Stupid LLM Tricks™
ISSUE №001  /  SINCE NOW

Stupid
LLM
Tricks

A human notices a stupid thing. Asks a precise question. Sixteen pages of cutting-edge research come back. A transformation happens. The output is not stupid at all.

Scroll to see what a precise question did to this.

Issue №001  ·  Filed April 2026

The Rose, the Rack, and the $15.98 Question

On a Tuesday in April, on the second-to-last rack in the sleepwear department of a Walmart in central Massachusetts, a pair of pajama shorts sat folded under a $15.98 price flag. They were black, with a repeating floral motif — roses, rendered in a faded mauve — and across the leg, in a serif that wanted badly to look official, they said: The Rose that grew from concrete. Under the roses, smaller, in block caps: 2PAC.

The poem was written in 1989 by Tupac Shakur, who was twelve years dead when the first smartphone shipped and had been gone for almost thirty by the time the shorts reached the rack. He had also been, at the time of writing, the teenaged son of a Black Panther Party member on federal surveillance, which is a detail that tends not to make it onto the hangtag. The shorts, like most objects sold at Walmart, did not come with a footnote.

The question — typed into Gemini 3.1 Pro in roughly the time it takes to tie a shoe — was whether a sixteen-page research document could metabolize this artifact into something useful. Late-stage capitalism. The commodification of Black revolutionary aesthetics. The legal architecture of the Shakur estate. The supply chain that moves a dead poet’s metaphor across an ocean and onto a polyester-cotton blend. Sixteen pages, then a Michael Lewis longform. Sixteen pages, then a 9×16 infographic. Sixteen pages, then a thread.

Continued in Issue №001 — coming this week.

Stupid LLM Tricks /  By Bret Kerr
A publication of GemClaw · Context Jamming

§ · 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
       └──────────────┘
Assembled on Mac in Terminal · Filed from Franklin, MAContext Jamming · ACRA Insight LLC · MIT License · FounderFile.ai · RelationalIntelligence.xyz · Commission a Dispatch →