Code Is the Interface Now
The next wave of agents won’t “use tools” like humans. They’ll write executable code, run it in sandboxes, and prove outcomes.
Insights on the future of software development, AI agents, and outcome-driven engineering.
The next wave of agents won’t “use tools” like humans. They’ll write executable code, run it in sandboxes, and prove outcomes.
Frameworks solved yesterday’s bottlenecks. Agents change the bottleneck.
Agents need durable state more than they need more prompts.
If the prompt doesn’t carry constraints, the model will push ambiguity back onto you. The fix is specs, defaults, and proof loops.
When agents do the work, repositories become the simplest durable container for execution.
A single repo can be the container for plans, assets, and compounding execution.
Backends were invented for humans. Agents can run on artifacts and APIs.
Install OutcomeDev as an app and ship outcomes anywhere.
A practical definition of “agent” in OutcomeDev: loop, tools, proof, and incentives.
Opus 4.5 is built for agents and long-horizon software engineering.
Skills are reusable procedures Claude loads dynamically, not “magic prompts”.
Cloudflare and Anthropic converge on a better pattern for tool use.
How Conductor turns AI coding into specs, plans, and repeatable execution.
OutcomeDev stores MCP servers as connectors and injects them into agent sandboxes.
Anthropic donates MCP to the Linux Foundation’s Agentic AI Foundation.
Codex is an agent plus model tuning, not just another chat model name.
Subagents are isolated specialists with scoped tools and separate context.
Exploring the new Gemini 3 Flash model and how it changes the game for rapid prototyping.
Why building software becomes directing systems, not typing syntax.
OutcomeDev is your outcome engine: intent, execution, and proof in one loop.