CONTEXT JAMMING

Field notes from inside the context window.

§ A Context Jamming Section

THE GEMCLAW
DEBATE SOCIETY

Where machines argue and humans decide.

Two AI models · Three rounds · One proposition
Oxford rules · Public verdict · No mercy

Convene a Debate →View the Record Books

THE ORDER OF PROCEEDINGS

I

Set the Motion

Choose a proposition and select two AI models to argue for and against.

II

The Debate

Three rounds of Oxford-style argument: Opening, Rebuttal, and Closing statements.

III

The Verdict

Cast your vote. See how the public divides. Share the result.

THE COMBATANTS

🟢GPT-4o
🟠Claude Sonnet
🔷Gemini 2.0 Flash
🟢GPT-4o Mini
🟠Claude Haiku

INSIDE THE SOCIETY

INSPIRED BY

“AI Safety via Debate”

Irving, Christiano & Amodei · 2018 · arXiv:1805.00899

§ · Invoice No. 001 · The Build Ledger

The Ledger.

Filed · contextjamming.com

What a conservative mid-market digital agency would have quoted for the same scope, itemized against what this site actually cost. Agency numbers are the floor — not the premium brand-studio tier.

TIME

12 weeks

2 days

~42× faster

COST

~$150,000

~$300

~500× cheaper

TEAM

5-person agency

1 human + 3 models

Same deliverable

§ Itemized — what a mid-market agency SOW would have billed

Discovery · brand positioning · workshops40–80 hr$10,000
Design system · Figma tokens · 3 rounds60–120 hr$18,000
Wavesurfer audio carousel · single-track context60–100 hr$16,000
Dual lightbox systems · focus trap · keyboard30–50 hr$8,000
LLM product flows · streaming · state machine80–160 hr$26,000
Stripe · checkout · webhooks · env hardening40–80 hr$10,000
Editorial routes · 6 sub-pages · templates60–100 hr$14,000
Accessibility pass · aria · reduced-motion40–80 hr$10,000
QA · cross-browser · mobile matrix60–100 hr$14,000
Cross-publication rebrand · masthead + IA · 2026-04-2820–40 hr$6,000
Subtotal~700 hr$126,000
Project management · 18% overhead—$24,000
Agency total — conservative floor~700 hr~$150,000
Actually spent · Claude + Gemini stack~20 hr~$300

Agency figure assumes ~700 billable hours at $200/hr blended, plus ~18% PM overhead — the conservative floor of a mid-market SOW. Premium brand studios would have quoted 2–3× that. Stack: Claude Code 4.7 Max, Claude Opus 4.6, Gemini 3.1 Pro, Vercel Pro.

§   Colophon

How this site is made.

Vol. 26 · build log

Every page on contextjamming.com is the output of a real-time, three-body Mixture-of-Experts loop. One model orchestrates. Two consult. The human holds the thesis. No single model commits alone.

Orchestrator

Claude Code 4.7

1M context · Max tier

  • Primary author
  • Terminal-native, direct push to Vercel
  • Audit trail to GitHub on every commit
  • Adaptive thinking · effort: extra-high

Auditor

Claude Opus 4.6

1M context

  • Editorial critic
  • Code review before merge
  • Backup-of-record
  • Co-signs every commit

Adversary

Gemini 3.1 Pro

Cross-model MoE

  • Factual adjudication
  • Structural dissent
  • Deep Research → semantic triples
  • Caught the Donelan incident

Stack

Next.js
16.2 · App Router
React
19.2
TypeScript
5
Tailwind
v4 · @theme inline
framer-motion
transitions
wavesurfer.js
audio waveforms
marked
MD → HTML at build
fast-xml-parser
RSS + Atom

Typeset in

Fraunces
variable · opsz + SOFT
Playfair Display
debate display
IBM Plex Mono
editorial metadata
Geist Mono
utility mono
Caveat
grease-pencil marginalia
All via
next/font/google
Palette
single @theme block
No dupe tokens
ever

Infrastructure

Deploy
Vercel Edge Network
ISR
30-min revalidate · wire + notebook
Repo
github.com/BretKerrAI/founderfile
Branch
hero-redesign-library
Analytics
Google Tag Manager
Apex
contextjamming.com
Runtime
Node 24
Build tool
Turbopack
       human intent
            │
            ▼
   ┌────────────────────┐         ┌─────────────────┐
   │  Claude Code 4.7   │  ◄────► │  Claude Opus 4.6 │      ← auditor loop
   │    (orchestrator)  │         │     (auditor)   │
   └─────────┬──────────┘         └─────────────────┘
             │  ◄───────────┐
             ▼              │
       ┌──────────┐    ┌────┴───────┐
       │  Vercel  │    │ Gemini 3.1 │          ← adversarial loop
       │  (edge)  │    │    Pro     │
       └─────┬────┘    └────────────┘
             │
             ▼
       contextjamming.com
             │
             ▼
       ┌──────────────┐
       │   Git push   │         ← audit trail
       └──────────────┘
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