Skip to content
CONTEXTJAMMINGINDEPENDENT APPLICATION PROTOTYPECONTACT
AI content transformation · Live proofInteractive arXiv ExplainersResearch papers transformed into source-anchored, interactive editorial instruments.View the showcase

CONTENT STRATEGIST · R-101014 · A WORKING ANSWER

Messaging to activation is a pipeline problem. I run the pipeline.

Everything below was produced by one person operating an AI-native content system — the environment this req frames as an aspiration is already my default operating mode.

Built as an independent application prototype for Abnormal AI by Bret Kerr.

10+years cybersecurity content
1operator running the full pipeline
N°01Red Hat Agent Skills hackathon · Best in Show

Raw Input → Activation-Ready

The transform, made visible

Select a raw input. One source fans out into a modeled set of activation-ready assets — the mix changes with the source, not a template.

COPY

Executive threat dispatch

COPY

CISO email nurture · 3-part

WEB

Research-hub landing section

SOCIAL

LinkedIn signal thread

DECK

Field battlecard slide

WEB

Healthcare industry cutdown

DECK

Infographic spec · 9×16

COPY

Compressed 2-sentence thesis

1 input →8activation-ready assets

Req → Receipt

Every requirement, answered with an artifact

The posting's words on the left, verbatim. A shipped, linkable proof on the right. No summary filler — each row is a system or a link.

Translate raw inputs … into activation-ready content and narrative outputs.

Abnormal AI · Content Strategist (R-101014)
Receipt · Pipeline

Semantic-Triple-Transformation pipeline

Deep research in, three simultaneous deliverables out — with the SKILL.md files open-sourced so the workflow is inspectable, not asserted.

Open the skills portfolio

Identify opportunities to extend the value of existing content by creating derivative assets (e.g., summaries, slides, clips, videos, or industry-specific cutdowns).

Abnormal AI · Content Strategist (R-101014)
Receipt · Derivatives

One source → dispatch + infographic + thread + thesis

A single deep-research input becomes a longform dispatch, an infographic JSON spec, a social thread, and a compressed two-sentence thesis — coordinated, not repeated.

See the agentic system

Use AI-assisted workflows to accelerate ideation, distillation, repackaging, and content transformation, while applying editorial judgment to refine outputs.

Abnormal AI · Content Strategist (R-101014)
Receipt · Judgment

The MoEA Loop

Model-orchestrator, expert-auditor, and adversarial-agent stages accelerate the work; a human editorial membrane owns accuracy, security context, voice, and final release.

Read the loop

2–4+ years of experience in B2B SaaS, cybersecurity, content marketing, or related roles.

Abnormal AI · Content Strategist (R-101014)
Receipt · Domain

A decade in enterprise email security

Mimecast through IPO and take-private. I know this buyer, this threat landscape, and this competitive field natively — including the reporting behind Founder File N°040 on Abnormal's own CEO.

Founder File N°040

Contribute to building lightweight workflows for slicing, packaging, and distributing content more efficiently across channels.

Abnormal AI · Content Strategist (R-101014)
Receipt · Throughput

30 tailored PDFs in one run · ApplyForge in ~2 days

A batch of thirty role-tailored application PDFs produced as a single pipeline run, and a packaging app shipped to the App Store in roughly two days — lightweight workflows that actually ship.

How it is built

One Message, Every Channel

Adaptation is not drift

One campaign spine, four channel renderings. The invariant phrase survives every adaptation — highlighted so alignment is something you can see, not just trust.

Campaign message spine

The most dangerous attack is the one that looks like business as usual.

Email rendering

Subject: The invoice was real. The request wasn’t.

Your controls were built to catch what looks wrong.

Today’s costliest attack is the one that looks like business as usual

no payload, no bad domain, just a trusted workflow turned against you.

The Multiplier, Measured

Output at IC scale

Shipped artifacts, counted. Then a process-design comparison for producing one campaign’s derivative set — illustrative of workflow shape, not a benchmark claim.

104

page competitive campaign architecture, one engagement

727

source RAG corpus distilled into a published book

30

tailored application PDFs in a single pipeline run

5

coordinated formats produced per STT source

One campaign · derivative asset set

≈ 3 days

Research + synthesis
Core draft
Derivative assets
Editorial review
Package + distribute

Illustrative of process design, not a benchmark. Same deliverable set; the difference is where the human spends judgment.

Proof + Artifacts

The work already points this direction

Anthropic v. Abnormal analysis

An independent read of a public dispute, built to make a complex business and legal moment legible without claiming inside knowledge or drawing legal conclusions.

  • Executive litigation brief
  • Narrative + competitive map
  • Risk + opportunity framing
  • Social dispatch + visuals
Part of the sector reportage behind Founder File N°040.Open proof

Agentic Content Marketing

A working model for using multiple AI systems to strengthen the content lifecycle while keeping editorial judgment in control.

  • Research + source synthesis
  • Brief creation
  • Message variants + derivatives
  • Editorial QA + packaging
Open proof

SkillMemoryBank

Lane 2, Best in Show at the Open Accelerator Agent Skills hackathon at Red Hat Boston.

  • Persistent AI skills
  • Context memory
  • Inspectable workflows
  • Shippable web product
Built with Claude, IBM Granite via Ollama, Gemini, Next.js, React, and Cloudflare.Open proof

Ready to turn strong inputs into work the market can use.

Start a conversation
Bret Kerr · Context Jammingbret.kerr@gmail.com

Independent application prototype. Not affiliated with or endorsed by Abnormal AI. No Abnormal marks or assets are reproduced.