Talks · When code is a commodityBack to talks
Talk
02.20

When code is a commodity, what actually matters.

When code is a commodity, the bottleneck keeps migrating outward. Prompts → contexts → harnesses → meshes → organizations. Here’s a read on where the field is and where it’s heading — with sources for each trend.

Code w/ Claude · London · 20 May 2026 · Jacob Langvad Nilsson

Recordings
02.21

Watch talks from the conference.

Anthropic has published recordings from Code w/ Claude · London (19–20 May 2026). Browse the full programme on claude.com — keynotes, Claude Code sessions, and the extended track. The notes and references on this page are the companion either way.

Where we are now
02.22

Ten things that already shipped.

Practices and primitives that crossed the line from experimentation to default this past year — some in weeks, some in months. Sources for each are listed in the references section.

Now 01

Spec-driven development

The plan is the product. GitHub Spec Kit just passed 90k stars. OpenSpec, GSD, and Speclinear are converging on the same idea.

Now 02

Claude wikis and skills as portable units of expertise

CLAUDE.md, SKILL.md, agent kits, skills marketplaces. Knowledge that used to live in someone's head now travels with the repo.

Now 03

Context engineering

Retrieval, memory, compaction, tool descriptions. Now standard practice — not an afterthought.

Now 04

MCP everywhere

97M monthly SDK downloads, 10K+ public servers. The protocol won.

Now 05

Computer use and browser agents

Claude's OSWorld score went from under 15% to 72.5% in 18 months.

Now 06

Multi-agent orchestration

LangGraph, CrewAI, and Microsoft Agent Framework. From solo agents to coordinated flows.

Now 07

Harness engineering

Hashimoto's framing (Agent = Model + Harness) went from blog post to industry vocabulary in weeks. By Q3, this is the default way teams talk about production agents.

Now 08

Interactive agent evals

ARC-AGI-3, MASEval, MultiAgentBench. Static reasoning tests are losing relevance. The shift is toward measuring multi-step recovery in live environments.

Now 09

Agent identity and security as a procurement gate

Zero-Trust Agent Identity moves from think piece to RFP requirement.

Now 10

Small language models in real products

Phi-4, Gemma 4, Qwen running locally. Not instead of the big models, alongside them. Hybrid wins.

Next six months
02.23

Five bets for the next two quarters.

Where the field looks like it’s heading next — architecture patterns and platform categories with strong enough early signals to bet on.

Next 01

Agentic mesh as an architecture pattern

Service mesh for agents. MCP, policy-as-code, shared memory, semantic discovery, and observable agent fleets.

Next 02

Memory as a platform category

Mem0, Honcho, OpenViking, MemPalace, ByteRover. Memory isn't a feature of an agent. It's its own layer with its own vendors.

Next 03

Continual learning

Agents that update their own skills and tools, not their weights. Early signals: OpenClaw's SOUL.md and the evolving skill patterns in Claude Code.

Next 04

World models bleed into non-robotics products

Genie 3, Marble, LeCun's new lab. Causal simulation enters design, planning, and forecasting tools.

Next 05

Governance as architecture

Compliance stops being a legal review and becomes a constraint that shapes the harness.

The pattern
02.24

The pattern underneath all of it.

Prompts to contexts. Contexts to harnesses. Harnesses to meshes. Meshes to the organizations that build and govern them.

Each era subsumes the one before it. You don’t throw the earlier work away — you embed it.

As the technical layers commoditize, judgment moves up the stack. What to build. Who to build it for. How to govern it once it’s running.

That part isn’t getting commoditized any time soon.

Speaker
02.25

Stay in touch.

Questions, pushback, or want to compare notes? Connect on LinkedIn.

Jacob Langvad Nilsson

Jacob Langvad Nilsson

Co-founder, Applied Futures

Claude Community Ambassador

AI & Digital Project Lead at Mediq and co-founder of Applied Futures. Hosts the Copenhagen Claude Coders Community (CCC) and writes about agentic engineering.

Connect on LinkedIn →
References
02.26
Newsletter
02.27

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