Karthik Ramadoss

Technology and motorcycle enthusiast. Nature & photography lover. Long form thoughts on Substack.

[Karthik Ramadoss @KIntheHouse]

Monotheist vs Polytheist

Every leader has made this hire.

You can bring on one brilliant generalist who holds the whole problem in their head, or a team of specialists with someone to coordinate them.

You already know how each one fails.

The generalist becomes a bottleneck the day they’re out sick. The team spends Tuesday in a standup about Monday’s handoff.

This spring, in Agentic AI, that same hire became an architecture decision, and the two biggest names in enterprise software made it in opposite directions.

I’m calling the camps monotheist and polytheist because it stuck in my head and it beats “single-agent versus multi-agent.”

One god-model that does everything, or a pantheon of smaller gods, each with a domain, coordinated by a planner above them.

Monotheist: one generalist agent, one continuous context, working the task on a single thread. If you need to handle more work, you run more copies of that one agent. OpenAI’s Workspace Agents is the picture: one thread, dozens of apps, no orchestrator.

Polytheist: an orchestrator that decomposes the request and routes the pieces to specialist agents, then assembles the result. SAP’s Autonomous Enterprise is the picture: fifty coordinators, two hundred specialists, no generalist.

Those are the two choices. The rest of the decision is about which one fits the work in front of you.

Monotheist vs Polytheist: How to Choose Your Agentic AI Architecture
https://t.co/Xc7Vs2j27A

[Karthik Ramadoss @KIntheHouse]

The State of Brain-Computer Interfaces in 2026

Three things happened in the past twelve months that change the BCI picture for 2026. Apple released a native protocol for BCIs in iOS. Meta wrapped a six-year, billion-dollar moonshot by launching a wristband that reads muscle signals on the forearm. Vermont’s governor signed a bill recognizing “freedom of thought” as a legal category. Those are three different stories moving at three different speeds, and the news cycle keeps mashing them together. The question for 2026 is which one lands on your desk.

Disclaimer: I’m not a neuroscientist. I went looking for an answer to one question: what should an enterprise leader pay attention to when they hear “brain-computer interface” and the first instinct is to file it under hype?

The State of Brain-Computer Interfaces in 2026 https://t.co/6fnfC1TlD5

[Andrej Karpathy @karpathy]

This is a super exciting release - Claude Fable 5 is the same underlying model as Mythos but with added safeguards. The benchmarks are great and it's SOTA on everything by a margin but I'll add that *qualitatively* also, this is a major-version-bump-deserving step change forward (imo of the same order as Claude 4.5 was in November), peaking especially for long problem-solving sessions on very difficult problems. You can give it a lot more ambitious tasks than what you're used to, the model "gets it" and it will just go, and it's never felt this tempting to stop looking at the code at all (but don't do this in prod!). The model still has quirks that people will run into and the safeguards are configured to be a little too trigger happy for launch, which can hopefully be tuned over time.

I feel a lot of things changing as working software increasingly comes out on a tap. The Jevon's paradox kicks in and I feel my own demand for software growing substantially. You can ask for anything - explainers, visualizers, dashboards, bespoke single-use apps (e.g. a full wandb that is hyper-specific just for your project), you can 10X your test suite, auto-optimize code, run giant research projects with custom HTML for the results, anything! "Free your mind" (Matrix ref). Really looking forward to all the things people build!

[Karthik Ramadoss @KIntheHouse]

An Enterprise Leaders monday morning catchup on AI news - no noise, pure signals.

The week the AI supplier map got redrawn twice — Microsoft launched 4 of its own top-tier models, OpenAI landed on AWS, Anthropic filed to go public

AI Waypoints: Week of June 8, 2026 — Edition #13 https://t.co/5QFnBp3Vc1

[Karthik Ramadoss @KIntheHouse]

AI Waypoints #11 is up. This was the week enterprise AI's bills became line items — the hyperscaler invoice, the consulting invoice, and the severance schedule. Three of seven signals touch Anthropic.

AI Waypoints: Week of May 26, 2026 — Edition #11 https://t.co/tgFEHJtONd

[Karthik Ramadoss @KIntheHouse]

The whole defense stack reduces to three places where a human approves what the agent did:

Before package install.
Before merge to main.
Before production action.

That's three checkpoints. Three audit trails. Three names on three approvals. SOC2, ISO 27001, EU CRA — same story, satisfied with no extra work.

Full piece: [link]

https://t.co/TSewItS5ne

[Karthik Ramadoss @KIntheHouse]

Slopsquatting is the attack class that requires no human error.

LLMs hallucinate package names that don't exist. Attackers register those names. You copy the install command.

19.7% hallucination rate. 43% repeatability.

Your AI is a confident tourist giving directions to streets that don't exist. Criminals build fake storefronts first.

Full taxonomy 👇🏼

2026 Attack Taxonomy for Vibe and Agentic Coding https://t.co/C0wnv9rny1

[Karthik Ramadoss @KIntheHouse]

Three things I'd write into any AI control plane RFP today:

MCP support as a hard requirement. The protocol fight is over. Anthropic's standard is what every vendor ships first now.

Treat A2A as a roadmap question, not a today question. Don't pay extra for AGNTCY today.

Ask which agents the vendor is NOT governing. If they don't have a clean answer, the scope coverage gap is the part of the contract that bites you in Year 2.

2026 Enterprise Guide for AI Control Planes https://t.co/KcOTEacPGS

[Karthik Ramadoss @KIntheHouse]

@alexwg Monster wolf story is the hidden gem here! While I do enjoy the singularity themed topics. Thanks for sharing!

[Karthik Ramadoss @KIntheHouse]

@levie Jevons paradox at work.

[Karthik Ramadoss @KIntheHouse]

@alexwg @alexwg Gemini powered mouse pointer is the most under-reported development! I’m sure other labs will pick up on this.

[Karthik Ramadoss @KIntheHouse]

Anthropic publishes an internal optimization playbook documenting five effort levels for Claude. Same model, same prompt, ten times the cost range.

Extra High is the default in Claude Code and https://t.co/li9vAVhy3d. It's not documented in the public API pricing page. Most enterprise pilots inherited that default and never touched it.

Drop Extra High to High on Sonnet 4.6: 40% off the bill, ~2% quality drop. System-prompt change. No model swap, no procurement work.

Full post ↗

The Token Paradox: One Month Later, a Dial I Missed https://t.co/mbKwHpjCbw

[Karthik Ramadoss @KIntheHouse]

The AI labs just walked into the consulting business with $5.5 billion in committed capital — and that's only the third-most-interesting thing that happened this week.

https://t.co/a78U4yj4DS

[Karthik Ramadoss @KIntheHouse]

Your CISO has a Quantum deadline. Your CIO doesn’t.

https://t.co/Op4UmIloUv

[Karthik Ramadoss @KIntheHouse]

@businessbarista AI-native also I share my learnings here at https://t.co/MyFkZi3vEW for enterprise leaders. This is right up my alley!

[Karthik Ramadoss @KIntheHouse]

Random-forest analysis of 29 factors found organizational AI culture is ~2.5x stronger as a signal than the strongest individual factor.
Industry, market, company size, job level — they barely register.

The org's culture is the single biggest determinant of AI ROI.

https://t.co/CfRm5Vx25E

[Karthik Ramadoss @KIntheHouse]

Yes!!

[Claude @claudeai]

Read more about our usage limit increases and our SpaceX compute partnership: https://t.co/4Pf6r5zKjl

[Karthik Ramadoss @KIntheHouse]

Anthropic in 19 days: tighter session caps (Mar 26) → third-party agent frameworks blocked on Pro/Max (early Apr) → enterprise flipped from flat to usage-based (Apr 14).

Three pricing actions, one direction.

Every US frontier lab moved the same way.The $20 subscription tier is over. Full post ↗

https://t.co/Ef90Hp8pRY

[Karthik Ramadoss @KIntheHouse]

Would you do it?

[Stripe @stripe]

Today, we’re launching the @link wallet for agents. It lets you securely empower agents to spend on your behalf. Your payment credentials are never exposed and you approve every purchase.

https://t.co/TcvEiVNth9

[Karthik Ramadoss @KIntheHouse]

Enterprise AI Telemetry: May 2026 https://t.co/RJvIv1tn5w

I wrote about enterprise AI benchmarks 10 weeks ago. Half my picks are now obsolete. Here's the May 2026 update — including which benchmarks the Stanford HAI Index 2026 just changed.