AI Execution Brief

Issue #12 Nov 27, 2025 dev-tools

Developer Productivity Beyond the Hype

The productivity gains are real—but they didn't come from where you'd expect.

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Issue #11 Nov 13, 2025 agents

Framework Shootout: What Actually Matters

We tested six agent frameworks on the same task with 250 samples. The accuracy spread was 4 percentage points. The improvement from fixing bugs was 45%.

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Issue #10 Oct 30, 2025 agents

Production Patterns That Survive

"Roughly 80% of the effort is spent not on the agent's core intelligence, but on the infrastructure, security, and validation needed to make it reliable and safe."

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Issue #9 Oct 16, 2025 agents

Human-in-the-Loop as Architecture

40% of successful AI deployments use human-in-the-loop patterns.

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Issue #8 Oct 02, 2025 agents

The Tool Calling Problem

"85-90% accuracy per tool call. Four or five calls? It's a coin flip."

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Issue #7 Sep 18, 2025 agents

When Agents Are Overkill

Keyword routing handled 69% of our customer triage requests for $0.

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Issue #6 Sep 04, 2025 agents

Securing Agents: The Warden Pattern

Within 5 seconds of deployment, our AI agent tried to run `rm -rf /`.

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Issue #5 Aug 21, 2025 document-ai

The 45-Point Gap

Parser accuracy varies 45 percentage points or more depending on document type.

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Issue #4 Aug 07, 2025 document-ai

Document AI: The Unsexy Goldmine

80-90% of enterprise data is unstructured (Gartner, 2023). Most companies ignore it.

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Issue #3 Jul 24, 2025 evaluation

The Evidence Problem

We analyzed 598 AI case studies published over the past two years. None had rigorous evidence.

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Issue #2 Jul 10, 2025 dev-tools

The Context Window Trap

Claude has a 200,000 token context window. Quality degrades at 80%.

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Issue #1 Jun 26, 2025 enterprise

2025: The Year of AI Execution

The experimentation phase is over.

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