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Prompt filters are advisory. Enforce on the execution path.

Prompt filters are advisory. Enforce on the execution path.

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Comments
4 min read
How to Engineer a Multi-Agent Pipeline for Production Reliability

How to Engineer a Multi-Agent Pipeline for Production Reliability

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4 min read
Bad evals, my own: five exercises from two LLM judges

Bad evals, my own: five exercises from two LLM judges

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17 min read
How I Engineered CYPHER-GUARD-3B: A 15-Year-Old Indian AI Developer’s Quest to Mitigate Global Jailbreak Attacks

How I Engineered CYPHER-GUARD-3B: A 15-Year-Old Indian AI Developer’s Quest to Mitigate Global Jailbreak Attacks

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Comments
3 min read
The bug your test suite can't have: a test you never wrote

The bug your test suite can't have: a test you never wrote

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Comments 4
3 min read
Giving a fleet of AI agents one shared memory — when each agent runs a different model

Giving a fleet of AI agents one shared memory — when each agent runs a different model

Comments 1
4 min read
Part 7: Iterating to Green: Real Bugs, and When You'd Actually Reach for a Framework

Part 7: Iterating to Green: Real Bugs, and When You'd Actually Reach for a Framework

Comments 1
5 min read
How does an LLM "know" the sky is blue?

How does an LLM "know" the sky is blue?

Comments
3 min read
My Comment Section Designed My Next Experiment. Then It Made Me Freeze My Predictions.

My Comment Section Designed My Next Experiment. Then It Made Me Freeze My Predictions.

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Comments 4
8 min read
How to Write an AI Agent Skill File That Reduces Guesswork

How to Write an AI Agent Skill File That Reduces Guesswork

Comments 1
5 min read
Claude Code plugin eval: gate skills on delta before you merge

Claude Code plugin eval: gate skills on delta before you merge

Comments 3
5 min read
Compaction turns your agent's decisions into folklore — here's the fix

Compaction turns your agent's decisions into folklore — here's the fix

Comments
2 min read
I Gave an LLM the Keys to My House. Here's the Guardrail Engine That Keeps It Honest

I Gave an LLM the Keys to My House. Here's the Guardrail Engine That Keeps It Honest

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8 min read
You can see your cloud bill. Can you see what your AI agent's context costs?

You can see your cloud bill. Can you see what your AI agent's context costs?

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3 min read
Everything You Wanted to Know About Local AI

Everything You Wanted to Know About Local AI

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1 min read
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