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<!doctype html>
<html lang="en">
<head>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<title>Context Engineering - The o16g Implementation for 4Sale</title>
<link
rel="stylesheet"
href="https://cdn.jsdelivr.net/npm/reveal.js@4.5.0/dist/reset.css"
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rel="stylesheet"
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margin-right: auto !important;
text-align: center !important;
width: auto !important;
display: block !important;
}
.reveal {
background: #000;
}
/* 4Sale-specific slides with blue accent */
.for4sale .section-divider {
color: var(--accent-4sale) !important;
}
.for4sale h2,
.for4sale h3,
.for4sale h4 {
color: var(--accent-4sale) !important;
}
.for4sale strong {
color: var(--accent-4sale) !important;
}
.for4sale .principle-number {
background: var(--accent-4sale) !important;
}
.for4sale .principle-title {
color: var(--accent-4sale) !important;
}
.for4sale .stat-number {
color: var(--accent-4sale) !important;
}
.for4sale .timeline-label {
color: var(--accent-4sale) !important;
}
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color: var(--accent-4sale) !important;
}
.for4sale pre {
border: 1px solid var(--accent-4sale) !important;
box-shadow: 0 4px 20px rgba(14, 165, 233, 0.1) !important;
}
#bg-video {
position: fixed;
top: 50%;
left: 50%;
min-width: 100%;
min-height: 100%;
width: auto;
height: auto;
transform: translate(-50%, -50%);
z-index: -1;
opacity: 0.15;
filter: blur(2px);
}
</style>
</head>
<body>
<video id="bg-video" muted playsinline loop>
<source
src="https://cdn.coverr.co/videos/coverr-circuit-board-data-flow-9526/1080p.mp4"
type="video/mp4"
/>
</video>
<div class="reveal">
<div class="slides">
<section style="text-align: center">
<h1 style="text-align: center">Context Engineering</h1>
<p class="subtitle" style="text-align: center">
Implementing the o16g Manifesto at 4Sale
</p>
<p
class="subtitle"
style="margin-top: 2rem; font-size: 0.4em"
>
A personal tool for team adoption<br />
Building organizational memory for the agentic era<br />
2026 • Kuwait
</p>
</section>
<section style="text-align: center">
<div class="section-divider">The Problem</div>
<h2 style="text-align: center">
It was never about the code
</h2>
<p class="max-width-wide" style="text-align: center">
We've entered the agentic era. AI can write code faster
than any human. But there's a catastrophic problem:
<strong>agents have no organizational memory</strong>.
</p>
</section>
<section style="text-align: center">
<h3 style="text-align: center">What AI Agents Cannot Do</h3>
<ul class="max-width-narrow" style="text-align: center">
<li>
Understand <strong>why</strong> we made past
decisions
</li>
<li>Learn from our <strong>failures</strong></li>
<li>
Know our <strong>architecture constraints</strong>
</li>
<li>Remember <strong>team discussions</strong></li>
<li>Avoid <strong>repeating mistakes</strong></li>
</ul>
</section>
<section style="text-align: center">
<h2 style="text-align: center">A Real Example</h2>
<div class="media-box" style="text-align: center">
<p class="media-label">Scenario</p>
<div class="media-description">
<p><strong>Agent asked:</strong> Build REST API</p>
<p>
<strong>Agent suggests:</strong> "Use MongoDB
for flexible schema"
</p>
<p>
<strong>Reality:</strong> Team migrated to
PostgreSQL previously
</p>
<p>
<strong>Cost:</strong> Multiple days refactoring
+ database setup waste
</p>
</div>
</div>
<p class="mt-2">
The agent had no access to relevant
<strong>ADRs</strong> or
<strong>failure records</strong>
</p>
</section>
<section style="text-align: center">
<h2 style="text-align: center">Enter: o16g</h2>
<blockquote style="text-align: center">
"This is outcome engineering – o16g.<br />
Beyond simply goals to delivery and fully understood
<strong>impact</strong>."
</blockquote>
<p class="max-width-wide" style="text-align: center">
A manifesto for the agentic era. Context Engineering
implements <strong>key principles</strong> from o16g.
</p>
</section>
<section style="text-align: center">
<div class="principle-number">06</div>
<h3 class="principle-title" style="text-align: center">
No Wandering in the Dark
</h3>
<p class="principle-description" style="text-align: center">
Never dispatch an agent without context. Map the
territory before building. Every engineer and agent
should instantly know: What's been tried? What failed?
What succeeded?
</p>
</section>
<section style="text-align: center">
<div class="principle-number">08</div>
<h3 class="principle-title" style="text-align: center">
Failures are Artifacts
</h3>
<p class="principle-description" style="text-align: center">
Every failure is a gift to future teams. Opinions are
conjecture; outcomes are data. Dissect the failure.
Debug the decision, not just the code. Make failure
impossible to repeat.
</p>
</section>
<section style="text-align: center">
<div class="principle-number">11</div>
<h3 class="principle-title" style="text-align: center">
All the Context, Everywhere
</h3>
<p class="principle-description" style="text-align: center">
<strong>The core principle.</strong> Every decision,
failure, and discussion must be accessible to every
agent, every time, automatically. Agents cannot reason
in a vacuum.
</p>
</section>
<section style="text-align: center">
<div class="principle-number">14</div>
<h3 class="principle-title" style="text-align: center">
Continuous Improvement
</h3>
<p class="principle-description" style="text-align: center">
Repeating a mistake is a system failure. Automatically
identify outdated context, low-quality docs, and
knowledge gaps. Inoculate the system so the error never
happens again.
</p>
</section>
<section style="text-align: center">
<div class="principle-number">03</div>
<h3 class="principle-title" style="text-align: center">
No Single Player Mode
</h3>
<p class="principle-description" style="text-align: center">
Engineering is collaborative. Decisions hidden in
individual minds or siloed tools are organizational
debt. Foreground all the debates formerly hidden by the
backlog.
</p>
</section>
<section style="text-align: center">
<div class="principle-number">09</div>
<h3 class="principle-title" style="text-align: center">
Agentic Coordination
</h3>
<p class="principle-description" style="text-align: center">
Agents should coordinate like team members. They debate,
challenge assumptions, and improve each other's work.
Design the org chart for the swarm.
</p>
</section>
<section style="text-align: center">
<div class="section-divider">The Solution</div>
<h2 style="text-align: center">Context Engineering</h2>
<p class="max-width-wide" style="text-align: center">
An AI-native knowledge system that implements
<strong>o16g principle #11</strong>. It captures,
structures, and surfaces organizational memory to every
agent, automatically.
</p>
</section>
<section style="text-align: center">
<h3 style="text-align: center">What It Captures</h3>
<div class="stats" style="text-align: center">
<div class="stat">
<div class="stat-number">ADRs</div>
<div class="stat-label">Architecture Decisions</div>
</div>
<div class="stat">
<div class="stat-number">FAIL</div>
<div class="stat-label">Failure Analysis</div>
</div>
<div class="stat">
<div class="stat-number">MEET</div>
<div class="stat-label">Meeting Outcomes</div>
</div>
</div>
<p class="mt-2">
Plus: Semantic search, multi-agent debates, automated
feedback, and quality control
</p>
</section>
<section style="text-align: center">
<h3 style="text-align: center">How It Works</h3>
<div class="arch-stack" style="text-align: center">
<div class="arch-box">
<strong>1. CAPTURE</strong><br />
ADRs • Failures • Meetings • Code Snapshots
</div>
<div class="arch-arrow">↓</div>
<div class="arch-box">
<strong>2. PROCESS</strong><br />
Embedding (pgvector) • Semantic Search • Bundler
</div>
<div class="arch-arrow">↓</div>
<div class="arch-box">
<strong>3. SURFACE</strong><br />
Query API • Agent Skills • Integration
</div>
<div class="arch-arrow">↓</div>
<div class="arch-box">
<strong>4. IMPROVE</strong><br />
Feedback • Debates • Judge • Decay Worker
</div>
</div>
</section>
<section style="text-align: center">
<h3 style="text-align: center">Example Query</h3>
<div
class="callout max-width-wide"
style="text-align: center"
>
<p class="callout-title">Developer asks:</p>
<p>
"How should I handle database connections in our
listing service?"
</p>
</div>
<div class="media-box max-width-wide">
<p class="media-label">System Response</p>
<div class="media-description">
<p>
<strong>ADR-042:</strong> PostgreSQL Connection
Pooling Strategy
</p>
<p>
<strong>FAIL-027:</strong> Connection Pool
Exhaustion
</p>
<p>
<strong>MEET-015:</strong> Database Performance
Review
</p>
<p style="margin-top: 1em; text-align: center">
Use connection pooler with appropriate pool
size<br />
Always use prepared statements<br />
Circuit breaker pattern after failed connections
</p>
</div>
</div>
</section>
<section style="text-align: center">
<div class="section-divider">o16g #14 in Action</div>
<h2 style="text-align: center">Continuous Improvement</h2>
<blockquote style="text-align: center">
"Repeating a mistake is a system failure.<br />
Inoculate the system so the error never happens again."
</blockquote>
</section>
<section style="text-align: center">
<h3 style="text-align: center">Automated Feedback Loop</h3>
<ul class="max-width-narrow" style="text-align: center">
<li>Agents rate context quality (1-5)</li>
<li>Track which items were helpful</li>
<li>Identify missing context</li>
<li>Aggregate stats over time</li>
<li>Auto-archive outdated content</li>
</ul>
<div class="callout mt-2 max-width-narrow">
<p>
ADR-003 has <strong>45 helpful votes</strong><br />
FAIL-042 has <strong>32 references</strong><br />
Most requested: "More code examples"
</p>
</div>
</section>
<section style="text-align: center">
<div class="section-divider">o16g #03 + #09 in Action</div>
<h2 style="text-align: center">Multi-Agent Coordination</h2>
<blockquote style="text-align: center">
"Outcome engineering is a team sport.<br />
Foreground all the debates formerly hidden by the
backlog."
</blockquote>
</section>
<section style="text-align: center">
<h3 style="text-align: center">Multi-Agent Debates</h3>
<p class="max-width-wide" style="text-align: center">
Agents don't just consume context—they
<strong>debate</strong> it. When an agent notices
outdated or incorrect information, it contributes to a
debate. After 3 messages, a judge evaluates and scores
the resource.
</p>
</section>
<section style="text-align: center">
<h3 style="text-align: center">How Debates Work</h3>
<div class="timeline" style="text-align: center">
<div class="timeline-item">
<div class="timeline-label">Message 1</div>
<div class="timeline-content">
"ADR-001 recommends PostgreSQL but we migrated
to MongoDB"
</div>
</div>
<div class="timeline-item">
<div class="timeline-label">Message 2</div>
<div class="timeline-content">
"Verified: dependencies show mongodb driver, no
postgresql packages"
</div>
</div>
<div class="timeline-item">
<div class="timeline-label">Message 3</div>
<div class="timeline-content">
"All handlers use MongoDB syntax. ADR is
outdated."
</div>
</div>
<div class="timeline-item">
<div class="timeline-label">Judge</div>
<div class="timeline-content">
<strong>Score: 1/5</strong> (3 disagree, 0
agree) • <strong>Action: UPDATE</strong
><br />"All agents report migration to MongoDB.
ADR should be marked superseded."
</div>
</div>
</div>
</section>
<section style="text-align: center">
<h3 style="text-align: center">Judge Evaluation</h3>
<div class="comparison" style="text-align: center">
<div class="comparison-row">
<div class="comparison-label">≥80% agree</div>
<div class="comparison-value">
<strong>Score 5</strong> • Action: NONE •
Resource is high quality
</div>
</div>
<div class="comparison-row">
<div class="comparison-label">≥60% agree</div>
<div class="comparison-value">
<strong>Score 4</strong> • Action: NONE •
Resource is good
</div>
</div>
<div class="comparison-row">
<div class="comparison-label">≥40% agree</div>
<div class="comparison-value">
<strong>Score 3</strong> • Action: REVIEW •
Mixed opinions
</div>
</div>
<div class="comparison-row">
<div class="comparison-label">≥20% agree</div>
<div class="comparison-value">
<strong>Score 2</strong> • Action: UPDATE • Low
confidence
</div>
</div>
<div class="comparison-row">
<div class="comparison-label"><20% agree</div>
<div class="comparison-value">
<strong>Score 1</strong> • Action:
UPDATE/DEPRECATE • Very low confidence
</div>
</div>
</div>
</section>
<section style="text-align: center">
<h3 style="text-align: center">
Future Agents See Judgments
</h3>
<pre style="text-align: left"><code>{
"key_decisions": [
{
"id": "ADR-001",
"title": "Use PostgreSQL",
"debate": {
"status": "judged",
"judgment": {
"score": 1,
"suggested_action": "update",
"summary": "Agents report migration to MongoDB"
}
}
}
]
}</code></pre>
<p class="mt-2">
<strong>Result:</strong> Agents self-correct and avoid
using outdated context
</p>
</section>
<section style="text-align: center">
<div class="section-divider">o16g #14 in Action</div>
<h2 style="text-align: center">
Automated Quality Control
</h2>
<p class="max-width-wide" style="text-align: center">
Documentation decays over time. The
<strong>Decay Worker</strong> runs daily to identify
outdated content based on age, usage, references,
debates, and feedback.
</p>
</section>
<section style="text-align: center">
<h3 style="text-align: center">
Automated Quality Control
</h3>
<div
class="comparison max-width-narrow"
style="text-align: center"
>
<div class="comparison-row">
<div class="comparison-label">Score < 30</div>
<div class="comparison-value">Auto-archive</div>
</div>
<div class="comparison-row">
<div class="comparison-label">Score 30-50</div>
<div class="comparison-value">Flag for review</div>
</div>
<div class="comparison-row">
<div class="comparison-label">Score > 50</div>
<div class="comparison-value">Keep active</div>
</div>
</div>
</section>