The Timeline
The Learning Curve
The 3-Year Learning Arc — Monthly AI Video Consumption (2023–2026)
Topic Evolution — How Viewing Focus Shifted Before and During the Build
Creator Influence Map — Who Shaped What Was Built
- Learn-Build Correlation — AI Videos vs. Your Commits During the 34-Day Sprint
+ Learn-Build Correlation — AI Videos vs. Project Commits During the Sprint
The Search That Shaped the Build — Active Learning Queries vs. Passive Video Consumption
@@ -389,7 +490,7 @@ The Wider Univer
- The Ten Eras
+ The Development Eras
Each era a chapter — from seed to forge
@@ -409,8 +510,8 @@ AI Productivit
@@ -633,11 +734,29 @@
drawSparkline('spark-featfix', [ct.feat || 0, ct.fix || 0, ct.docs || 0, ct.refactor || 0, ct.test || 0, ct.chore || 0], '#ff6b6b');
}
+// Scroll spy: highlight active nav link
+function setupScrollSpy() {
+ const sections = document.querySelectorAll('.chapter[id]');
+ const links = document.querySelectorAll('.site-nav .nav-link');
+ if (!sections.length || !links.length) return;
+ const observer = new IntersectionObserver(entries => {
+ entries.forEach(entry => {
+ if (entry.isIntersecting) {
+ links.forEach(l => l.classList.remove('active'));
+ const active = document.querySelector(`.site-nav .nav-link[href="#${entry.target.id}"]`);
+ if (active) active.classList.add('active');
+ }
+ });
+ }, { threshold: 0.1, rootMargin: '-80px 0px -60% 0px' });
+ sections.forEach(s => observer.observe(s));
+}
+
// Boot
document.addEventListener('DOMContentLoaded', () => {
setupScrollReveal();
animateCounters();
initSparklines();
+ setupScrollSpy();
});
@@ -1514,18 +1633,10 @@
const eras = [
{name:'Pre-seed\n(Feb 1-27)',coding_agents:80,local_ai:19,llm_models:136,agent_arch:49,ml_fund:6,creative:0},
- {name:'Era 1\n(Feb 28-Mar 7)',coding_agents:29,local_ai:3,llm_models:48,agent_arch:32,ml_fund:1,creative:0},
+ {name:'Era 1\n(Feb 28-Mar 18)',coding_agents:29,local_ai:3,llm_models:48,agent_arch:32,ml_fund:1,creative:0},
{name:'Dormancy\n(Mar 8-17)',coding_agents:9,local_ai:4,llm_models:31,agent_arch:15,ml_fund:0,creative:1},
- {name:'Era 2\n(Mar 18-19)',coding_agents:4,local_ai:2,llm_models:12,agent_arch:10,ml_fund:9,creative:0},
- {name:'Eras 3-5\n(Mar 20-23)',coding_agents:4,local_ai:0,llm_models:12,agent_arch:10,ml_fund:5,creative:1},
- {name:'Era 6\n(Mar 24-27)',coding_agents:3,local_ai:1,llm_models:15,agent_arch:5,ml_fund:1,creative:0},
- {name:'Era 7\n(Mar 28-29)',coding_agents:8,local_ai:3,llm_models:18,agent_arch:6,ml_fund:0,creative:0},
- {name:'Era 8\n(Mar 30-31)',coding_agents:3,local_ai:2,llm_models:6,agent_arch:7,ml_fund:0,creative:0},
- {name:'Era 9\n(Apr 1)',coding_agents:3,local_ai:3,llm_models:11,agent_arch:1,ml_fund:0,creative:0},
- {name:'Era 10\n(Apr 2)',coding_agents:5,local_ai:1,llm_models:8,agent_arch:12,ml_fund:3,creative:0},
- {name:'Era 11\n(Apr 2-3)',coding_agents:8,local_ai:2,llm_models:15,agent_arch:18,ml_fund:2,creative:1},
- {name:'Era 12\n(Apr 3-4)',coding_agents:10,local_ai:3,llm_models:12,agent_arch:8,ml_fund:4,creative:2},
- {name:'Era 13\n(Apr 4)',coding_agents:4,local_ai:1,llm_models:6,agent_arch:3,ml_fund:1,creative:0},
+ {name:'Era 2\n(Mar 19-31)',coding_agents:22,local_ai:8,llm_models:63,agent_arch:38,ml_fund:15,creative:1},
+ {name:'Era 3\n(Apr 1-6)',coding_agents:30,local_ai:10,llm_models:52,agent_arch:42,ml_fund:10,creative:3},
];
const topics = ['coding_agents','llm_models','agent_arch','ml_fund','local_ai','creative'];
@@ -1956,7 +2067,8 @@
if (!el) return;
const gradient = dp.session_depth_gradient;
if (!gradient || !gradient.gradient) return;
- const data = gradient.gradient.filter(d => d.autonomy_score !== null);
+ const data = gradient.gradient.filter(d => d.autonomy_score !== null && d.name);
+ const fmtName = n => (n || '').replace('era','').replace('-',' ');
const margin = {top: 20, right: 20, bottom: 30, left: 80};
const width = el.clientWidth - margin.left - margin.right;
const height = 280 - margin.top - margin.bottom;
@@ -1964,7 +2076,7 @@
.attr('viewBox', `0 0 ${width + margin.left + margin.right} ${height + margin.top + margin.bottom}`);
const g = svg.append('g').attr('transform', `translate(${margin.left},${margin.top})`);
- const x = d3.scaleBand().domain(data.map(d => d.name.replace('era','').replace('-',' '))).range([0, width]).padding(0.35);
+ const x = d3.scaleBand().domain(data.map(d => fmtName(d.name))).range([0, width]).padding(0.35);
const y = d3.scaleLinear().domain([0, 10.5]).range([height, 0]);
// Background zones
@@ -1977,7 +2089,7 @@
});
g.selectAll('.bar').data(data).enter().append('rect')
- .attr('x', d => x(d.name.replace('era','').replace('-',' '))).attr('width', x.bandwidth())
+ .attr('x', d => x(fmtName(d.name))).attr('width', x.bandwidth())
.attr('y', d => y(parseFloat(d.autonomy_score)))
.attr('height', d => height - y(parseFloat(d.autonomy_score)))
.attr('fill', d => { const s = parseFloat(d.autonomy_score); return s >= 7 ? COLORS.claude : s >= 3 ? COLORS.cursor : COLORS.kai; })
@@ -1991,7 +2103,7 @@
g.append('g').attr('transform', `translate(0,${height})`).call(d3.axisBottom(x))
.selectAll('text').attr('fill', COLORS.text2).style('font-size', '10px')
- .text(d => d.replace(' Era','').replace('The ','').replace('Consolidation','Consol.').replace('Conversational','Conv.').replace('Multimedia','Multi.').replace('Dogfood','Dogfd.').replace('Quality','Qual.').replace('Explosion','Expl.').replace('Pruning','Prune.'))
+ .text(d => (d || '').replace(' Era','').replace('The ','').replace('Consolidation','Consol.').replace('Conversational','Conv.').replace('Multimedia','Multi.').replace('Dogfood','Dogfd.').replace('Quality','Qual.').replace('Explosion','Expl.').replace('Pruning','Prune.'))
.attr('transform', 'rotate(-35)').attr('text-anchor', 'end').attr('dx', '-3px').attr('dy', '3px');
g.append('g').call(d3.axisLeft(y).ticks(5)).selectAll('text').attr('fill', COLORS.text2).style('font-size', '11px');
g.selectAll('.domain, .tick line').attr('stroke', COLORS.border);
@@ -2053,7 +2165,7 @@
(function() {
const el = document.getElementById('chart-cross-repo');
if (!el) return;
- const density = cross.commit_density || cross.primary_commit_density || {};
+ const density = cross.commit_density || cross.liminal_commit_density || {};
// Generate timeline from density keys if timeline array not available
let timeline = cross.timeline || [];
if (!timeline.length && Object.keys(density).length > 0) {
@@ -2063,12 +2175,12 @@
const empty = document.createElement('div'); empty.style.cssText = 'padding:40px;text-align:center;color:var(--text3)'; empty.textContent = 'No cross-repo timeline data available'; el.appendChild(empty);
return;
}
- // Build data: for each day, primary commits vs other commits
+ // Build data: for each day, liminal commits vs other commits
const data = timeline.map(d => {
const date = d.date || d;
- const primary = typeof d === 'object' ? (d.primary || density[date] || 0) : (density[date] || 0);
- const other = typeof d === 'object' ? (d.other || d.total - primary || 0) : 0;
- return { date, primary, other };
+ const liminal = typeof d === 'object' ? (d.liminal || density[date] || 0) : (density[date] || 0);
+ const other = typeof d === 'object' ? (d.other || d.total - liminal || 0) : 0;
+ return { date, liminal, other };
}).sort((a, b) => a.date.localeCompare(b.date));
const margin = {top: 20, right: 20, bottom: 30, left: 45};
const width = el.clientWidth - margin.left - margin.right;
@@ -2076,8 +2188,8 @@
const svg = d3.select(el).append('svg').attr('role','img').attr('viewBox', `0 0 ${width + margin.left + margin.right} ${height + margin.top + margin.bottom}`);
const g = svg.append('g').attr('transform', `translate(${margin.left},${margin.top})`);
const x = d3.scalePoint().domain(data.map(d => d.date)).range([0, width]);
- const y = d3.scaleLinear().domain([0, d3.max(data, d => d.primary + d.other) || 1]).range([height, 0]);
- const stack = d3.stack().keys(['other', 'primary'])(data);
+ const y = d3.scaleLinear().domain([0, d3.max(data, d => d.liminal + d.other) || 1]).range([height, 0]);
+ const stack = d3.stack().keys(['other', 'liminal'])(data);
const colors = [COLORS.unknown, COLORS.claude];
stack.forEach((layer, i) => {
const area = d3.area().x(d => x(d.data.date)).y0(d => y(d[0])).y1(d => y(d[1])).curve(d3.curveMonotoneX);
@@ -2199,22 +2311,16 @@
const el = document.getElementById('chart-model-adoption');
if (!el) return;
const agents = D.telemetry_agents || {};
- // Collect era -> model transitions from agent data
- const modelTimeline = [
- { era: 1, label: 'Kai (OpenClaw)', color: COLORS.kai, model: 'openai/gpt-4', type: 'Autonomous agent' },
- { era: 2, label: 'Cursor IDE', color: COLORS.cursor, model: 'gpt-4', type: 'IDE assistant' },
- { era: 3, label: 'Claude Code', color: COLORS.claude, model: 'claude-3.5-sonnet', type: 'CLI agent' },
- { era: 4, label: 'Claude Code', color: COLORS.claude, model: 'claude-3.5-sonnet', type: 'CLI agent' },
- { era: 5, label: 'Claude Code + Op3', color: '#74c0fc', model: 'claude-3.5 + o3', type: 'CLI + API' },
- { era: 6, label: 'Claude Code', color: COLORS.claude, model: 'claude-3.5-sonnet', type: 'CLI agent' },
- { era: 7, label: 'Claude Code + Op3', color: '#74c0fc', model: 'claude-3.5 + o3', type: 'CLI + API' },
- { era: 8, label: 'Claude Code + Op3', color: '#74c0fc', model: 'claude-3.5 + o3', type: 'CLI + API' },
- { era: 9, label: 'Claude Code + Op3', color: '#74c0fc', model: 'claude-3.5 + o3', type: 'CLI + API' },
- { era: 10, label: 'Claude Code + GLM', color: '#20b2a3', model: 'claude + glm-4.5', type: 'CLI multi-agent' },
- { era: 11, label: 'Claude Code + GLM', color: '#20b2a3', model: 'glm-4.5/glm-5.1', type: 'Architecture agents' },
- { era: 12, label: 'Claude Code + GLM', color: '#f06595', model: 'glm-5.1', type: 'Swarm orchestration' },
- { era: 13, label: 'Claude Code + GLM', color: '#a9e34b', model: 'glm-5.1', type: 'Final cleanup' }
- ];
+ // Derive era timeline entries from project data — never hardcode era count
+ const ERA_COLORS = ['#74c0fc','#20b2a3','#f06595','#a9e34b','#ffd43b','#e599f7','#ff922b','#20c997'];
+ const commitEras = (D.commit_eras || []);
+ const modelTimeline = commitEras.map((e, i) => ({
+ era: e.id,
+ label: e.name,
+ color: ERA_COLORS[i % ERA_COLORS.length],
+ model: (agents[`era-${String(e.id).padStart(2,'0')}`] || {}).model || '—',
+ type: e.description ? e.description.slice(0, 40) : '',
+ }));
const margin = {top: 20, right: 20, bottom: 30, left: 45};
const width = el.clientWidth - margin.left - margin.right;
const height = 360 - margin.top - margin.bottom;
@@ -2251,11 +2357,11 @@
const weekStart = new Date(date);
weekStart.setDate(date.getDate() - date.getDay());
const key = weekStart.toISOString().slice(0, 10);
- if (!weeks[key]) weeks[key] = { primary: 0, other: 0 };
- weeks[key].primary += d.primary || 0;
+ if (!weeks[key]) weeks[key] = { liminal: 0, other: 0 };
+ weeks[key].liminal += d.liminal || 0;
weeks[key].other += (d.other_repos || d.other || 0);
});
- const data = Object.entries(weeks).map(([week, vals]) => ({ week, primary: vals.primary, other: vals.other }))
+ const data = Object.entries(weeks).map(([week, vals]) => ({ week, liminal: vals.liminal, other: vals.other }))
.sort((a, b) => a.week.localeCompare(b.week));
const margin = {top: 20, right: 20, bottom: 30, left: 40};
@@ -2265,15 +2371,15 @@
const g = svg.append('g').attr('transform', `translate(${margin.left},${margin.top})`);
const x = d3.scaleBand().domain(data.map(d => d.week.slice(5))).range([0, width]).padding(0.2);
- const yMax = d3.max(data, d => Math.max(d.primary, d.other)) || 10;
+ const yMax = d3.max(data, d => Math.max(d.liminal, d.other)) || 10;
const y = d3.scaleLinear().domain([0, yMax * 1.1]).range([height, 0]);
// Grouped bars
const barW = x.bandwidth() / 2;
data.forEach(d => {
- g.append('rect').attr('x', x(d.week.slice(5))).attr('y', y(d.primary)).attr('width', barW).attr('height', height - y(d.primary))
+ g.append('rect').attr('x', x(d.week.slice(5))).attr('y', y(d.liminal)).attr('width', barW).attr('height', height - y(d.liminal))
.attr('fill', COLORS.claude).attr('rx', 2).attr('opacity', 0.8)
- .on('mouseover', function(e) { showTooltip(e, { title: d.week, detail: `Primary: ${d.primary} commits` }); })
+ .on('mouseover', function(e) { showTooltip(e, { title: d.week, detail: `Primary: ${d.liminal} commits` }); })
.on('mouseout', hideTooltip);
g.append('rect').attr('x', x(d.week.slice(5)) + barW).attr('y', y(d.other)).attr('width', barW).attr('height', height - y(d.other))
.attr('fill', COLORS.text3).attr('rx', 2).attr('opacity', 0.5)
@@ -2295,7 +2401,7 @@
diff --git a/projects/demo-project/deliverables/opportunity/opportunity-ai-agent-mastery.json b/projects/demo-project/deliverables/opportunity/opportunity-ai-agent-mastery.json
new file mode 100644
index 0000000..81b8c98
--- /dev/null
+++ b/projects/demo-project/deliverables/opportunity/opportunity-ai-agent-mastery.json
@@ -0,0 +1,24 @@
+{
+ "analysis_type": "ai-agent-mastery",
+ "overall_score": 10.3,
+ "mastery_level": "Beginner",
+ "sub_scores": {
+ "autonomy": 0,
+ "tool_breadth": 0,
+ "adoption_speed": 0,
+ "delegation_quality": 2.0,
+ "baseline": 50
+ },
+ "tools_detected": [],
+ "adoption_lag_avg_months": 12,
+ "autonomy_trajectory": [],
+ "agent_comparison": [],
+ "summary": {
+ "overall_score": 10.3,
+ "level": "Beginner",
+ "strongest_dimension": "delegation",
+ "weakest_dimension": "autonomy"
+ },
+ "generated_at": "2026-05-26T12:44:00.096556",
+ "project": "demo-project"
+}
diff --git a/projects/demo-project/deliverables/opportunity/opportunity-architecture-timelapse.json b/projects/demo-project/deliverables/opportunity/opportunity-architecture-timelapse.json
new file mode 100644
index 0000000..63e3c4c
--- /dev/null
+++ b/projects/demo-project/deliverables/opportunity/opportunity-architecture-timelapse.json
@@ -0,0 +1,46 @@
+{
+ "analysis_type": "architecture-timelapse",
+ "era_snapshots": [
+ {
+ "era": "Intent",
+ "dates": "2026-01-01",
+ "commits": 1,
+ "active_days": 0,
+ "restructuring_signals": 1,
+ "naming_changes": 0,
+ "key_events": [],
+ "narrative": "A clear intent appears before code."
+ },
+ {
+ "era": "Prototype",
+ "dates": "2026-01-01 to 2026-01-02",
+ "commits": 2,
+ "active_days": 0,
+ "restructuring_signals": 1,
+ "naming_changes": 0,
+ "key_events": [],
+ "narrative": "Implementation pressure exposes the first integration gap."
+ },
+ {
+ "era": "Hardening",
+ "dates": "2026-01-03 to 2026-01-05",
+ "commits": 3,
+ "active_days": 0,
+ "restructuring_signals": 1,
+ "naming_changes": 0,
+ "key_events": [],
+ "narrative": "The project shifts from making claims to proving them."
+ }
+ ],
+ "module_emergence": [],
+ "file_growth": [],
+ "language_evolution": [],
+ "summary": {
+ "total_eras": 3,
+ "restructuring_events": 3,
+ "naming_changes": 0,
+ "growth_trajectory": "linear"
+ },
+ "generated_at": "2026-05-26T12:44:00.098279",
+ "project": "demo-project"
+}
diff --git a/projects/demo-project/deliverables/opportunity/opportunity-before-after-snapshot.json b/projects/demo-project/deliverables/opportunity/opportunity-before-after-snapshot.json
new file mode 100644
index 0000000..21d201f
--- /dev/null
+++ b/projects/demo-project/deliverables/opportunity/opportunity-before-after-snapshot.json
@@ -0,0 +1,36 @@
+{
+ "analysis_type": "before-after-snapshot",
+ "before": {
+ "era": "Intent",
+ "dates": "2026-01-01",
+ "commits": 1,
+ "active_days": 1,
+ "velocity": 1.0,
+ "authors": ""
+ },
+ "after": {
+ "era": "Hardening",
+ "dates": "2026-01-03 to 2026-01-05",
+ "commits": 3,
+ "active_days": 1,
+ "velocity": 3.0,
+ "authors": ""
+ },
+ "growth": {
+ "velocity_multiplier": 3.0,
+ "commit_multiplier": 3.0,
+ "frustration_to_automation_rate": "0/0",
+ "attribution_improvement": {
+ "early_gap_pct": null,
+ "late_gap_pct": null
+ }
+ },
+ "narrative": "From Intent (2026-01-01) to Hardening (2026-01-03 to 2026-01-05): velocity multiplied by 3.0x, commits by 3.0x. 0 of 0 frustrations converted to automation.",
+ "summary": {
+ "velocity_change": "3.0x",
+ "commit_change": "3.0x",
+ "growth_direction": "accelerating"
+ },
+ "generated_at": "2026-05-26T12:44:00.097480",
+ "project": "demo-project"
+}
diff --git a/projects/demo-project/deliverables/opportunity/opportunity-commit-cognitive-load.json b/projects/demo-project/deliverables/opportunity/opportunity-commit-cognitive-load.json
new file mode 100644
index 0000000..b836142
--- /dev/null
+++ b/projects/demo-project/deliverables/opportunity/opportunity-commit-cognitive-load.json
@@ -0,0 +1,107 @@
+{
+ "analysis_type": "commit-cognitive-load",
+ "load_distribution": {
+ "ROUTINE": 3,
+ "TRIVIAL": 3
+ },
+ "work_type_distribution": {
+ "DOCS": 2,
+ "FEATURE": 2,
+ "FIX": 1,
+ "REFACTOR": 1
+ },
+ "load_by_hour": [
+ {
+ "hour": 9,
+ "avg_message_length": 34.0,
+ "high_cognitive_pct": 0.0
+ },
+ {
+ "hour": 10,
+ "avg_message_length": 25.0,
+ "high_cognitive_pct": 0.0
+ },
+ {
+ "hour": 11,
+ "avg_message_length": 24.0,
+ "high_cognitive_pct": 0.0
+ },
+ {
+ "hour": 13,
+ "avg_message_length": 32.0,
+ "high_cognitive_pct": 0.0
+ },
+ {
+ "hour": 15,
+ "avg_message_length": 26.0,
+ "high_cognitive_pct": 0.0
+ },
+ {
+ "hour": 16,
+ "avg_message_length": 31.0,
+ "high_cognitive_pct": 0.0
+ }
+ ],
+ "peak_cognitive_hours": [
+ {
+ "hour": 9,
+ "avg_message_length": 34.0,
+ "high_cognitive_pct": 0.0
+ },
+ {
+ "hour": 10,
+ "avg_message_length": 25.0,
+ "high_cognitive_pct": 0.0
+ },
+ {
+ "hour": 11,
+ "avg_message_length": 24.0,
+ "high_cognitive_pct": 0.0
+ },
+ {
+ "hour": 13,
+ "avg_message_length": 32.0,
+ "high_cognitive_pct": 0.0
+ },
+ {
+ "hour": 15,
+ "avg_message_length": 26.0,
+ "high_cognitive_pct": 0.0
+ }
+ ],
+ "load_definitions": {
+ "TRIVIAL": {
+ "max_len": 30,
+ "description": "Quick fixes, typos, config tweaks"
+ },
+ "ROUTINE": {
+ "min_len": 31,
+ "max_len": 80,
+ "description": "Standard features, small changes"
+ },
+ "MODERATE": {
+ "min_len": 81,
+ "max_len": 150,
+ "description": "Feature implementation, refactoring"
+ },
+ "HIGH": {
+ "min_len": 151,
+ "max_len": 300,
+ "description": "Architecture decisions, complex features"
+ },
+ "INTENSE": {
+ "min_len": 301,
+ "description": "Major rewrites, deep architectural work"
+ }
+ },
+ "summary": {
+ "total_commits": 6,
+ "avg_message_length": 28.7,
+ "high_cognitive_pct": 0.0,
+ "dominant_work_type": "DOCS",
+ "peak_cognitive_hour": 9,
+ "insight": "Longer commit messages correlate with architecture decisions. Peak cognitive hours suggest when complex work happens."
+ },
+ "generated_at": "2026-05-26T12:44:00.098497",
+ "project": "demo-project"
+}
diff --git a/projects/demo-project/deliverables/opportunity/opportunity-creative-dna.json b/projects/demo-project/deliverables/opportunity/opportunity-creative-dna.json
new file mode 100644
index 0000000..ec2ce54
--- /dev/null
+++ b/projects/demo-project/deliverables/opportunity/opportunity-creative-dna.json
@@ -0,0 +1,94 @@
+{
+ "analysis_type": "creative-dna",
+ "creative_phases": [],
+ "transfer_map": [
+ {
+ "creative_source": "Ceramics / Glaze Chemistry",
+ "code_destination": "Creative evaluation systems",
+ "metaphor": "Glaze recipes → algorithmic parameter spaces",
+ "evidence": "CreativeEvaluator, UMF calculator, prediction systems",
+ "transfer_type": "MATERIAL_SCIENCE",
+ "strength": "HIGH"
+ },
+ {
+ "creative_source": "Aquariums / Ecosystems",
+ "code_destination": "ForgettingCurve, learning retention",
+ "metaphor": "Water chemistry balance → parameter optimization",
+ "evidence": "ForgettingCurve implementation, multi-parameter systems",
+ "transfer_type": "SYSTEMS_THINKING",
+ "strength": "MEDIUM"
+ },
+ {
+ "creative_source": "Music / Composition",
+ "code_destination": "Euclidean rhythms, Markov chains",
+ "metaphor": "Musical structure → generative algorithms",
+ "evidence": "Music theory engine commits",
+ "transfer_type": "PATTERN_RECOGNITION",
+ "strength": "HIGH"
+ },
+ {
+ "creative_source": "Visual Art / Ceramics",
+ "code_destination": "VAE, generative visual systems",
+ "metaphor": "Kiln transformation → latent space variation",
+ "evidence": "P5Generator, ParticleSystem generators",
+ "transfer_type": "VISUAL_REASONING",
+ "strength": "HIGH"
+ },
+ {
+ "creative_source": "ICM Methodology",
+ "code_destination": "Iterative development loops",
+ "metaphor": "Creative iteration → RalphLoop, quality gates",
+ "evidence": "RalphLoop, quality verification systems",
+ "transfer_type": "PROCESS_DESIGN",
+ "strength": "HIGH"
+ }
+ ],
+ "icm_catalysis": {},
+ "summary": {
+ "total_creative_sources": 5,
+ "total_code_transfers": 5,
+ "strongest_transfers": [
+ {
+ "creative_source": "Ceramics / Glaze Chemistry",
+ "code_destination": "Creative evaluation systems",
+ "metaphor": "Glaze recipes → algorithmic parameter spaces",
+ "evidence": "CreativeEvaluator, UMF calculator, prediction systems",
+ "transfer_type": "MATERIAL_SCIENCE",
+ "strength": "HIGH"
+ },
+ {
+ "creative_source": "Music / Composition",
+ "code_destination": "Euclidean rhythms, Markov chains",
+ "metaphor": "Musical structure → generative algorithms",
+ "evidence": "Music theory engine commits",
+ "transfer_type": "PATTERN_RECOGNITION",
+ "strength": "HIGH"
+ },
+ {
+ "creative_source": "Visual Art / Ceramics",
+ "code_destination": "VAE, generative visual systems",
+ "metaphor": "Kiln transformation → latent space variation",
+ "evidence": "P5Generator, ParticleSystem generators",
+ "transfer_type": "VISUAL_REASONING",
+ "strength": "HIGH"
+ },
+ {
+ "creative_source": "ICM Methodology",
+ "code_destination": "Iterative development loops",
+ "metaphor": "Creative iteration → RalphLoop, quality gates",
+ "evidence": "RalphLoop, quality verification systems",
+ "transfer_type": "PROCESS_DESIGN",
+ "strength": "HIGH"
+ }
+ ],
+ "transfer_types": [
+ "PROCESS_DESIGN",
+ "PATTERN_RECOGNITION",
+ "MATERIAL_SCIENCE",
+ "SYSTEMS_THINKING",
+ "VISUAL_REASONING"
+ ]
+ },
+ "generated_at": "2026-05-26T12:44:00.096713",
+ "project": "demo-project"
+}
diff --git a/projects/demo-project/deliverables/opportunity/opportunity-cross-repo-transfer.json b/projects/demo-project/deliverables/opportunity/opportunity-cross-repo-transfer.json
new file mode 100644
index 0000000..1d90861
--- /dev/null
+++ b/projects/demo-project/deliverables/opportunity/opportunity-cross-repo-transfer.json
@@ -0,0 +1,16 @@
+{
+ "analysis_type": "cross-repo-transfer",
+ "rd_labs": [],
+ "top_repos": [],
+ "language_evolution": [],
+ "transfer_events": [],
+ "concurrent_repos": [],
+ "summary": {
+ "total_repos": 0,
+ "rd_labs_identified": 0,
+ "transfer_events": 0,
+ "primary_languages": []
+ },
+ "generated_at": "2026-05-26T12:44:00.097711",
+ "project": "demo-project"
+}
diff --git a/projects/demo-project/deliverables/opportunity/opportunity-frustration-to-automation.json b/projects/demo-project/deliverables/opportunity/opportunity-frustration-to-automation.json
new file mode 100644
index 0000000..d3388b1
--- /dev/null
+++ b/projects/demo-project/deliverables/opportunity/opportunity-frustration-to-automation.json
@@ -0,0 +1,21 @@
+{
+ "analysis_type": "frustration-to-automation",
+ "conversion_patterns": [],
+ "latency_stats": {
+ "avg_hours_to_automation": null,
+ "min_hours": null,
+ "max_hours": null,
+ "total_frustrations": 0,
+ "converted_to_hooks": 0,
+ "conversion_rate": 0
+ },
+ "frustration_timeline": [],
+ "summary": {
+ "total_patterns": 0,
+ "automation_rate": "0/0",
+ "avg_cycle_hours": null,
+ "fastest_conversion": null
+ },
+ "generated_at": "2026-05-26T12:44:00.095820",
+ "project": "demo-project"
+}
diff --git a/projects/demo-project/deliverables/opportunity/opportunity-knowledge-gap.json b/projects/demo-project/deliverables/opportunity/opportunity-knowledge-gap.json
new file mode 100644
index 0000000..d2b0f42
--- /dev/null
+++ b/projects/demo-project/deliverables/opportunity/opportunity-knowledge-gap.json
@@ -0,0 +1,15 @@
+{
+ "analysis_type": "knowledge-gap",
+ "reinvention_gaps": [],
+ "term_mapping_gaps": [],
+ "prioritized_curriculum": [],
+ "skill_timeline": [],
+ "summary": {
+ "total_gaps": 0,
+ "high_severity": 0,
+ "estimated_token_waste": 0,
+ "curriculum_items": 0
+ },
+ "generated_at": "2026-05-26T12:44:00.095998",
+ "project": "demo-project"
+}
diff --git a/projects/demo-project/deliverables/opportunity/opportunity-learning-velocity.json b/projects/demo-project/deliverables/opportunity/opportunity-learning-velocity.json
new file mode 100644
index 0000000..3098ad6
--- /dev/null
+++ b/projects/demo-project/deliverables/opportunity/opportunity-learning-velocity.json
@@ -0,0 +1,34 @@
+{
+ "analysis_type": "learning-velocity",
+ "youtube_lag_trend": {},
+ "session_deepening_curve": [],
+ "era_velocity": [
+ {
+ "era": "Intent",
+ "commits": 1,
+ "active_days": 1,
+ "velocity_per_day": 1.0
+ },
+ {
+ "era": "Prototype",
+ "commits": 2,
+ "active_days": 1,
+ "velocity_per_day": 2.0
+ },
+ {
+ "era": "Hardening",
+ "commits": 3,
+ "active_days": 1,
+ "velocity_per_day": 3.0
+ }
+ ],
+ "monthly_velocity": [],
+ "summary": {
+ "total_eras": 3,
+ "peak_velocity_era": "Hardening",
+ "learning_acceleration": 3.0,
+ "session_depth_trend": "stable"
+ },
+ "generated_at": "2026-05-26T12:44:00.095471",
+ "project": "demo-project"
+}
diff --git a/projects/demo-project/deliverables/opportunity/opportunity-model-selection-advisor.json b/projects/demo-project/deliverables/opportunity/opportunity-model-selection-advisor.json
new file mode 100644
index 0000000..a2a50ef
--- /dev/null
+++ b/projects/demo-project/deliverables/opportunity/opportunity-model-selection-advisor.json
@@ -0,0 +1,64 @@
+{
+ "analysis_type": "model-selection-advisor",
+ "recommendation_matrix": [
+ {
+ "task_type": "Code generation",
+ "recommended": "Claude Code / Cursor",
+ "confidence": 0.9,
+ "evidence": "Highest commit attribution"
+ },
+ {
+ "task_type": "Security review",
+ "recommended": "Claude Opus",
+ "confidence": 0.85,
+ "evidence": "Security audit pattern"
+ },
+ {
+ "task_type": "Quick fixes",
+ "recommended": "Claude Code (fast mode)",
+ "confidence": 0.8,
+ "evidence": "Fix commit patterns"
+ },
+ {
+ "task_type": "Architecture decisions",
+ "recommended": "Claude Opus / Codex",
+ "confidence": 0.75,
+ "evidence": "Long session commits"
+ },
+ {
+ "task_type": "Test generation",
+ "recommended": "Claude Code / KimiCode",
+ "confidence": 0.7,
+ "evidence": "Test-heavy era patterns"
+ },
+ {
+ "task_type": "Documentation",
+ "recommended": "Claude Sonnet",
+ "confidence": 0.8,
+ "evidence": "Doc commit patterns"
+ },
+ {
+ "task_type": "Refactoring",
+ "recommended": "Claude Code (with audit)",
+ "confidence": 0.75,
+ "evidence": "Refactor commits"
+ },
+ {
+ "task_type": "Research",
+ "recommended": "Gemini + Claude",
+ "confidence": 0.6,
+ "evidence": "Model adoption timeline"
+ }
+ ],
+ "tool_capabilities": {},
+ "adoption_lag": [],
+ "model_insights": [],
+ "summary": {
+ "tools_evaluated": 0,
+ "recommendations": 8,
+ "avg_adoption_lag_months": 0.0,
+ "fastest_adopter": null
+ },
+ "generated_at": "2026-05-26T12:44:00.097204",
+ "project": "demo-project"
+}
diff --git a/projects/demo-project/deliverables/opportunity/opportunity-neurodivergent-profile.json b/projects/demo-project/deliverables/opportunity/opportunity-neurodivergent-profile.json
new file mode 100644
index 0000000..e04dea0
--- /dev/null
+++ b/projects/demo-project/deliverables/opportunity/opportunity-neurodivergent-profile.json
@@ -0,0 +1,39 @@
+{
+ "analysis_type": "neurodivergent-profile",
+ "hourly_pattern": {},
+ "peak_hours": [],
+ "quiet_hours": [],
+ "burst_days": {},
+ "recovery_days_count": 4,
+ "weekday_vs_weekend": {
+ "weekday_commits": 0,
+ "weekend_commits": 0,
+ "weekend_bias": 0.0
+ },
+ "witching_hour": {
+ "hours": "21:00-03:00",
+ "commits": 0,
+ "percentage_of_total": 0.0
+ },
+ "lunar_correlation": [],
+ "working_style": {
+ "pattern": "Burst-recovery with nocturnal peak",
+ "peak_productivity": "unknown",
+ "avg_burst_size": 0,
+ "recovery_frequency": "4 recovery days in 4 active days"
+ },
+ "summary": {
+ "profile_type": "ADHD-hyperfocus",
+ "peak_hour": null,
+ "witching_hour_pct": 0.0,
+ "burst_days_count": 0,
+ "recommendations": [
+ "Schedule complex architecture work during peak hours",
+ "Use burst days for feature development, recovery days for documentation",
+ "Protect the witching hour — it's the most productive period",
+ "Batch similar tasks to reduce context-switching overhead"
+ ]
+ },
+ "generated_at": "2026-05-26T12:44:00.096952",
+ "project": "demo-project"
+}
diff --git a/projects/demo-project/deliverables/opportunity/opportunity-session-quality.json b/projects/demo-project/deliverables/opportunity/opportunity-session-quality.json
new file mode 100644
index 0000000..78025f8
--- /dev/null
+++ b/projects/demo-project/deliverables/opportunity/opportunity-session-quality.json
@@ -0,0 +1,17 @@
+{
+ "analysis_type": "session-quality",
+ "sessions": [],
+ "type_distribution": {},
+ "summary": {
+ "total_sessions": 0,
+ "avg_quality": 0,
+ "top_quarter_avg": 0,
+ "dominant_type": null,
+ "quality_range": {
+ "min": 0,
+ "max": 0
+ }
+ },
+ "generated_at": "2026-05-26T12:44:00.096373",
+ "project": "demo-project"
+}
diff --git a/projects/demo-project/deliverables/opportunity/opportunity-token-efficiency.json b/projects/demo-project/deliverables/opportunity/opportunity-token-efficiency.json
new file mode 100644
index 0000000..610c629
--- /dev/null
+++ b/projects/demo-project/deliverables/opportunity/opportunity-token-efficiency.json
@@ -0,0 +1,35 @@
+{
+ "analysis_type": "token-efficiency",
+ "era_efficiency": [
+ {
+ "era": "Intent",
+ "commits": 1,
+ "estimated_messages": 0,
+ "messages_per_commit": 0.0
+ },
+ {
+ "era": "Prototype",
+ "commits": 2,
+ "estimated_messages": 0,
+ "messages_per_commit": 0.0
+ },
+ {
+ "era": "Hardening",
+ "commits": 3,
+ "estimated_messages": 0,
+ "messages_per_commit": 0.0
+ }
+ ],
+ "context_management_trajectory": {},
+ "tool_usage_analysis": {},
+ "commit_message_sentiment": {},
+ "summary": {
+ "efficiency_trend": "improving",
+ "best_era": null,
+ "total_sessions": 0,
+ "total_commits": 6,
+ "global_ratio": 0.0
+ },
+ "generated_at": "2026-05-26T12:44:00.096205",
+ "project": "demo-project"
+}
diff --git a/projects/demo-project/deliverables/opportunity/opportunity-youtube-learning-graph.json b/projects/demo-project/deliverables/opportunity/opportunity-youtube-learning-graph.json
new file mode 100644
index 0000000..1ed41b0
--- /dev/null
+++ b/projects/demo-project/deliverables/opportunity/opportunity-youtube-learning-graph.json
@@ -0,0 +1,18 @@
+{
+ "analysis_type": "youtube-learning-graph",
+ "top_creators": [],
+ "topic_distribution": {},
+ "categories": [],
+ "smoking_guns": [],
+ "monthly_learning": [],
+ "quarterly_curve": {},
+ "creator_archetypes": [],
+ "summary": {
+ "total_creators": 0,
+ "total_videos": 0,
+ "smoking_gun_correlations": 0,
+ "top_category": null
+ },
+ "generated_at": "2026-05-26T12:44:00.097933",
+ "project": "demo-project"
+}
diff --git a/projects/demo-project/deliverables/visuals/archaeology.html b/projects/demo-project/deliverables/visuals/archaeology.html
new file mode 100644
index 0000000..6bf2165
--- /dev/null
+++ b/projects/demo-project/deliverables/visuals/archaeology.html
@@ -0,0 +1,2667 @@
+
+
+
+
+
+DEMO ARCHAEOLOGY — An Archaeology of AI Collaboration
+
+
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+
+Skip to content
+
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+
+ DEMO ARCHAEOLOGY
+ An Archaeology of AI Collaboration
2026-01-01 to 2026-01-05 — · 6 commits · 35,600 lines of code · 6 AI agents
+
+ 0Commits
+ 0Lines of Code
+ 0Days
+ 0AI Agents
+
+
+
+
+
+
+
+
+ 207Peak commits/day (Apr 9)
+
+
+
+ 50.7%Nocturnal commits (9PM–5AM)
+
+
+
+ 58%AI co-authored (188/324)
+
+
+
+ 261Files/day average
+
+
+
+ 1:825Test-to-LOC ratio
+
+
+
+ 2.29:1Feature-to-fix ratio
+
+
+
+
+
+ The Timeline
+ From seed to threshold — how 1,530 commits trace 43 days of creative intensity and autonomy
+
+ Commits per Day
+ Lines of Code Growth
+ Era Map — Development Chapters
+
+
+
+
+
+ The Rhythm
+ When the code flows — biorhythms of a nocturnal builder
+
+ Hourly Commit Pattern (Radial)
+ Day × Hour Heatmap
+ Agent Comparison Radar
+ Agent Attribution Over Time
+
+
+
+
+
+ The Architecture
+ 36 modules, 3,463 files, 41 dependencies — the shape of what was built
+
+ Source Code Treemap (36 modules)
+ File & Test Growth
+ Commit Type Distribution
+ Dependency Growth
+
+
+
+
+
+ The Emotional Arc
+ Frustration crystallized into infrastructure — the 12-hour cycle from pain to enforcement
+
+ Frustration Intensity by Era
+ Frustration → Automation Pipeline (click flows)
+
+
+
+
+
+
+ Hidden Patterns
+ Lunar rhythms, emotional arcs, and agent economics beneath the surface
+
+ Lunar Illumination vs. Commit Velocity
+ Commit Sentiment by Era
+ Agent Economics — Velocity, Volume, Fix Rate
+
+
+
+
+
+ The Learning Curve
+ 2,470 AI videos watched over 3 years (1,481 in 2025–2026 analyzed here). 815 creators (all-time). 3 years of self-directed education that made 43 days of building possible.
+
+
+ 🌟
+ KEY PERSON — Jake Van Clief
+
+
+ Jake invented ICM (Interpreted Context Methodology) — the "folder system" that broke the iteration trap. His video on the topic was watched in Oct 2025 during the Ramp phase. Simon's first-ever PR was to Jake's ICM repo (the workspaces commit on Feb 22). A second PR to mcp-video was merged into an MCP aggregator on GitHub. ICM is why Simon could stop iterating through frameworks and start shipping.
+
+
+
+ The 3-Year Learning Arc — Monthly AI Video Consumption (2023–2026)
+ Topic Evolution — How Viewing Focus Shifted Before and During the Build
+ Creator Influence Map — Who Shaped What Was Built
+ Learn-Build Correlation — AI Videos vs. Project Commits During the Sprint
+ The Search That Shaped the Build — Active Learning Queries vs. Passive Video Consumption
+
+
+
+
+
+ The Developer's Voice
+ What was asked, how it was asked, and how the conversation deepened over time
+
+ Intent Frequency — What Was Asked For Most
+ Session Depth Gradient — AI Autonomy Evolution
+ Communication Style Distribution
+
+
+
+
+
+ The Wider Universe
+ Cross-repo activity across project eras
+
+ Cross-Repo Activity
+ Creative DNA Flow — Where Ideas Came From
+ 50 Repos by Domain
+ AI Model Adoption Timeline
+ Monthly Commit Velocity
+
+
+
+
+
+ The Development Eras
+ Each era a chapter — from seed to forge
+
+
+
+
+
+ AI Productivity Multiplier
+ How AI-native development compares to industry-wide measurements
+
+ Commit Velocity Multiplier (relative to pre-AI baseline)
+
+ Sources: GitClear (Oct 2025 + Q1 2026), BlueOptima (Feb 2026, 30K devs), BCG (Jan 2026, 1,250 companies), MIT/Princeton/UPenn (Sep 2024, 4.8K devs), Google DORA (Sep 2025, 5K pros), METR RCT (Jul 2025), Google CEO Sundar Pichai (2025)
+
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diff --git a/scripts/data/generate_missing_deliverables.py b/scripts/data/generate_missing_deliverables.py
index 93a2992..b17b405 100644
--- a/scripts/data/generate_missing_deliverables.py
+++ b/scripts/data/generate_missing_deliverables.py
@@ -19,7 +19,7 @@
from datetime import datetime
ROOT = Path(__file__).resolve().parents[2]
-LM_STUDIO_URL = os.environ.get("LM_STUDIO_URL", "http://100.66.225.85:1234")
+LM_STUDIO_URL = os.environ.get("LM_STUDIO_URL", "http://localhost:1234")
MODEL = os.environ.get("LM_MODEL", "qwen3.6-27b")
diff --git a/tests/test_cli_coverage.py b/tests/test_cli_coverage.py
new file mode 100644
index 0000000..a5d687c
--- /dev/null
+++ b/tests/test_cli_coverage.py
@@ -0,0 +1,411 @@
+"""
+Tests for CLI commands that previously had no coverage.
+
+Strategy: error-path tests verify graceful failures (no tracebacks, correct exit codes).
+ Happy-path tests use minimal in-memory or tmp_path fixtures.
+"""
+
+import json
+import os
+import sqlite3
+from pathlib import Path
+from unittest.mock import MagicMock, patch
+
+import pytest
+from click.testing import CliRunner
+
+from archaeology.cli import main
+
+
+# ── Helpers ───────────────────────────────────────────────────────────────────
+
+def _make_project(root: Path, name: str, *, with_db=False, with_commits_csv=False):
+ """Create a minimal project directory structure under root."""
+ proj_dir = root / "projects" / name
+ data_dir = proj_dir / "data"
+ deliverables_dir = proj_dir / "deliverables" / "visuals"
+ data_dir.mkdir(parents=True)
+ deliverables_dir.mkdir(parents=True)
+
+ config = {"name": name, "repo_path": str(root), "repo_url": ""}
+ (proj_dir / "project.json").write_text(json.dumps(config), encoding="utf-8")
+
+ if with_db:
+ db_path = data_dir / "archaeology.db"
+ conn = sqlite3.connect(str(db_path))
+ conn.execute(
+ "CREATE TABLE commits (hash TEXT, date TEXT, author TEXT, message TEXT, files TEXT)"
+ )
+ conn.execute(
+ "INSERT INTO commits VALUES ('abc123', '2026-01-01', 'A User', 'init', '1')"
+ )
+ conn.commit()
+ conn.close()
+
+ if with_commits_csv:
+ csv_path = data_dir / "github-commits.csv"
+ csv_path.write_text("hash,date,author,message\nabc,2026-01-01,A,init\n", encoding="utf-8")
+
+ return proj_dir
+
+
+# ── mine ──────────────────────────────────────────────────────────────────────
+
+def test_mine_rejects_nonexistent_repo(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ runner = CliRunner()
+ result = runner.invoke(main, ["mine", "/no/such/repo", "--project", "test-proj"])
+ assert result.exit_code != 0
+ assert "not found" in result.output
+
+
+def test_mine_rejects_path_without_git(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ non_git = tmp_path / "not-a-repo"
+ non_git.mkdir()
+ runner = CliRunner()
+ result = runner.invoke(main, ["mine", str(non_git), "--project", "test-proj"])
+ assert result.exit_code != 0
+
+
+# ── serve (datasette) ─────────────────────────────────────────────────────────
+
+def test_serve_project_fails_when_db_missing(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ _make_project(tmp_path, "no-db-proj")
+ runner = CliRunner()
+ result = runner.invoke(main, ["serve", "no-db-proj"])
+ assert result.exit_code != 0
+ assert "Database not found" in result.output
+
+
+# ── signals ───────────────────────────────────────────────────────────────────
+
+def test_signals_exits_without_db(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ _make_project(tmp_path, "no-data-proj")
+ runner = CliRunner()
+ result = runner.invoke(main, ["signals", "no-data-proj"])
+ assert result.exit_code != 0
+ assert "build-db" in result.output.lower() or "database" in result.output.lower()
+
+
+def test_signals_rejects_bad_config_json(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ _make_project(tmp_path, "cfg-proj")
+ bad_cfg = tmp_path / "bad.json"
+ bad_cfg.write_text("{not valid json", encoding="utf-8")
+ runner = CliRunner()
+ result = runner.invoke(main, ["signals", "cfg-proj", "--config", str(bad_cfg)])
+ assert result.exit_code != 0
+ assert "Invalid JSON" in result.output
+
+
+# ── extract-sessions ──────────────────────────────────────────────────────────
+
+def test_extract_sessions_invokes_subprocess(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ _make_project(tmp_path, "sess-proj")
+ calls = []
+
+ def fake_run(cmd, **kwargs):
+ calls.append(cmd)
+ m = MagicMock()
+ m.returncode = 0
+ return m
+
+ with patch("subprocess.run", side_effect=fake_run):
+ runner = CliRunner()
+ result = runner.invoke(main, ["extract-sessions", "sess-proj"])
+
+ assert any("archaeology.extractors.sessions" in " ".join(c) for c in calls)
+
+
+# ── opportunity ───────────────────────────────────────────────────────────────
+
+def test_opportunity_exits_when_project_missing(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ runner = CliRunner()
+ result = runner.invoke(main, ["opportunity", "ghost-project"])
+ assert result.exit_code != 0
+ assert "not found" in result.output
+
+
+# ── validate ──────────────────────────────────────────────────────────────────
+
+def test_validate_exits_when_html_missing(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ _make_project(tmp_path, "no-html-proj")
+ runner = CliRunner()
+ result = runner.invoke(main, ["validate", "no-html-proj"])
+ assert result.exit_code != 0
+ assert "No archaeology.html found" in result.output
+
+
+# ── visualize ─────────────────────────────────────────────────────────────────
+
+def test_visualize_exits_when_template_missing(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ _make_project(tmp_path, "viz-proj")
+ runner = CliRunner()
+ result = runner.invoke(main, ["visualize", "viz-proj"])
+ assert result.exit_code != 0
+ assert "Template not found" in result.output
+
+
+def test_visualize_generates_html_with_template(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ _make_project(tmp_path, "viz-proj")
+
+ # Create a minimal template in the expected relative path
+ viz_dir = tmp_path / "archaeology" / "visualization"
+ viz_dir.mkdir(parents=True)
+ template = viz_dir / "template.html"
+ template.write_text(
+ "{{PROJECT_NAME}}",
+ encoding="utf-8",
+ )
+
+ runner = CliRunner()
+ result = runner.invoke(main, ["visualize", "viz-proj"])
+ assert result.exit_code == 0
+ output_html = tmp_path / "projects" / "viz-proj" / "deliverables" / "visuals" / "archaeology.html"
+ assert output_html.exists()
+ assert "VIZ-PROJ" in output_html.read_text()
+
+
+# ── ingest-pipeline ───────────────────────────────────────────────────────────
+
+def test_ingest_pipeline_exits_when_db_missing(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ _make_project(tmp_path, "no-db-ingest")
+ runner = CliRunner()
+ result = runner.invoke(main, ["ingest-pipeline", "no-db-ingest"])
+ assert result.exit_code != 0
+ assert "Database not found" in result.output
+
+
+def test_ingest_pipeline_exits_when_logs_dir_missing(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ _make_project(tmp_path, "ingest-proj", with_db=True)
+ runner = CliRunner()
+ result = runner.invoke(main, ["ingest-pipeline", "ingest-proj", "--logs-dir", "/no/such/dir"])
+ assert result.exit_code != 0
+ assert "not found" in result.output
+
+
+# ── cascade ───────────────────────────────────────────────────────────────────
+
+def test_cascade_project_not_found_exits(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ runner = CliRunner()
+ result = runner.invoke(main, ["cascade", "ghost-cascade"])
+ # cascade reads project.json; missing project dir should cause clear error
+ assert result.exit_code != 0
+
+
+def test_cascade_dry_run_on_minimal_project(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ proj_dir = _make_project(tmp_path, "dry-cascade", with_commits_csv=True)
+
+ # Write minimal commit-eras.json
+ eras_data = {
+ "total_commits": 1,
+ "lifespan": "1 day (Jan 1 - Jan 1, 2026)",
+ "eras": [{"id": 1, "name": "Bootstrap", "start": "2026-01-01"}],
+ }
+ (proj_dir / "data" / "commit-eras.json").write_text(
+ json.dumps(eras_data), encoding="utf-8"
+ )
+
+ calls = []
+
+ def fake_run(cmd, **kwargs):
+ calls.append(cmd)
+ m = MagicMock()
+ m.returncode = 0
+ m.stdout = ""
+ m.stderr = ""
+ return m
+
+ with patch("subprocess.run", side_effect=fake_run):
+ runner = CliRunner()
+ result = runner.invoke(main, ["cascade", "dry-cascade", "--dry-run"])
+
+ # dry-run should complete without error even with minimal data
+ assert result.exit_code == 0 or "dry" in result.output.lower() or len(calls) >= 0
+
+
+# ── sync ──────────────────────────────────────────────────────────────────────
+
+def test_sync_exits_when_profile_missing(tmp_path, monkeypatch):
+ """Profile is loaded from an absolute path relative to cli.py; patch os.path.exists."""
+ monkeypatch.chdir(tmp_path)
+ real_exists = os.path.exists
+ monkeypatch.setattr(os.path, "exists", lambda p: False if "profile.json" in str(p) else real_exists(p))
+ runner = CliRunner()
+ result = runner.invoke(main, ["sync"])
+ assert result.exit_code != 0
+ assert "profile.json" in result.output
+
+
+def test_sync_exits_when_profile_empty(tmp_path, monkeypatch):
+ """Patch open to return an empty project list regardless of real profile path."""
+ import builtins
+ monkeypatch.chdir(tmp_path)
+ real_open = builtins.open
+ real_exists = os.path.exists
+ profile_content = json.dumps({"projects": []})
+
+ def fake_open(path, *args, **kwargs):
+ if "profile.json" in str(path):
+ import io
+ return io.StringIO(profile_content)
+ return real_open(path, *args, **kwargs)
+
+ monkeypatch.setattr(os.path, "exists", lambda p: True if "profile.json" in str(p) else real_exists(p))
+ monkeypatch.setattr(builtins, "open", fake_open)
+ runner = CliRunner()
+ result = runner.invoke(main, ["sync"])
+ assert result.exit_code == 0
+ assert "No projects" in result.output
+
+
+def test_sync_warns_on_unknown_project(tmp_path, monkeypatch):
+ """Filtering to a project not in the profile shows a clear user-facing message."""
+ monkeypatch.chdir(tmp_path)
+ runner = CliRunner()
+ result = runner.invoke(main, ["sync", "--project", "zzz-nonexistent-ghost-9999"])
+ # Either: warns about unknown project, says no projects registered, or exits nonzero
+ output_lower = result.output.lower()
+ assert (
+ "unknown" in output_lower
+ or "no projects" in output_lower
+ or result.exit_code != 0
+ )
+
+
+# ── global-viz ────────────────────────────────────────────────────────────────
+
+def test_global_viz_exits_without_data(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ runner = CliRunner()
+ result = runner.invoke(main, ["global-viz"])
+ assert result.exit_code != 0
+ assert "No global data" in result.output
+
+
+# ── multi-project-dashboard ───────────────────────────────────────────────────
+
+def test_multi_project_dashboard_exits_without_github_json(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ runner = CliRunner()
+ result = runner.invoke(main, ["multi-project-dashboard"])
+ assert result.exit_code != 0
+ assert "No GitHub data" in result.output
+
+
+# ── fetch-github ──────────────────────────────────────────────────────────────
+
+def test_fetch_github_calls_save_github_data(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ fake_return = {"total_repos": 3, "total_commits": 42}
+
+ with patch("archaeology.visualization.github_fetcher.save_github_data", return_value=fake_return) as mock_fn:
+ runner = CliRunner()
+ result = runner.invoke(main, ["fetch-github", "--owner", "test-owner"])
+
+ assert result.exit_code == 0
+ mock_fn.assert_called_once()
+ assert "3 repos" in result.output
+ assert "42" in result.output
+
+
+# ── benchmark ─────────────────────────────────────────────────────────────────
+
+def test_benchmark_exits_when_project_has_no_db(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ _make_project(tmp_path, "no-bench-db")
+ runner = CliRunner()
+ result = runner.invoke(main, ["benchmark", "no-bench-db"])
+ assert result.exit_code != 0
+
+
+# ── dashboard (was: serve without project) ────────────────────────────────────
+
+def test_dashboard_exits_when_no_projects(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ runner = CliRunner()
+ result = runner.invoke(main, ["dashboard", "--no-open"])
+ assert result.exit_code != 0
+ assert "No projects found" in result.output
+
+
+# ── publish-static ────────────────────────────────────────────────────────────
+
+def test_publish_static_exits_when_no_projects(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ runner = CliRunner()
+ result = runner.invoke(main, ["publish-static", "--output", "site-out"])
+ assert result.exit_code != 0
+ assert "No projects found" in result.output
+
+
+def test_publish_static_copies_deliverables(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ proj_dir = _make_project(tmp_path, "pub-proj")
+
+ # Create a minimal archaeology.html for the project
+ vis_dir = proj_dir / "deliverables" / "visuals"
+ (vis_dir / "archaeology.html").write_text("pub", encoding="utf-8")
+
+ # generate_master_dashboard and discover_projects need to work
+ with patch("archaeology.visualization.dashboard.discover_projects") as mock_disc, \
+ patch("archaeology.visualization.dashboard.generate_master_dashboard", return_value="dash"), \
+ patch("archaeology.visualization.dashboard.generate_project_index", return_value="idx"), \
+ patch("archaeology.visualization.dashboard.load_api_repos", return_value=[]), \
+ patch("archaeology.visualization.dashboard.generate_global_section", return_value=""):
+ mock_disc.return_value = [{"name": "pub-proj", "dir": str(proj_dir), "visuals": []}]
+ runner = CliRunner()
+ result = runner.invoke(main, ["publish-static", "--output", "test-site"])
+
+ assert result.exit_code == 0
+ site = tmp_path / "test-site"
+ assert site.exists()
+ assert (site / "index.html").exists()
+
+
+# ── build-db (happy path via PYTHONPATH fix) ──────────────────────────────────
+
+def test_build_db_propagates_pythonpath(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ _make_project(tmp_path, "pythonpath-test")
+
+ calls = []
+
+ def fake_run(cmd, **kwargs):
+ calls.append({"cmd": cmd, "env": kwargs.get("env", {})})
+ m = MagicMock()
+ m.returncode = 0
+ return m
+
+ with patch("subprocess.run", side_effect=fake_run):
+ runner = CliRunner()
+ runner.invoke(main, ["build-db", "pythonpath-test"])
+
+ db_builder_calls = [c for c in calls if "archaeology.db.builder" in " ".join(c["cmd"])]
+ assert db_builder_calls, "db.builder was never invoked"
+ env = db_builder_calls[0]["env"]
+ assert "PYTHONPATH" in env
+ assert "archaeology" in env["PYTHONPATH"] or "DEV-ARCH" in env["PYTHONPATH"]
+
+
+# ── analyze (unknown vector) ──────────────────────────────────────────────────
+
+def test_analyze_rejects_unknown_vector(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ _make_project(tmp_path, "vec-proj")
+ runner = CliRunner()
+ result = runner.invoke(main, ["analyze", "vec-proj", "--vector", "totally-fake-vector"])
+ assert result.exit_code != 0
+ assert "Unknown vector" in result.output
The Ten Eras
+The Development Eras
Each era a chapter — from seed to forge
AI Productivit
@@ -633,11 +734,29 @@
drawSparkline('spark-featfix', [ct.feat || 0, ct.fix || 0, ct.docs || 0, ct.refactor || 0, ct.test || 0, ct.chore || 0], '#ff6b6b');
}
+// Scroll spy: highlight active nav link
+function setupScrollSpy() {
+ const sections = document.querySelectorAll('.chapter[id]');
+ const links = document.querySelectorAll('.site-nav .nav-link');
+ if (!sections.length || !links.length) return;
+ const observer = new IntersectionObserver(entries => {
+ entries.forEach(entry => {
+ if (entry.isIntersecting) {
+ links.forEach(l => l.classList.remove('active'));
+ const active = document.querySelector(`.site-nav .nav-link[href="#${entry.target.id}"]`);
+ if (active) active.classList.add('active');
+ }
+ });
+ }, { threshold: 0.1, rootMargin: '-80px 0px -60% 0px' });
+ sections.forEach(s => observer.observe(s));
+}
+
// Boot
document.addEventListener('DOMContentLoaded', () => {
setupScrollReveal();
animateCounters();
initSparklines();
+ setupScrollSpy();
});
@@ -1514,18 +1633,10 @@
const eras = [
{name:'Pre-seed\n(Feb 1-27)',coding_agents:80,local_ai:19,llm_models:136,agent_arch:49,ml_fund:6,creative:0},
- {name:'Era 1\n(Feb 28-Mar 7)',coding_agents:29,local_ai:3,llm_models:48,agent_arch:32,ml_fund:1,creative:0},
+ {name:'Era 1\n(Feb 28-Mar 18)',coding_agents:29,local_ai:3,llm_models:48,agent_arch:32,ml_fund:1,creative:0},
{name:'Dormancy\n(Mar 8-17)',coding_agents:9,local_ai:4,llm_models:31,agent_arch:15,ml_fund:0,creative:1},
- {name:'Era 2\n(Mar 18-19)',coding_agents:4,local_ai:2,llm_models:12,agent_arch:10,ml_fund:9,creative:0},
- {name:'Eras 3-5\n(Mar 20-23)',coding_agents:4,local_ai:0,llm_models:12,agent_arch:10,ml_fund:5,creative:1},
- {name:'Era 6\n(Mar 24-27)',coding_agents:3,local_ai:1,llm_models:15,agent_arch:5,ml_fund:1,creative:0},
- {name:'Era 7\n(Mar 28-29)',coding_agents:8,local_ai:3,llm_models:18,agent_arch:6,ml_fund:0,creative:0},
- {name:'Era 8\n(Mar 30-31)',coding_agents:3,local_ai:2,llm_models:6,agent_arch:7,ml_fund:0,creative:0},
- {name:'Era 9\n(Apr 1)',coding_agents:3,local_ai:3,llm_models:11,agent_arch:1,ml_fund:0,creative:0},
- {name:'Era 10\n(Apr 2)',coding_agents:5,local_ai:1,llm_models:8,agent_arch:12,ml_fund:3,creative:0},
- {name:'Era 11\n(Apr 2-3)',coding_agents:8,local_ai:2,llm_models:15,agent_arch:18,ml_fund:2,creative:1},
- {name:'Era 12\n(Apr 3-4)',coding_agents:10,local_ai:3,llm_models:12,agent_arch:8,ml_fund:4,creative:2},
- {name:'Era 13\n(Apr 4)',coding_agents:4,local_ai:1,llm_models:6,agent_arch:3,ml_fund:1,creative:0},
+ {name:'Era 2\n(Mar 19-31)',coding_agents:22,local_ai:8,llm_models:63,agent_arch:38,ml_fund:15,creative:1},
+ {name:'Era 3\n(Apr 1-6)',coding_agents:30,local_ai:10,llm_models:52,agent_arch:42,ml_fund:10,creative:3},
];
const topics = ['coding_agents','llm_models','agent_arch','ml_fund','local_ai','creative'];
@@ -1956,7 +2067,8 @@
if (!el) return;
const gradient = dp.session_depth_gradient;
if (!gradient || !gradient.gradient) return;
- const data = gradient.gradient.filter(d => d.autonomy_score !== null);
+ const data = gradient.gradient.filter(d => d.autonomy_score !== null && d.name);
+ const fmtName = n => (n || '').replace('era','').replace('-',' ');
const margin = {top: 20, right: 20, bottom: 30, left: 80};
const width = el.clientWidth - margin.left - margin.right;
const height = 280 - margin.top - margin.bottom;
@@ -1964,7 +2076,7 @@
.attr('viewBox', `0 0 ${width + margin.left + margin.right} ${height + margin.top + margin.bottom}`);
const g = svg.append('g').attr('transform', `translate(${margin.left},${margin.top})`);
- const x = d3.scaleBand().domain(data.map(d => d.name.replace('era','').replace('-',' '))).range([0, width]).padding(0.35);
+ const x = d3.scaleBand().domain(data.map(d => fmtName(d.name))).range([0, width]).padding(0.35);
const y = d3.scaleLinear().domain([0, 10.5]).range([height, 0]);
// Background zones
@@ -1977,7 +2089,7 @@
});
g.selectAll('.bar').data(data).enter().append('rect')
- .attr('x', d => x(d.name.replace('era','').replace('-',' '))).attr('width', x.bandwidth())
+ .attr('x', d => x(fmtName(d.name))).attr('width', x.bandwidth())
.attr('y', d => y(parseFloat(d.autonomy_score)))
.attr('height', d => height - y(parseFloat(d.autonomy_score)))
.attr('fill', d => { const s = parseFloat(d.autonomy_score); return s >= 7 ? COLORS.claude : s >= 3 ? COLORS.cursor : COLORS.kai; })
@@ -1991,7 +2103,7 @@
g.append('g').attr('transform', `translate(0,${height})`).call(d3.axisBottom(x))
.selectAll('text').attr('fill', COLORS.text2).style('font-size', '10px')
- .text(d => d.replace(' Era','').replace('The ','').replace('Consolidation','Consol.').replace('Conversational','Conv.').replace('Multimedia','Multi.').replace('Dogfood','Dogfd.').replace('Quality','Qual.').replace('Explosion','Expl.').replace('Pruning','Prune.'))
+ .text(d => (d || '').replace(' Era','').replace('The ','').replace('Consolidation','Consol.').replace('Conversational','Conv.').replace('Multimedia','Multi.').replace('Dogfood','Dogfd.').replace('Quality','Qual.').replace('Explosion','Expl.').replace('Pruning','Prune.'))
.attr('transform', 'rotate(-35)').attr('text-anchor', 'end').attr('dx', '-3px').attr('dy', '3px');
g.append('g').call(d3.axisLeft(y).ticks(5)).selectAll('text').attr('fill', COLORS.text2).style('font-size', '11px');
g.selectAll('.domain, .tick line').attr('stroke', COLORS.border);
@@ -2053,7 +2165,7 @@
(function() {
const el = document.getElementById('chart-cross-repo');
if (!el) return;
- const density = cross.commit_density || cross.primary_commit_density || {};
+ const density = cross.commit_density || cross.liminal_commit_density || {};
// Generate timeline from density keys if timeline array not available
let timeline = cross.timeline || [];
if (!timeline.length && Object.keys(density).length > 0) {
@@ -2063,12 +2175,12 @@
const empty = document.createElement('div'); empty.style.cssText = 'padding:40px;text-align:center;color:var(--text3)'; empty.textContent = 'No cross-repo timeline data available'; el.appendChild(empty);
return;
}
- // Build data: for each day, primary commits vs other commits
+ // Build data: for each day, liminal commits vs other commits
const data = timeline.map(d => {
const date = d.date || d;
- const primary = typeof d === 'object' ? (d.primary || density[date] || 0) : (density[date] || 0);
- const other = typeof d === 'object' ? (d.other || d.total - primary || 0) : 0;
- return { date, primary, other };
+ const liminal = typeof d === 'object' ? (d.liminal || density[date] || 0) : (density[date] || 0);
+ const other = typeof d === 'object' ? (d.other || d.total - liminal || 0) : 0;
+ return { date, liminal, other };
}).sort((a, b) => a.date.localeCompare(b.date));
const margin = {top: 20, right: 20, bottom: 30, left: 45};
const width = el.clientWidth - margin.left - margin.right;
@@ -2076,8 +2188,8 @@
const svg = d3.select(el).append('svg').attr('role','img').attr('viewBox', `0 0 ${width + margin.left + margin.right} ${height + margin.top + margin.bottom}`);
const g = svg.append('g').attr('transform', `translate(${margin.left},${margin.top})`);
const x = d3.scalePoint().domain(data.map(d => d.date)).range([0, width]);
- const y = d3.scaleLinear().domain([0, d3.max(data, d => d.primary + d.other) || 1]).range([height, 0]);
- const stack = d3.stack().keys(['other', 'primary'])(data);
+ const y = d3.scaleLinear().domain([0, d3.max(data, d => d.liminal + d.other) || 1]).range([height, 0]);
+ const stack = d3.stack().keys(['other', 'liminal'])(data);
const colors = [COLORS.unknown, COLORS.claude];
stack.forEach((layer, i) => {
const area = d3.area().x(d => x(d.data.date)).y0(d => y(d[0])).y1(d => y(d[1])).curve(d3.curveMonotoneX);
@@ -2199,22 +2311,16 @@
const el = document.getElementById('chart-model-adoption');
if (!el) return;
const agents = D.telemetry_agents || {};
- // Collect era -> model transitions from agent data
- const modelTimeline = [
- { era: 1, label: 'Kai (OpenClaw)', color: COLORS.kai, model: 'openai/gpt-4', type: 'Autonomous agent' },
- { era: 2, label: 'Cursor IDE', color: COLORS.cursor, model: 'gpt-4', type: 'IDE assistant' },
- { era: 3, label: 'Claude Code', color: COLORS.claude, model: 'claude-3.5-sonnet', type: 'CLI agent' },
- { era: 4, label: 'Claude Code', color: COLORS.claude, model: 'claude-3.5-sonnet', type: 'CLI agent' },
- { era: 5, label: 'Claude Code + Op3', color: '#74c0fc', model: 'claude-3.5 + o3', type: 'CLI + API' },
- { era: 6, label: 'Claude Code', color: COLORS.claude, model: 'claude-3.5-sonnet', type: 'CLI agent' },
- { era: 7, label: 'Claude Code + Op3', color: '#74c0fc', model: 'claude-3.5 + o3', type: 'CLI + API' },
- { era: 8, label: 'Claude Code + Op3', color: '#74c0fc', model: 'claude-3.5 + o3', type: 'CLI + API' },
- { era: 9, label: 'Claude Code + Op3', color: '#74c0fc', model: 'claude-3.5 + o3', type: 'CLI + API' },
- { era: 10, label: 'Claude Code + GLM', color: '#20b2a3', model: 'claude + glm-4.5', type: 'CLI multi-agent' },
- { era: 11, label: 'Claude Code + GLM', color: '#20b2a3', model: 'glm-4.5/glm-5.1', type: 'Architecture agents' },
- { era: 12, label: 'Claude Code + GLM', color: '#f06595', model: 'glm-5.1', type: 'Swarm orchestration' },
- { era: 13, label: 'Claude Code + GLM', color: '#a9e34b', model: 'glm-5.1', type: 'Final cleanup' }
- ];
+ // Derive era timeline entries from project data — never hardcode era count
+ const ERA_COLORS = ['#74c0fc','#20b2a3','#f06595','#a9e34b','#ffd43b','#e599f7','#ff922b','#20c997'];
+ const commitEras = (D.commit_eras || []);
+ const modelTimeline = commitEras.map((e, i) => ({
+ era: e.id,
+ label: e.name,
+ color: ERA_COLORS[i % ERA_COLORS.length],
+ model: (agents[`era-${String(e.id).padStart(2,'0')}`] || {}).model || '—',
+ type: e.description ? e.description.slice(0, 40) : '',
+ }));
const margin = {top: 20, right: 20, bottom: 30, left: 45};
const width = el.clientWidth - margin.left - margin.right;
const height = 360 - margin.top - margin.bottom;
@@ -2251,11 +2357,11 @@
const weekStart = new Date(date);
weekStart.setDate(date.getDate() - date.getDay());
const key = weekStart.toISOString().slice(0, 10);
- if (!weeks[key]) weeks[key] = { primary: 0, other: 0 };
- weeks[key].primary += d.primary || 0;
+ if (!weeks[key]) weeks[key] = { liminal: 0, other: 0 };
+ weeks[key].liminal += d.liminal || 0;
weeks[key].other += (d.other_repos || d.other || 0);
});
- const data = Object.entries(weeks).map(([week, vals]) => ({ week, primary: vals.primary, other: vals.other }))
+ const data = Object.entries(weeks).map(([week, vals]) => ({ week, liminal: vals.liminal, other: vals.other }))
.sort((a, b) => a.week.localeCompare(b.week));
const margin = {top: 20, right: 20, bottom: 30, left: 40};
@@ -2265,15 +2371,15 @@
const g = svg.append('g').attr('transform', `translate(${margin.left},${margin.top})`);
const x = d3.scaleBand().domain(data.map(d => d.week.slice(5))).range([0, width]).padding(0.2);
- const yMax = d3.max(data, d => Math.max(d.primary, d.other)) || 10;
+ const yMax = d3.max(data, d => Math.max(d.liminal, d.other)) || 10;
const y = d3.scaleLinear().domain([0, yMax * 1.1]).range([height, 0]);
// Grouped bars
const barW = x.bandwidth() / 2;
data.forEach(d => {
- g.append('rect').attr('x', x(d.week.slice(5))).attr('y', y(d.primary)).attr('width', barW).attr('height', height - y(d.primary))
+ g.append('rect').attr('x', x(d.week.slice(5))).attr('y', y(d.liminal)).attr('width', barW).attr('height', height - y(d.liminal))
.attr('fill', COLORS.claude).attr('rx', 2).attr('opacity', 0.8)
- .on('mouseover', function(e) { showTooltip(e, { title: d.week, detail: `Primary: ${d.primary} commits` }); })
+ .on('mouseover', function(e) { showTooltip(e, { title: d.week, detail: `Primary: ${d.liminal} commits` }); })
.on('mouseout', hideTooltip);
g.append('rect').attr('x', x(d.week.slice(5)) + barW).attr('y', y(d.other)).attr('width', barW).attr('height', height - y(d.other))
.attr('fill', COLORS.text3).attr('rx', 2).attr('opacity', 0.5)
@@ -2295,7 +2401,7 @@
diff --git a/projects/demo-project/deliverables/opportunity/opportunity-ai-agent-mastery.json b/projects/demo-project/deliverables/opportunity/opportunity-ai-agent-mastery.json
new file mode 100644
index 0000000..81b8c98
--- /dev/null
+++ b/projects/demo-project/deliverables/opportunity/opportunity-ai-agent-mastery.json
@@ -0,0 +1,24 @@
+{
+ "analysis_type": "ai-agent-mastery",
+ "overall_score": 10.3,
+ "mastery_level": "Beginner",
+ "sub_scores": {
+ "autonomy": 0,
+ "tool_breadth": 0,
+ "adoption_speed": 0,
+ "delegation_quality": 2.0,
+ "baseline": 50
+ },
+ "tools_detected": [],
+ "adoption_lag_avg_months": 12,
+ "autonomy_trajectory": [],
+ "agent_comparison": [],
+ "summary": {
+ "overall_score": 10.3,
+ "level": "Beginner",
+ "strongest_dimension": "delegation",
+ "weakest_dimension": "autonomy"
+ },
+ "generated_at": "2026-05-26T12:44:00.096556",
+ "project": "demo-project"
+}
diff --git a/projects/demo-project/deliverables/opportunity/opportunity-architecture-timelapse.json b/projects/demo-project/deliverables/opportunity/opportunity-architecture-timelapse.json
new file mode 100644
index 0000000..63e3c4c
--- /dev/null
+++ b/projects/demo-project/deliverables/opportunity/opportunity-architecture-timelapse.json
@@ -0,0 +1,46 @@
+{
+ "analysis_type": "architecture-timelapse",
+ "era_snapshots": [
+ {
+ "era": "Intent",
+ "dates": "2026-01-01",
+ "commits": 1,
+ "active_days": 0,
+ "restructuring_signals": 1,
+ "naming_changes": 0,
+ "key_events": [],
+ "narrative": "A clear intent appears before code."
+ },
+ {
+ "era": "Prototype",
+ "dates": "2026-01-01 to 2026-01-02",
+ "commits": 2,
+ "active_days": 0,
+ "restructuring_signals": 1,
+ "naming_changes": 0,
+ "key_events": [],
+ "narrative": "Implementation pressure exposes the first integration gap."
+ },
+ {
+ "era": "Hardening",
+ "dates": "2026-01-03 to 2026-01-05",
+ "commits": 3,
+ "active_days": 0,
+ "restructuring_signals": 1,
+ "naming_changes": 0,
+ "key_events": [],
+ "narrative": "The project shifts from making claims to proving them."
+ }
+ ],
+ "module_emergence": [],
+ "file_growth": [],
+ "language_evolution": [],
+ "summary": {
+ "total_eras": 3,
+ "restructuring_events": 3,
+ "naming_changes": 0,
+ "growth_trajectory": "linear"
+ },
+ "generated_at": "2026-05-26T12:44:00.098279",
+ "project": "demo-project"
+}
diff --git a/projects/demo-project/deliverables/opportunity/opportunity-before-after-snapshot.json b/projects/demo-project/deliverables/opportunity/opportunity-before-after-snapshot.json
new file mode 100644
index 0000000..21d201f
--- /dev/null
+++ b/projects/demo-project/deliverables/opportunity/opportunity-before-after-snapshot.json
@@ -0,0 +1,36 @@
+{
+ "analysis_type": "before-after-snapshot",
+ "before": {
+ "era": "Intent",
+ "dates": "2026-01-01",
+ "commits": 1,
+ "active_days": 1,
+ "velocity": 1.0,
+ "authors": ""
+ },
+ "after": {
+ "era": "Hardening",
+ "dates": "2026-01-03 to 2026-01-05",
+ "commits": 3,
+ "active_days": 1,
+ "velocity": 3.0,
+ "authors": ""
+ },
+ "growth": {
+ "velocity_multiplier": 3.0,
+ "commit_multiplier": 3.0,
+ "frustration_to_automation_rate": "0/0",
+ "attribution_improvement": {
+ "early_gap_pct": null,
+ "late_gap_pct": null
+ }
+ },
+ "narrative": "From Intent (2026-01-01) to Hardening (2026-01-03 to 2026-01-05): velocity multiplied by 3.0x, commits by 3.0x. 0 of 0 frustrations converted to automation.",
+ "summary": {
+ "velocity_change": "3.0x",
+ "commit_change": "3.0x",
+ "growth_direction": "accelerating"
+ },
+ "generated_at": "2026-05-26T12:44:00.097480",
+ "project": "demo-project"
+}
diff --git a/projects/demo-project/deliverables/opportunity/opportunity-commit-cognitive-load.json b/projects/demo-project/deliverables/opportunity/opportunity-commit-cognitive-load.json
new file mode 100644
index 0000000..b836142
--- /dev/null
+++ b/projects/demo-project/deliverables/opportunity/opportunity-commit-cognitive-load.json
@@ -0,0 +1,107 @@
+{
+ "analysis_type": "commit-cognitive-load",
+ "load_distribution": {
+ "ROUTINE": 3,
+ "TRIVIAL": 3
+ },
+ "work_type_distribution": {
+ "DOCS": 2,
+ "FEATURE": 2,
+ "FIX": 1,
+ "REFACTOR": 1
+ },
+ "load_by_hour": [
+ {
+ "hour": 9,
+ "avg_message_length": 34.0,
+ "high_cognitive_pct": 0.0
+ },
+ {
+ "hour": 10,
+ "avg_message_length": 25.0,
+ "high_cognitive_pct": 0.0
+ },
+ {
+ "hour": 11,
+ "avg_message_length": 24.0,
+ "high_cognitive_pct": 0.0
+ },
+ {
+ "hour": 13,
+ "avg_message_length": 32.0,
+ "high_cognitive_pct": 0.0
+ },
+ {
+ "hour": 15,
+ "avg_message_length": 26.0,
+ "high_cognitive_pct": 0.0
+ },
+ {
+ "hour": 16,
+ "avg_message_length": 31.0,
+ "high_cognitive_pct": 0.0
+ }
+ ],
+ "peak_cognitive_hours": [
+ {
+ "hour": 9,
+ "avg_message_length": 34.0,
+ "high_cognitive_pct": 0.0
+ },
+ {
+ "hour": 10,
+ "avg_message_length": 25.0,
+ "high_cognitive_pct": 0.0
+ },
+ {
+ "hour": 11,
+ "avg_message_length": 24.0,
+ "high_cognitive_pct": 0.0
+ },
+ {
+ "hour": 13,
+ "avg_message_length": 32.0,
+ "high_cognitive_pct": 0.0
+ },
+ {
+ "hour": 15,
+ "avg_message_length": 26.0,
+ "high_cognitive_pct": 0.0
+ }
+ ],
+ "load_definitions": {
+ "TRIVIAL": {
+ "max_len": 30,
+ "description": "Quick fixes, typos, config tweaks"
+ },
+ "ROUTINE": {
+ "min_len": 31,
+ "max_len": 80,
+ "description": "Standard features, small changes"
+ },
+ "MODERATE": {
+ "min_len": 81,
+ "max_len": 150,
+ "description": "Feature implementation, refactoring"
+ },
+ "HIGH": {
+ "min_len": 151,
+ "max_len": 300,
+ "description": "Architecture decisions, complex features"
+ },
+ "INTENSE": {
+ "min_len": 301,
+ "description": "Major rewrites, deep architectural work"
+ }
+ },
+ "summary": {
+ "total_commits": 6,
+ "avg_message_length": 28.7,
+ "high_cognitive_pct": 0.0,
+ "dominant_work_type": "DOCS",
+ "peak_cognitive_hour": 9,
+ "insight": "Longer commit messages correlate with architecture decisions. Peak cognitive hours suggest when complex work happens."
+ },
+ "generated_at": "2026-05-26T12:44:00.098497",
+ "project": "demo-project"
+}
diff --git a/projects/demo-project/deliverables/opportunity/opportunity-creative-dna.json b/projects/demo-project/deliverables/opportunity/opportunity-creative-dna.json
new file mode 100644
index 0000000..ec2ce54
--- /dev/null
+++ b/projects/demo-project/deliverables/opportunity/opportunity-creative-dna.json
@@ -0,0 +1,94 @@
+{
+ "analysis_type": "creative-dna",
+ "creative_phases": [],
+ "transfer_map": [
+ {
+ "creative_source": "Ceramics / Glaze Chemistry",
+ "code_destination": "Creative evaluation systems",
+ "metaphor": "Glaze recipes → algorithmic parameter spaces",
+ "evidence": "CreativeEvaluator, UMF calculator, prediction systems",
+ "transfer_type": "MATERIAL_SCIENCE",
+ "strength": "HIGH"
+ },
+ {
+ "creative_source": "Aquariums / Ecosystems",
+ "code_destination": "ForgettingCurve, learning retention",
+ "metaphor": "Water chemistry balance → parameter optimization",
+ "evidence": "ForgettingCurve implementation, multi-parameter systems",
+ "transfer_type": "SYSTEMS_THINKING",
+ "strength": "MEDIUM"
+ },
+ {
+ "creative_source": "Music / Composition",
+ "code_destination": "Euclidean rhythms, Markov chains",
+ "metaphor": "Musical structure → generative algorithms",
+ "evidence": "Music theory engine commits",
+ "transfer_type": "PATTERN_RECOGNITION",
+ "strength": "HIGH"
+ },
+ {
+ "creative_source": "Visual Art / Ceramics",
+ "code_destination": "VAE, generative visual systems",
+ "metaphor": "Kiln transformation → latent space variation",
+ "evidence": "P5Generator, ParticleSystem generators",
+ "transfer_type": "VISUAL_REASONING",
+ "strength": "HIGH"
+ },
+ {
+ "creative_source": "ICM Methodology",
+ "code_destination": "Iterative development loops",
+ "metaphor": "Creative iteration → RalphLoop, quality gates",
+ "evidence": "RalphLoop, quality verification systems",
+ "transfer_type": "PROCESS_DESIGN",
+ "strength": "HIGH"
+ }
+ ],
+ "icm_catalysis": {},
+ "summary": {
+ "total_creative_sources": 5,
+ "total_code_transfers": 5,
+ "strongest_transfers": [
+ {
+ "creative_source": "Ceramics / Glaze Chemistry",
+ "code_destination": "Creative evaluation systems",
+ "metaphor": "Glaze recipes → algorithmic parameter spaces",
+ "evidence": "CreativeEvaluator, UMF calculator, prediction systems",
+ "transfer_type": "MATERIAL_SCIENCE",
+ "strength": "HIGH"
+ },
+ {
+ "creative_source": "Music / Composition",
+ "code_destination": "Euclidean rhythms, Markov chains",
+ "metaphor": "Musical structure → generative algorithms",
+ "evidence": "Music theory engine commits",
+ "transfer_type": "PATTERN_RECOGNITION",
+ "strength": "HIGH"
+ },
+ {
+ "creative_source": "Visual Art / Ceramics",
+ "code_destination": "VAE, generative visual systems",
+ "metaphor": "Kiln transformation → latent space variation",
+ "evidence": "P5Generator, ParticleSystem generators",
+ "transfer_type": "VISUAL_REASONING",
+ "strength": "HIGH"
+ },
+ {
+ "creative_source": "ICM Methodology",
+ "code_destination": "Iterative development loops",
+ "metaphor": "Creative iteration → RalphLoop, quality gates",
+ "evidence": "RalphLoop, quality verification systems",
+ "transfer_type": "PROCESS_DESIGN",
+ "strength": "HIGH"
+ }
+ ],
+ "transfer_types": [
+ "PROCESS_DESIGN",
+ "PATTERN_RECOGNITION",
+ "MATERIAL_SCIENCE",
+ "SYSTEMS_THINKING",
+ "VISUAL_REASONING"
+ ]
+ },
+ "generated_at": "2026-05-26T12:44:00.096713",
+ "project": "demo-project"
+}
diff --git a/projects/demo-project/deliverables/opportunity/opportunity-cross-repo-transfer.json b/projects/demo-project/deliverables/opportunity/opportunity-cross-repo-transfer.json
new file mode 100644
index 0000000..1d90861
--- /dev/null
+++ b/projects/demo-project/deliverables/opportunity/opportunity-cross-repo-transfer.json
@@ -0,0 +1,16 @@
+{
+ "analysis_type": "cross-repo-transfer",
+ "rd_labs": [],
+ "top_repos": [],
+ "language_evolution": [],
+ "transfer_events": [],
+ "concurrent_repos": [],
+ "summary": {
+ "total_repos": 0,
+ "rd_labs_identified": 0,
+ "transfer_events": 0,
+ "primary_languages": []
+ },
+ "generated_at": "2026-05-26T12:44:00.097711",
+ "project": "demo-project"
+}
diff --git a/projects/demo-project/deliverables/opportunity/opportunity-frustration-to-automation.json b/projects/demo-project/deliverables/opportunity/opportunity-frustration-to-automation.json
new file mode 100644
index 0000000..d3388b1
--- /dev/null
+++ b/projects/demo-project/deliverables/opportunity/opportunity-frustration-to-automation.json
@@ -0,0 +1,21 @@
+{
+ "analysis_type": "frustration-to-automation",
+ "conversion_patterns": [],
+ "latency_stats": {
+ "avg_hours_to_automation": null,
+ "min_hours": null,
+ "max_hours": null,
+ "total_frustrations": 0,
+ "converted_to_hooks": 0,
+ "conversion_rate": 0
+ },
+ "frustration_timeline": [],
+ "summary": {
+ "total_patterns": 0,
+ "automation_rate": "0/0",
+ "avg_cycle_hours": null,
+ "fastest_conversion": null
+ },
+ "generated_at": "2026-05-26T12:44:00.095820",
+ "project": "demo-project"
+}
diff --git a/projects/demo-project/deliverables/opportunity/opportunity-knowledge-gap.json b/projects/demo-project/deliverables/opportunity/opportunity-knowledge-gap.json
new file mode 100644
index 0000000..d2b0f42
--- /dev/null
+++ b/projects/demo-project/deliverables/opportunity/opportunity-knowledge-gap.json
@@ -0,0 +1,15 @@
+{
+ "analysis_type": "knowledge-gap",
+ "reinvention_gaps": [],
+ "term_mapping_gaps": [],
+ "prioritized_curriculum": [],
+ "skill_timeline": [],
+ "summary": {
+ "total_gaps": 0,
+ "high_severity": 0,
+ "estimated_token_waste": 0,
+ "curriculum_items": 0
+ },
+ "generated_at": "2026-05-26T12:44:00.095998",
+ "project": "demo-project"
+}
diff --git a/projects/demo-project/deliverables/opportunity/opportunity-learning-velocity.json b/projects/demo-project/deliverables/opportunity/opportunity-learning-velocity.json
new file mode 100644
index 0000000..3098ad6
--- /dev/null
+++ b/projects/demo-project/deliverables/opportunity/opportunity-learning-velocity.json
@@ -0,0 +1,34 @@
+{
+ "analysis_type": "learning-velocity",
+ "youtube_lag_trend": {},
+ "session_deepening_curve": [],
+ "era_velocity": [
+ {
+ "era": "Intent",
+ "commits": 1,
+ "active_days": 1,
+ "velocity_per_day": 1.0
+ },
+ {
+ "era": "Prototype",
+ "commits": 2,
+ "active_days": 1,
+ "velocity_per_day": 2.0
+ },
+ {
+ "era": "Hardening",
+ "commits": 3,
+ "active_days": 1,
+ "velocity_per_day": 3.0
+ }
+ ],
+ "monthly_velocity": [],
+ "summary": {
+ "total_eras": 3,
+ "peak_velocity_era": "Hardening",
+ "learning_acceleration": 3.0,
+ "session_depth_trend": "stable"
+ },
+ "generated_at": "2026-05-26T12:44:00.095471",
+ "project": "demo-project"
+}
diff --git a/projects/demo-project/deliverables/opportunity/opportunity-model-selection-advisor.json b/projects/demo-project/deliverables/opportunity/opportunity-model-selection-advisor.json
new file mode 100644
index 0000000..a2a50ef
--- /dev/null
+++ b/projects/demo-project/deliverables/opportunity/opportunity-model-selection-advisor.json
@@ -0,0 +1,64 @@
+{
+ "analysis_type": "model-selection-advisor",
+ "recommendation_matrix": [
+ {
+ "task_type": "Code generation",
+ "recommended": "Claude Code / Cursor",
+ "confidence": 0.9,
+ "evidence": "Highest commit attribution"
+ },
+ {
+ "task_type": "Security review",
+ "recommended": "Claude Opus",
+ "confidence": 0.85,
+ "evidence": "Security audit pattern"
+ },
+ {
+ "task_type": "Quick fixes",
+ "recommended": "Claude Code (fast mode)",
+ "confidence": 0.8,
+ "evidence": "Fix commit patterns"
+ },
+ {
+ "task_type": "Architecture decisions",
+ "recommended": "Claude Opus / Codex",
+ "confidence": 0.75,
+ "evidence": "Long session commits"
+ },
+ {
+ "task_type": "Test generation",
+ "recommended": "Claude Code / KimiCode",
+ "confidence": 0.7,
+ "evidence": "Test-heavy era patterns"
+ },
+ {
+ "task_type": "Documentation",
+ "recommended": "Claude Sonnet",
+ "confidence": 0.8,
+ "evidence": "Doc commit patterns"
+ },
+ {
+ "task_type": "Refactoring",
+ "recommended": "Claude Code (with audit)",
+ "confidence": 0.75,
+ "evidence": "Refactor commits"
+ },
+ {
+ "task_type": "Research",
+ "recommended": "Gemini + Claude",
+ "confidence": 0.6,
+ "evidence": "Model adoption timeline"
+ }
+ ],
+ "tool_capabilities": {},
+ "adoption_lag": [],
+ "model_insights": [],
+ "summary": {
+ "tools_evaluated": 0,
+ "recommendations": 8,
+ "avg_adoption_lag_months": 0.0,
+ "fastest_adopter": null
+ },
+ "generated_at": "2026-05-26T12:44:00.097204",
+ "project": "demo-project"
+}
diff --git a/projects/demo-project/deliverables/opportunity/opportunity-neurodivergent-profile.json b/projects/demo-project/deliverables/opportunity/opportunity-neurodivergent-profile.json
new file mode 100644
index 0000000..e04dea0
--- /dev/null
+++ b/projects/demo-project/deliverables/opportunity/opportunity-neurodivergent-profile.json
@@ -0,0 +1,39 @@
+{
+ "analysis_type": "neurodivergent-profile",
+ "hourly_pattern": {},
+ "peak_hours": [],
+ "quiet_hours": [],
+ "burst_days": {},
+ "recovery_days_count": 4,
+ "weekday_vs_weekend": {
+ "weekday_commits": 0,
+ "weekend_commits": 0,
+ "weekend_bias": 0.0
+ },
+ "witching_hour": {
+ "hours": "21:00-03:00",
+ "commits": 0,
+ "percentage_of_total": 0.0
+ },
+ "lunar_correlation": [],
+ "working_style": {
+ "pattern": "Burst-recovery with nocturnal peak",
+ "peak_productivity": "unknown",
+ "avg_burst_size": 0,
+ "recovery_frequency": "4 recovery days in 4 active days"
+ },
+ "summary": {
+ "profile_type": "ADHD-hyperfocus",
+ "peak_hour": null,
+ "witching_hour_pct": 0.0,
+ "burst_days_count": 0,
+ "recommendations": [
+ "Schedule complex architecture work during peak hours",
+ "Use burst days for feature development, recovery days for documentation",
+ "Protect the witching hour — it's the most productive period",
+ "Batch similar tasks to reduce context-switching overhead"
+ ]
+ },
+ "generated_at": "2026-05-26T12:44:00.096952",
+ "project": "demo-project"
+}
diff --git a/projects/demo-project/deliverables/opportunity/opportunity-session-quality.json b/projects/demo-project/deliverables/opportunity/opportunity-session-quality.json
new file mode 100644
index 0000000..78025f8
--- /dev/null
+++ b/projects/demo-project/deliverables/opportunity/opportunity-session-quality.json
@@ -0,0 +1,17 @@
+{
+ "analysis_type": "session-quality",
+ "sessions": [],
+ "type_distribution": {},
+ "summary": {
+ "total_sessions": 0,
+ "avg_quality": 0,
+ "top_quarter_avg": 0,
+ "dominant_type": null,
+ "quality_range": {
+ "min": 0,
+ "max": 0
+ }
+ },
+ "generated_at": "2026-05-26T12:44:00.096373",
+ "project": "demo-project"
+}
diff --git a/projects/demo-project/deliverables/opportunity/opportunity-token-efficiency.json b/projects/demo-project/deliverables/opportunity/opportunity-token-efficiency.json
new file mode 100644
index 0000000..610c629
--- /dev/null
+++ b/projects/demo-project/deliverables/opportunity/opportunity-token-efficiency.json
@@ -0,0 +1,35 @@
+{
+ "analysis_type": "token-efficiency",
+ "era_efficiency": [
+ {
+ "era": "Intent",
+ "commits": 1,
+ "estimated_messages": 0,
+ "messages_per_commit": 0.0
+ },
+ {
+ "era": "Prototype",
+ "commits": 2,
+ "estimated_messages": 0,
+ "messages_per_commit": 0.0
+ },
+ {
+ "era": "Hardening",
+ "commits": 3,
+ "estimated_messages": 0,
+ "messages_per_commit": 0.0
+ }
+ ],
+ "context_management_trajectory": {},
+ "tool_usage_analysis": {},
+ "commit_message_sentiment": {},
+ "summary": {
+ "efficiency_trend": "improving",
+ "best_era": null,
+ "total_sessions": 0,
+ "total_commits": 6,
+ "global_ratio": 0.0
+ },
+ "generated_at": "2026-05-26T12:44:00.096205",
+ "project": "demo-project"
+}
diff --git a/projects/demo-project/deliverables/opportunity/opportunity-youtube-learning-graph.json b/projects/demo-project/deliverables/opportunity/opportunity-youtube-learning-graph.json
new file mode 100644
index 0000000..1ed41b0
--- /dev/null
+++ b/projects/demo-project/deliverables/opportunity/opportunity-youtube-learning-graph.json
@@ -0,0 +1,18 @@
+{
+ "analysis_type": "youtube-learning-graph",
+ "top_creators": [],
+ "topic_distribution": {},
+ "categories": [],
+ "smoking_guns": [],
+ "monthly_learning": [],
+ "quarterly_curve": {},
+ "creator_archetypes": [],
+ "summary": {
+ "total_creators": 0,
+ "total_videos": 0,
+ "smoking_gun_correlations": 0,
+ "top_category": null
+ },
+ "generated_at": "2026-05-26T12:44:00.097933",
+ "project": "demo-project"
+}
diff --git a/projects/demo-project/deliverables/visuals/archaeology.html b/projects/demo-project/deliverables/visuals/archaeology.html
new file mode 100644
index 0000000..6bf2165
--- /dev/null
+++ b/projects/demo-project/deliverables/visuals/archaeology.html
@@ -0,0 +1,2667 @@
+
+
+
+
+
+DEMO ARCHAEOLOGY — An Archaeology of AI Collaboration
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+Skip to content
+
+
+
+
+
+
+ DEMO ARCHAEOLOGY
+ An Archaeology of AI Collaboration
2026-01-01 to 2026-01-05 — · 6 commits · 35,600 lines of code · 6 AI agents
+
+ 0Commits
+ 0Lines of Code
+ 0Days
+ 0AI Agents
+
+
+
+
+
+
+
+
+ 207Peak commits/day (Apr 9)
+
+
+
+ 50.7%Nocturnal commits (9PM–5AM)
+
+
+
+ 58%AI co-authored (188/324)
+
+
+
+ 261Files/day average
+
+
+
+ 1:825Test-to-LOC ratio
+
+
+
+ 2.29:1Feature-to-fix ratio
+
+
+
+
+
+ The Timeline
+ From seed to threshold — how 1,530 commits trace 43 days of creative intensity and autonomy
+
+ Commits per Day
+ Lines of Code Growth
+ Era Map — Development Chapters
+
+
+
+
+
+ The Rhythm
+ When the code flows — biorhythms of a nocturnal builder
+
+ Hourly Commit Pattern (Radial)
+ Day × Hour Heatmap
+ Agent Comparison Radar
+ Agent Attribution Over Time
+
+
+
+
+
+ The Architecture
+ 36 modules, 3,463 files, 41 dependencies — the shape of what was built
+
+ Source Code Treemap (36 modules)
+ File & Test Growth
+ Commit Type Distribution
+ Dependency Growth
+
+
+
+
+
+ The Emotional Arc
+ Frustration crystallized into infrastructure — the 12-hour cycle from pain to enforcement
+
+ Frustration Intensity by Era
+ Frustration → Automation Pipeline (click flows)
+
+
+
+
+
+
+ Hidden Patterns
+ Lunar rhythms, emotional arcs, and agent economics beneath the surface
+
+ Lunar Illumination vs. Commit Velocity
+ Commit Sentiment by Era
+ Agent Economics — Velocity, Volume, Fix Rate
+
+
+
+
+
+ The Learning Curve
+ 2,470 AI videos watched over 3 years (1,481 in 2025–2026 analyzed here). 815 creators (all-time). 3 years of self-directed education that made 43 days of building possible.
+
+
+ 🌟
+ KEY PERSON — Jake Van Clief
+
+
+ Jake invented ICM (Interpreted Context Methodology) — the "folder system" that broke the iteration trap. His video on the topic was watched in Oct 2025 during the Ramp phase. Simon's first-ever PR was to Jake's ICM repo (the workspaces commit on Feb 22). A second PR to mcp-video was merged into an MCP aggregator on GitHub. ICM is why Simon could stop iterating through frameworks and start shipping.
+
+
+
+ The 3-Year Learning Arc — Monthly AI Video Consumption (2023–2026)
+ Topic Evolution — How Viewing Focus Shifted Before and During the Build
+ Creator Influence Map — Who Shaped What Was Built
+ Learn-Build Correlation — AI Videos vs. Project Commits During the Sprint
+ The Search That Shaped the Build — Active Learning Queries vs. Passive Video Consumption
+
+
+
+
+
+ The Developer's Voice
+ What was asked, how it was asked, and how the conversation deepened over time
+
+ Intent Frequency — What Was Asked For Most
+ Session Depth Gradient — AI Autonomy Evolution
+ Communication Style Distribution
+
+
+
+
+
+ The Wider Universe
+ Cross-repo activity across project eras
+
+ Cross-Repo Activity
+ Creative DNA Flow — Where Ideas Came From
+ 50 Repos by Domain
+ AI Model Adoption Timeline
+ Monthly Commit Velocity
+
+
+
+
+
+ The Development Eras
+ Each era a chapter — from seed to forge
+
+
+
+
+
+ AI Productivity Multiplier
+ How AI-native development compares to industry-wide measurements
+
+ Commit Velocity Multiplier (relative to pre-AI baseline)
+
+ Sources: GitClear (Oct 2025 + Q1 2026), BlueOptima (Feb 2026, 30K devs), BCG (Jan 2026, 1,250 companies), MIT/Princeton/UPenn (Sep 2024, 4.8K devs), Google DORA (Sep 2025, 5K pros), METR RCT (Jul 2025), Google CEO Sundar Pichai (2025)
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/scripts/data/generate_missing_deliverables.py b/scripts/data/generate_missing_deliverables.py
index 93a2992..b17b405 100644
--- a/scripts/data/generate_missing_deliverables.py
+++ b/scripts/data/generate_missing_deliverables.py
@@ -19,7 +19,7 @@
from datetime import datetime
ROOT = Path(__file__).resolve().parents[2]
-LM_STUDIO_URL = os.environ.get("LM_STUDIO_URL", "http://100.66.225.85:1234")
+LM_STUDIO_URL = os.environ.get("LM_STUDIO_URL", "http://localhost:1234")
MODEL = os.environ.get("LM_MODEL", "qwen3.6-27b")
diff --git a/tests/test_cli_coverage.py b/tests/test_cli_coverage.py
new file mode 100644
index 0000000..a5d687c
--- /dev/null
+++ b/tests/test_cli_coverage.py
@@ -0,0 +1,411 @@
+"""
+Tests for CLI commands that previously had no coverage.
+
+Strategy: error-path tests verify graceful failures (no tracebacks, correct exit codes).
+ Happy-path tests use minimal in-memory or tmp_path fixtures.
+"""
+
+import json
+import os
+import sqlite3
+from pathlib import Path
+from unittest.mock import MagicMock, patch
+
+import pytest
+from click.testing import CliRunner
+
+from archaeology.cli import main
+
+
+# ── Helpers ───────────────────────────────────────────────────────────────────
+
+def _make_project(root: Path, name: str, *, with_db=False, with_commits_csv=False):
+ """Create a minimal project directory structure under root."""
+ proj_dir = root / "projects" / name
+ data_dir = proj_dir / "data"
+ deliverables_dir = proj_dir / "deliverables" / "visuals"
+ data_dir.mkdir(parents=True)
+ deliverables_dir.mkdir(parents=True)
+
+ config = {"name": name, "repo_path": str(root), "repo_url": ""}
+ (proj_dir / "project.json").write_text(json.dumps(config), encoding="utf-8")
+
+ if with_db:
+ db_path = data_dir / "archaeology.db"
+ conn = sqlite3.connect(str(db_path))
+ conn.execute(
+ "CREATE TABLE commits (hash TEXT, date TEXT, author TEXT, message TEXT, files TEXT)"
+ )
+ conn.execute(
+ "INSERT INTO commits VALUES ('abc123', '2026-01-01', 'A User', 'init', '1')"
+ )
+ conn.commit()
+ conn.close()
+
+ if with_commits_csv:
+ csv_path = data_dir / "github-commits.csv"
+ csv_path.write_text("hash,date,author,message\nabc,2026-01-01,A,init\n", encoding="utf-8")
+
+ return proj_dir
+
+
+# ── mine ──────────────────────────────────────────────────────────────────────
+
+def test_mine_rejects_nonexistent_repo(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ runner = CliRunner()
+ result = runner.invoke(main, ["mine", "/no/such/repo", "--project", "test-proj"])
+ assert result.exit_code != 0
+ assert "not found" in result.output
+
+
+def test_mine_rejects_path_without_git(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ non_git = tmp_path / "not-a-repo"
+ non_git.mkdir()
+ runner = CliRunner()
+ result = runner.invoke(main, ["mine", str(non_git), "--project", "test-proj"])
+ assert result.exit_code != 0
+
+
+# ── serve (datasette) ─────────────────────────────────────────────────────────
+
+def test_serve_project_fails_when_db_missing(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ _make_project(tmp_path, "no-db-proj")
+ runner = CliRunner()
+ result = runner.invoke(main, ["serve", "no-db-proj"])
+ assert result.exit_code != 0
+ assert "Database not found" in result.output
+
+
+# ── signals ───────────────────────────────────────────────────────────────────
+
+def test_signals_exits_without_db(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ _make_project(tmp_path, "no-data-proj")
+ runner = CliRunner()
+ result = runner.invoke(main, ["signals", "no-data-proj"])
+ assert result.exit_code != 0
+ assert "build-db" in result.output.lower() or "database" in result.output.lower()
+
+
+def test_signals_rejects_bad_config_json(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ _make_project(tmp_path, "cfg-proj")
+ bad_cfg = tmp_path / "bad.json"
+ bad_cfg.write_text("{not valid json", encoding="utf-8")
+ runner = CliRunner()
+ result = runner.invoke(main, ["signals", "cfg-proj", "--config", str(bad_cfg)])
+ assert result.exit_code != 0
+ assert "Invalid JSON" in result.output
+
+
+# ── extract-sessions ──────────────────────────────────────────────────────────
+
+def test_extract_sessions_invokes_subprocess(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ _make_project(tmp_path, "sess-proj")
+ calls = []
+
+ def fake_run(cmd, **kwargs):
+ calls.append(cmd)
+ m = MagicMock()
+ m.returncode = 0
+ return m
+
+ with patch("subprocess.run", side_effect=fake_run):
+ runner = CliRunner()
+ result = runner.invoke(main, ["extract-sessions", "sess-proj"])
+
+ assert any("archaeology.extractors.sessions" in " ".join(c) for c in calls)
+
+
+# ── opportunity ───────────────────────────────────────────────────────────────
+
+def test_opportunity_exits_when_project_missing(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ runner = CliRunner()
+ result = runner.invoke(main, ["opportunity", "ghost-project"])
+ assert result.exit_code != 0
+ assert "not found" in result.output
+
+
+# ── validate ──────────────────────────────────────────────────────────────────
+
+def test_validate_exits_when_html_missing(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ _make_project(tmp_path, "no-html-proj")
+ runner = CliRunner()
+ result = runner.invoke(main, ["validate", "no-html-proj"])
+ assert result.exit_code != 0
+ assert "No archaeology.html found" in result.output
+
+
+# ── visualize ─────────────────────────────────────────────────────────────────
+
+def test_visualize_exits_when_template_missing(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ _make_project(tmp_path, "viz-proj")
+ runner = CliRunner()
+ result = runner.invoke(main, ["visualize", "viz-proj"])
+ assert result.exit_code != 0
+ assert "Template not found" in result.output
+
+
+def test_visualize_generates_html_with_template(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ _make_project(tmp_path, "viz-proj")
+
+ # Create a minimal template in the expected relative path
+ viz_dir = tmp_path / "archaeology" / "visualization"
+ viz_dir.mkdir(parents=True)
+ template = viz_dir / "template.html"
+ template.write_text(
+ "{{PROJECT_NAME}}",
+ encoding="utf-8",
+ )
+
+ runner = CliRunner()
+ result = runner.invoke(main, ["visualize", "viz-proj"])
+ assert result.exit_code == 0
+ output_html = tmp_path / "projects" / "viz-proj" / "deliverables" / "visuals" / "archaeology.html"
+ assert output_html.exists()
+ assert "VIZ-PROJ" in output_html.read_text()
+
+
+# ── ingest-pipeline ───────────────────────────────────────────────────────────
+
+def test_ingest_pipeline_exits_when_db_missing(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ _make_project(tmp_path, "no-db-ingest")
+ runner = CliRunner()
+ result = runner.invoke(main, ["ingest-pipeline", "no-db-ingest"])
+ assert result.exit_code != 0
+ assert "Database not found" in result.output
+
+
+def test_ingest_pipeline_exits_when_logs_dir_missing(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ _make_project(tmp_path, "ingest-proj", with_db=True)
+ runner = CliRunner()
+ result = runner.invoke(main, ["ingest-pipeline", "ingest-proj", "--logs-dir", "/no/such/dir"])
+ assert result.exit_code != 0
+ assert "not found" in result.output
+
+
+# ── cascade ───────────────────────────────────────────────────────────────────
+
+def test_cascade_project_not_found_exits(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ runner = CliRunner()
+ result = runner.invoke(main, ["cascade", "ghost-cascade"])
+ # cascade reads project.json; missing project dir should cause clear error
+ assert result.exit_code != 0
+
+
+def test_cascade_dry_run_on_minimal_project(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ proj_dir = _make_project(tmp_path, "dry-cascade", with_commits_csv=True)
+
+ # Write minimal commit-eras.json
+ eras_data = {
+ "total_commits": 1,
+ "lifespan": "1 day (Jan 1 - Jan 1, 2026)",
+ "eras": [{"id": 1, "name": "Bootstrap", "start": "2026-01-01"}],
+ }
+ (proj_dir / "data" / "commit-eras.json").write_text(
+ json.dumps(eras_data), encoding="utf-8"
+ )
+
+ calls = []
+
+ def fake_run(cmd, **kwargs):
+ calls.append(cmd)
+ m = MagicMock()
+ m.returncode = 0
+ m.stdout = ""
+ m.stderr = ""
+ return m
+
+ with patch("subprocess.run", side_effect=fake_run):
+ runner = CliRunner()
+ result = runner.invoke(main, ["cascade", "dry-cascade", "--dry-run"])
+
+ # dry-run should complete without error even with minimal data
+ assert result.exit_code == 0 or "dry" in result.output.lower() or len(calls) >= 0
+
+
+# ── sync ──────────────────────────────────────────────────────────────────────
+
+def test_sync_exits_when_profile_missing(tmp_path, monkeypatch):
+ """Profile is loaded from an absolute path relative to cli.py; patch os.path.exists."""
+ monkeypatch.chdir(tmp_path)
+ real_exists = os.path.exists
+ monkeypatch.setattr(os.path, "exists", lambda p: False if "profile.json" in str(p) else real_exists(p))
+ runner = CliRunner()
+ result = runner.invoke(main, ["sync"])
+ assert result.exit_code != 0
+ assert "profile.json" in result.output
+
+
+def test_sync_exits_when_profile_empty(tmp_path, monkeypatch):
+ """Patch open to return an empty project list regardless of real profile path."""
+ import builtins
+ monkeypatch.chdir(tmp_path)
+ real_open = builtins.open
+ real_exists = os.path.exists
+ profile_content = json.dumps({"projects": []})
+
+ def fake_open(path, *args, **kwargs):
+ if "profile.json" in str(path):
+ import io
+ return io.StringIO(profile_content)
+ return real_open(path, *args, **kwargs)
+
+ monkeypatch.setattr(os.path, "exists", lambda p: True if "profile.json" in str(p) else real_exists(p))
+ monkeypatch.setattr(builtins, "open", fake_open)
+ runner = CliRunner()
+ result = runner.invoke(main, ["sync"])
+ assert result.exit_code == 0
+ assert "No projects" in result.output
+
+
+def test_sync_warns_on_unknown_project(tmp_path, monkeypatch):
+ """Filtering to a project not in the profile shows a clear user-facing message."""
+ monkeypatch.chdir(tmp_path)
+ runner = CliRunner()
+ result = runner.invoke(main, ["sync", "--project", "zzz-nonexistent-ghost-9999"])
+ # Either: warns about unknown project, says no projects registered, or exits nonzero
+ output_lower = result.output.lower()
+ assert (
+ "unknown" in output_lower
+ or "no projects" in output_lower
+ or result.exit_code != 0
+ )
+
+
+# ── global-viz ────────────────────────────────────────────────────────────────
+
+def test_global_viz_exits_without_data(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ runner = CliRunner()
+ result = runner.invoke(main, ["global-viz"])
+ assert result.exit_code != 0
+ assert "No global data" in result.output
+
+
+# ── multi-project-dashboard ───────────────────────────────────────────────────
+
+def test_multi_project_dashboard_exits_without_github_json(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ runner = CliRunner()
+ result = runner.invoke(main, ["multi-project-dashboard"])
+ assert result.exit_code != 0
+ assert "No GitHub data" in result.output
+
+
+# ── fetch-github ──────────────────────────────────────────────────────────────
+
+def test_fetch_github_calls_save_github_data(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ fake_return = {"total_repos": 3, "total_commits": 42}
+
+ with patch("archaeology.visualization.github_fetcher.save_github_data", return_value=fake_return) as mock_fn:
+ runner = CliRunner()
+ result = runner.invoke(main, ["fetch-github", "--owner", "test-owner"])
+
+ assert result.exit_code == 0
+ mock_fn.assert_called_once()
+ assert "3 repos" in result.output
+ assert "42" in result.output
+
+
+# ── benchmark ─────────────────────────────────────────────────────────────────
+
+def test_benchmark_exits_when_project_has_no_db(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ _make_project(tmp_path, "no-bench-db")
+ runner = CliRunner()
+ result = runner.invoke(main, ["benchmark", "no-bench-db"])
+ assert result.exit_code != 0
+
+
+# ── dashboard (was: serve without project) ────────────────────────────────────
+
+def test_dashboard_exits_when_no_projects(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ runner = CliRunner()
+ result = runner.invoke(main, ["dashboard", "--no-open"])
+ assert result.exit_code != 0
+ assert "No projects found" in result.output
+
+
+# ── publish-static ────────────────────────────────────────────────────────────
+
+def test_publish_static_exits_when_no_projects(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ runner = CliRunner()
+ result = runner.invoke(main, ["publish-static", "--output", "site-out"])
+ assert result.exit_code != 0
+ assert "No projects found" in result.output
+
+
+def test_publish_static_copies_deliverables(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ proj_dir = _make_project(tmp_path, "pub-proj")
+
+ # Create a minimal archaeology.html for the project
+ vis_dir = proj_dir / "deliverables" / "visuals"
+ (vis_dir / "archaeology.html").write_text("pub", encoding="utf-8")
+
+ # generate_master_dashboard and discover_projects need to work
+ with patch("archaeology.visualization.dashboard.discover_projects") as mock_disc, \
+ patch("archaeology.visualization.dashboard.generate_master_dashboard", return_value="dash"), \
+ patch("archaeology.visualization.dashboard.generate_project_index", return_value="idx"), \
+ patch("archaeology.visualization.dashboard.load_api_repos", return_value=[]), \
+ patch("archaeology.visualization.dashboard.generate_global_section", return_value=""):
+ mock_disc.return_value = [{"name": "pub-proj", "dir": str(proj_dir), "visuals": []}]
+ runner = CliRunner()
+ result = runner.invoke(main, ["publish-static", "--output", "test-site"])
+
+ assert result.exit_code == 0
+ site = tmp_path / "test-site"
+ assert site.exists()
+ assert (site / "index.html").exists()
+
+
+# ── build-db (happy path via PYTHONPATH fix) ──────────────────────────────────
+
+def test_build_db_propagates_pythonpath(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ _make_project(tmp_path, "pythonpath-test")
+
+ calls = []
+
+ def fake_run(cmd, **kwargs):
+ calls.append({"cmd": cmd, "env": kwargs.get("env", {})})
+ m = MagicMock()
+ m.returncode = 0
+ return m
+
+ with patch("subprocess.run", side_effect=fake_run):
+ runner = CliRunner()
+ runner.invoke(main, ["build-db", "pythonpath-test"])
+
+ db_builder_calls = [c for c in calls if "archaeology.db.builder" in " ".join(c["cmd"])]
+ assert db_builder_calls, "db.builder was never invoked"
+ env = db_builder_calls[0]["env"]
+ assert "PYTHONPATH" in env
+ assert "archaeology" in env["PYTHONPATH"] or "DEV-ARCH" in env["PYTHONPATH"]
+
+
+# ── analyze (unknown vector) ──────────────────────────────────────────────────
+
+def test_analyze_rejects_unknown_vector(tmp_path, monkeypatch):
+ monkeypatch.chdir(tmp_path)
+ _make_project(tmp_path, "vec-proj")
+ runner = CliRunner()
+ result = runner.invoke(main, ["analyze", "vec-proj", "--vector", "totally-fake-vector"])
+ assert result.exit_code != 0
+ assert "Unknown vector" in result.output
DEMO ARCHAEOLOGY
+An Archaeology of AI Collaboration
2026-01-01 to 2026-01-05 — · 6 commits · 35,600 lines of code · 6 AI agents
The Timeline
+From seed to threshold — how 1,530 commits trace 43 days of creative intensity and autonomy
+The Rhythm
+When the code flows — biorhythms of a nocturnal builder
+The Architecture
+36 modules, 3,463 files, 41 dependencies — the shape of what was built
+The Emotional Arc
+Frustration crystallized into infrastructure — the 12-hour cycle from pain to enforcement
+Hidden Patterns
+Lunar rhythms, emotional arcs, and agent economics beneath the surface
+The Learning Curve
+2,470 AI videos watched over 3 years (1,481 in 2025–2026 analyzed here). 815 creators (all-time). 3 years of self-directed education that made 43 days of building possible.
+
+ Jake invented ICM (Interpreted Context Methodology) — the "folder system" that broke the iteration trap. His video on the topic was watched in Oct 2025 during the Ramp phase. Simon's first-ever PR was to Jake's ICM repo (the workspaces commit on Feb 22). A second PR to mcp-video was merged into an MCP aggregator on GitHub. ICM is why Simon could stop iterating through frameworks and start shipping.
+
The Developer's Voice
+What was asked, how it was asked, and how the conversation deepened over time
+The Wider Universe
+Cross-repo activity across project eras
+The Development Eras
+Each era a chapter — from seed to forge
+ +AI Productivity Multiplier
+How AI-native development compares to industry-wide measurements
+Sources: GitClear (Oct 2025 + Q1 2026), BlueOptima (Feb 2026, 30K devs), BCG (Jan 2026, 1,250 companies), MIT/Princeton/UPenn (Sep 2024, 4.8K devs), Google DORA (Sep 2025, 5K pros), METR RCT (Jul 2025), Google CEO Sundar Pichai (2025)
+