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How I made a small decision model's belief visible, and what that taught me about building honest AI demos.

How I made a small decision model's belief visible, and what that taught me about building honest AI demos.

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7 min read
Four AI agents argue over one Penpot canvas until the design is good

Four AI agents argue over one Penpot canvas until the design is good

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9 min read
Your agent says it addressed the review comments. Here's how you find out if it actually did.

Your agent says it addressed the review comments. Here's how you find out if it actually did.

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5 min read
I built an app where you type a sentence and a real, editable design appears on a Penpot canvas

I built an app where you type a sentence and a real, editable design appears on a Penpot canvas

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7 min read
Building a Rubik's Cube Decision Arena with 6 Decision Models (Laya, Clef, GLiNER 2.5, Kev and Strands Decider)

Building a Rubik's Cube Decision Arena with 6 Decision Models (Laya, Clef, GLiNER 2.5, Kev and Strands Decider)

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14 min read
Building Anvil: code-as-action with a capability sandbox that explains its refusals.

Building Anvil: code-as-action with a capability sandbox that explains its refusals.

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8 min read
How Arbiter works, why it was built, and the four measurements it made about an LLM judge that I had to look at twice.

How Arbiter works, why it was built, and the four measurements it made about an LLM judge that I had to look at twice.

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12 min read
How I built a time-travel debugger for LLM agents on Burr, and what "replay the unchanged branch and prove nothing changed" actually takes.

How I built a time-travel debugger for LLM agents on Burr, and what "replay the unchanged branch and prove nothing changed" actually takes.

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8 min read
Guardrails are a lie until they're arithmetic

Guardrails are a lie until they're arithmetic

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11 min read
Your agent is a long-running process with side effects. Kill it and watch what happens.

Your agent is a long-running process with side effects. Kill it and watch what happens.

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11 min read
Sleeptime memory consolidation: an agent that edits its own memory and proves it still remembers

Sleeptime memory consolidation: an agent that edits its own memory and proves it still remembers

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15 min read
Luthier: an agent that audits an AI coding agent's harness against the repo it governs.

Luthier: an agent that audits an AI coding agent's harness against the repo it governs.

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9 min read
One UI, Any Agent: Proving Framework Independence with AG-UI, Mastra, and React

One UI, Any Agent: Proving Framework Independence with AG-UI, Mastra, and React

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5 min read
Bloom: I Made Two LLMs Paint the Same Sentence and Measured What Happened

Bloom: I Made Two LLMs Paint the Same Sentence and Measured What Happened

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7 min read
Two agents, two companies, one protocol: building a visible agent-to-agent negotiation

Two agents, two companies, one protocol: building a visible agent-to-agent negotiation

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11 min read
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