraph + LangChain + LangSmith | |
| </div> | |
| </footer> | |
| </body> | |
| </html> | |