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Fin Hackathon Insights Report - richardlivsey
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report-richardlivsey-2026-02-05-165100.html
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<title>Fin Hackathon Insights - richardlivsey</title>
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</style>
</head>
<body>
<div class="container">
<header class="hero">
<h1>🏆 Fin Hackathon Insights</h1>
<p class="subtitle">richardlivsey's journey</p>
<div class="stats-grid">
<div class="stat-card">
<div class="stat-value">16.33</div>
<div class="stat-label">Best Score</div>
</div>
<div class="stat-card">
<div class="stat-value">24</div>
<div class="stat-label">Hypotheses</div>
</div>
<div class="stat-card">
<div class="stat-value">6</div>
<div class="stat-label">Sessions</div>
</div>
<div class="stat-card">
<div class="stat-value">24.2h</div>
<div class="stat-label">Hours</div>
</div>
</div>
<div class="score-breakdown">
<div class="score-box simple">
<div class="label">Simple</div>
<div class="value">8.22</div>
</div>
<div class="score-box complex">
<div class="label">Complex</div>
<div class="value">7.85</div>
</div>
</div>
<p style="margin-top: 1.5rem; color: var(--text-secondary);">
"The methodical experimenter who discovered that sometimes simpler is better"
</p>
</header>
<!-- At a Glance Section -->
<section>
<h2>🎯 At a Glance</h2>
<div class="stats-grid" style="grid-template-columns: repeat(auto-fit, minmax(250px, 1fr));">
<div class="narrative-box">
<h3>What's Working</h3>
<p>Your multilingual support with language detection and translation gave the biggest Complex improvement (+0.32). The discovery that Haiku outperforms Sonnet for reranking tasks shows real insight into model selection. Query expansion with HyDE and your sophisticated retrieval pipeline are solid foundations.</p>
</div>
<div class="narrative-box">
<h3>What Backfired</h3>
<p>The eternal Simple vs Complex tradeoff bit you - many improvements help one category but hurt the other. Rigid rules hurt Complex questions which need nuanced handling. And the source count optimization revealed that 8 is the magic number - both 5 and 10 made things worse.</p>
</div>
<div class="narrative-box">
<h3>Key Insight</h3>
<p>Simpler models can outperform sophisticated ones for narrow tasks. Your finding that Haiku beats Sonnet for reranking challenges conventional wisdom about "bigger is better" in AI.</p>
</div>
<div class="narrative-box">
<h3>The Journey</h3>
<p>From skeleton to sophisticated RAG pipeline in 24 hours across 2 intense days. 24 commits tell the story: multilingual support, HyDE query expansion, question decomposition, complexity detection, and the hard-won wisdom that "improved prompts" sometimes hurt scores.</p>
</div>
</div>
</section>
<!-- Leaderboard Section -->
<section>
<h2>🏆 Leaderboard Ranking</h2>
<p class="section-intro">Your position among 396 hackathon participants.</p>
<div class="leaderboard-grid">
<div class="rank-card">
<div class="rank">#52</div>
<div class="context">of 396 Global</div>
<div class="percentile">Top 13%</div>
</div>
<div class="rank-card">
<div class="rank">#3</div>
<div class="context">of 11 on Team</div>
<div class="percentile">Bronze Medal</div>
</div>
<div class="rank-card">
<div class="rank">#3</div>
<div class="context">of 36 in Group</div>
<div class="percentile">Top 8%</div>
</div>
<div class="rank-card">
<div class="rank">100</div>
<div class="context">Submissions</div>
<div class="percentile">Iteration Champion</div>
</div>
</div>
</section>
<!-- Architecture Section -->
<section class="arch-section">
<h2>🏗️ Architecture Review</h2>
<p class="section-intro">You didn't just call an API - you built a full retrieval pipeline with 25 different techniques working together. Let's break down what you created.</p>
<div class="arch-grid">
<div class="arch-card">
<h3>🔍 Retrieval Stack (6 techniques)</h3>
<ul>
<li>TF-IDF vectorization for semantic search</li>
<li>Vector embeddings for similarity matching</li>
<li>Keyword extraction for precise matching</li>
<li>Query expansion techniques</li>
<li>Title boosting in ranking</li>
<li>HyDE (Hypothetical Document Embeddings)</li>
</ul>
</div>
<div class="arch-card">
<h3>🎯 Re-ranking Layer (4 techniques)</h3>
<ul>
<li>LLM-based re-ranking with Haiku</li>
<li>Cross-encoder re-ranking</li>
<li>Relevance filtering</li>
<li>Language detection/filtering</li>
</ul>
</div>
<div class="arch-card">
<h3>🧠 Question Analysis (4 techniques)</h3>
<ul>
<li>Complexity detection</li>
<li>Multi-part question handling</li>
<li>Intent classification</li>
<li>Topic detection</li>
</ul>
</div>
<div class="arch-card">
<h3>💬 Answer Generation (4 techniques)</h3>
<ul>
<li>Answer verification</li>
<li>Hallucination prevention guardrails</li>
<li>Safety guardrails</li>
<li>Tone/style control</li>
</ul>
</div>
</div>
<div class="arch-card" style="margin-top: 1.5rem;">
<h3>⭐ Notable Implementations</h3>
<div class="pattern-tags">
<span class="pattern-tag">rerank_with_cross_encoder()</span>
<span class="pattern-tag">rerank_with_llm()</span>
<span class="pattern-tag">search_with_decomposition()</span>
<span class="pattern-tag">detect_and_translate()</span>
<span class="pattern-tag">detect_multipart_query()</span>
<span class="pattern-tag">detect_question_complexity()</span>
<span class="pattern-tag">expand_query_with_hyde()</span>
<span class="pattern-tag">validate_citations()</span>
</div>
</div>
<div class="arch-grid" style="margin-top: 1.5rem;">
<div class="arch-card">
<h3>✅ Strengths</h3>
<ul>
<li class="strength">Impressive 6-technique retrieval stack</li>
<li class="strength">Smart LLM-based re-ranking with cost optimization</li>
<li class="strength">Sophisticated question analysis pipeline</li>
<li class="strength">Hallucination prevention guardrails</li>
<li class="strength">Answer verification for quality assurance</li>
<li class="strength">Type hints throughout for clarity</li>
<li class="strength">Retry logic for API resilience</li>
</ul>
</div>
<div class="arch-card">
<h3>💡 Suggestions</h3>
<ul>
<li class="concern">Adding logging could help debug those mysterious score drops</li>
<li class="concern">A few tests could catch regressions when experimenting</li>
</ul>
<p style="margin-top: 1rem; font-size: 0.85rem; color: var(--text-secondary);">
<em>Mild roast: You wrote 2,032 lines of Python but 0 tests. Living dangerously, I see.</em>
</p>
</div>
</div>
</section>
<!-- Experiments Section -->
<section>
<h2>🧪 The Experiment Lab</h2>
<p class="section-intro">24 hypotheses tested. 7 helped, 3 hurt, 14 taught you that the universe is indifferent.</p>
<div class="experiment-grid">
<div class="experiment-card helped">
<span class="experiment-badge helped">HELPED</span>
<h4>Multilingual is critical</h4>
<p>Language detection + translation gave biggest Complex improvement (+0.32)</p>
</div>
<div class="experiment-card helped">
<span class="experiment-badge helped">HELPED</span>
<h4>Query Processing</h4>
<p>Conversation parsing (extract search query + preserve full context)</p>
</div>
<div class="experiment-card helped">
<span class="experiment-badge helped">HELPED</span>
<h4>Haiku vs Sonnet for reranking</h4>
<p>Haiku works better than Sonnet - simpler models can be better for narrow tasks</p>
</div>
<div class="experiment-card helped">
<span class="experiment-badge helped">HELPED</span>
<h4>Research doesn't always translate</h4>
<p>Techniques that work in research may not help for this specific domain/task</p>
</div>
<div class="experiment-card hurt">
<span class="experiment-badge hurt">HURT</span>
<h4>Simple vs Complex tradeoff</h4>
<p>Many improvements help one category but hurt the other</p>
</div>
<div class="experiment-card hurt">
<span class="experiment-badge hurt">HURT</span>
<h4>Flexibility matters</h4>
<p>Rigid rules/constraints hurt Complex questions which need nuanced handling</p>
</div>
<div class="experiment-card hurt">
<span class="experiment-badge hurt">HURT</span>
<h4>8 sources is optimal</h4>
<p>Both fewer (5) and more (10) sources hurt performance</p>
</div>
</div>
</section>
<!-- Battle Stats Section -->
<section>
<h2>⚔️ Battle Stats</h2>
<div class="stats-grid">
<div class="stat-card">
<div class="stat-value">548</div>
<div class="stat-label">Tool Calls</div>
</div>
<div class="stat-card">
<div class="stat-value">24</div>
<div class="stat-label">Commits</div>
</div>
<div class="stat-card">
<div class="stat-value">8,059</div>
<div class="stat-label">Lines Added</div>
</div>
<div class="stat-card">
<div class="stat-value">2,032</div>
<div class="stat-label">Lines of Python</div>
</div>
</div>
<div class="chart-card">
<div class="chart-title">Tool Usage</div>
<div class="bar-row">
<span class="bar-label">Bash</span>
<div class="bar-track"><div class="bar-fill" style="width: 100%; background: var(--accent-blue);"></div></div>
<span class="bar-value">188</span>
</div>
<div class="bar-row">
<span class="bar-label">Edit</span>
<div class="bar-track"><div class="bar-fill" style="width: 77%; background: var(--accent-green);"></div></div>
<span class="bar-value">144</span>
</div>
<div class="bar-row">
<span class="bar-label">Read</span>
<div class="bar-track"><div class="bar-fill" style="width: 51%; background: var(--accent-purple);"></div></div>
<span class="bar-value">95</span>
</div>
<div class="bar-row">
<span class="bar-label">TodoWrite</span>
<div class="bar-track"><div class="bar-fill" style="width: 30%; background: var(--accent-orange);"></div></div>
<span class="bar-value">56</span>
</div>
<div class="bar-row">
<span class="bar-label">TaskOutput</span>
<div class="bar-track"><div class="bar-fill" style="width: 17%; background: var(--text-secondary);"></div></div>
<span class="bar-value">32</span>
</div>
<div class="bar-row">
<span class="bar-label">Grep</span>
<div class="bar-track"><div class="bar-fill" style="width: 11%; background: var(--text-secondary);"></div></div>
<span class="bar-value">21</span>
</div>
</div>
</section>
<!-- API Usage Section -->
<section>
<h2>💰 API Cost Analysis</h2>
<p class="section-intro">Where did your $19.81 go? Spoiler: Opus is expensive.</p>
<div class="api-grid">
<div class="api-card">
<div class="value">$19.81</div>
<div class="label">Total Spent</div>
</div>
<div class="api-card">
<div class="value">6.08M</div>
<div class="label">Tokens Used</div>
</div>
<div class="api-card">
<div class="value">7,675</div>
<div class="label">API Requests</div>
</div>
<div class="api-card">
<div class="value">81%</div>
<div class="label">Haiku Usage</div>
</div>
</div>
<div class="chart-card" style="margin-top: 1rem;">
<div class="chart-title">Cost by Model</div>
<div class="bar-row">
<span class="bar-label">Opus</span>
<div class="bar-track"><div class="bar-fill" style="width: 100%; background: var(--accent-purple);"></div></div>
<span class="bar-value">$14.97</span>
</div>
<div class="bar-row">
<span class="bar-label">Haiku</span>
<div class="bar-track"><div class="bar-fill" style="width: 30%; background: var(--accent-green);"></div></div>
<span class="bar-value">$4.53</span>
</div>
<div class="bar-row">
<span class="bar-label">Sonnet</span>
<div class="bar-track"><div class="bar-fill" style="width: 2%; background: var(--accent-blue);"></div></div>
<span class="bar-value">$0.31</span>
</div>
</div>
<p style="margin-top: 0.5rem; font-size: 0.8rem; color: var(--text-secondary); text-align: center;">
81% of requests used Haiku but 76% of cost was Opus - the math of AI pricing in action.
</p>
</section>
<!-- Achievements Section -->
<section>
<h2>🏅 Achievements</h2>
<p class="section-intro">29 badges earned through blood, sweat, and LLM tokens.</p>
<div class="achievements-grid">
<div class="achievement">
<span class="icon">🏃</span>
<div class="details">
<h3>Marathon Runner</h3>
<p class="quip">24.2 hours of hacking - this is a marathon!</p>
</div>
</div>
<div class="achievement">
<span class="icon">🧪</span>
<div class="details">
<h3>Hypothesis Machine</h3>
<p class="quip">Tested 24 different hypotheses</p>
</div>
</div>
<div class="achievement">
<span class="icon">💉</span>
<div class="details">
<h3>Score Surgeon</h3>
<p class="quip">Found 7 improvements through experimentation</p>
</div>
</div>
<div class="achievement">
<span class="icon">🛠️</span>
<div class="details">
<h3>Tool Master</h3>
<p class="quip">548 tool calls - Claude is an extension of your brain</p>
</div>
</div>
<div class="achievement">
<span class="icon">📊</span>
<div class="details">
<h3>Top Quarter</h3>
<p class="quip">#52 of 396 - in the top 13%</p>
</div>
</div>
<div class="achievement">
<span class="icon">🤝</span>
<div class="details">
<h3>Team Podium</h3>
<p class="quip">Team ranked #3 - bronze medal!</p>
</div>
</div>
<div class="achievement">
<span class="icon">🔄</span>
<div class="details">
<h3>Comeback Kid</h3>
<p class="quip">Had 3 setbacks but found 7 wins - never gave up!</p>
</div>
</div>
<div class="achievement">
<span class="icon">🌈</span>
<div class="details">
<h3>Full Spectrum</h3>
<p class="quip">Used Opus, Sonnet, AND Haiku - the complete Claude experience</p>
</div>
</div>
<div class="achievement">
<span class="icon">🌊</span>
<div class="details">
<h3>Submission Surfer</h3>
<p class="quip">Submitted 100 times - iterate and improve</p>
</div>
</div>
<div class="achievement silly">
<span class="icon">🦀</span>
<div class="details">
<h3>Sideways Scientist</h3>
<p class="quip">14 hypotheses made no difference</p>
</div>
</div>
<div class="achievement silly">
<span class="icon">🐦</span>
<div class="details">
<h3>Penny Pincher</h3>
<p class="quip">81% Haiku usage - knows when to save a buck</p>
</div>
</div>
<div class="achievement silly">
<span class="icon">🦖</span>
<div class="details">
<h3>Code Monster</h3>
<p class="quip">Wrote 2,032 lines of Python</p>
</div>
</div>
<div class="achievement silly">
<span class="icon">🎴</span>
<div class="details">
<h3>Technique Collector</h3>
<p class="quip">25 different techniques - gotta catch 'em all</p>
</div>
</div>
<div class="achievement silly">
<span class="icon">🧙</span>
<div class="details">
<h3>Bash Wizard</h3>
<p class="quip">5 shell scripts - you could've built the whole bot in bash</p>
</div>
</div>
<div class="achievement silly">
<span class="icon">🏦</span>
<div class="details">
<h3>Token Millionaire</h3>
<p class="quip">6,084,991 tokens - you're rich in tokens</p>
</div>
</div>
<div class="achievement silly">
<span class="icon">🎰</span>
<div class="details">
<h3>Submission Spammer</h3>
<p class="quip">100 submissions - that's dedication (or desperation)</p>
</div>
</div>
</div>
</section>
<!-- Roast Section -->
<section class="roast-section">
<h2>🔥 The Roast Corner</h2>
<div class="roast-item">
<strong>The Null Hypothesis Champion</strong><br>
14 of your 24 hypotheses made absolutely no difference. You've conducted the world's most thorough study on "things that don't matter."
</div>
<div class="roast-item">
<strong>The Revert Specialist</strong><br>
Your commit history includes "Revert improved prompt (hurt scores)" - when your improvements make things worse, that's not an improvement, that's just extra typing.
</div>
<div class="roast-item">
<strong>The Budget CFO</strong><br>
81% of your 7,675 API requests used Haiku. You discovered that the cheap model often works better. Congratulations, you've found a way to feel good about being frugal.
</div>
</section>
<!-- Fun Ending -->
<div class="fun-ending">
<div class="fun-headline">🎯 Your Hackathon in One Sentence</div>
<div class="fun-detail">
24 hours, 24 commits, 24 hypotheses - and the wisdom that sometimes the cheap model wins and "improved" prompts lose. #3 on the team, top 13% globally, and a full RAG pipeline to show for it.
</div>
</div>
<footer class="footer">
<p>Generated by fin-hackathon-insights | 2026-02-05 16:51 UTC</p>
<p>Good luck in the hackathon! 🚀</p>
</footer>
</div>
</body>
</html>
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