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Content centering around the shifting left of responsibility, deconstruction of responsibility silos, and the automation of repetitive work tasks.

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One docker compose up, One Seeded Postgres

One docker compose up, One Seeded Postgres

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6 min read
A Free Model Endpoint Returned 200 With an Empty Body. The Fix Was a Lease, Not a Retry.

A Free Model Endpoint Returned 200 With an Empty Body. The Fix Was a Lease, Not a Retry.

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5 min read
AI-Generated Shell Commands: Test in a Throwaway Container

AI-Generated Shell Commands: Test in a Throwaway Container

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6 min read
Free Model Explanations Are Just Another Build Input. So I Gave Them a Replay Cache.

Free Model Explanations Are Just Another Build Input. So I Gave Them a Replay Cache.

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5 min read
An email from your own address: spoof or hack? How to actually tell

An email from your own address: spoof or hack? How to actually tell

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3 min read
DeepSeek V4 Flash on 50 Real Pull Requests: Two Harnesses, One Ceiling

DeepSeek V4 Flash on 50 Real Pull Requests: Two Harnesses, One Ceiling

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6 min read
He Turned a Use-After-Free Into a Hypothesis Queue. A Free Server Did the Voting.

He Turned a Use-After-Free Into a Hypothesis Queue. A Free Server Did the Voting.

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4 min read
Treat AI-Suggested Shell Commands Like a Merge Request, Not a Copy-Paste

Treat AI-Suggested Shell Commands Like a Merge Request, Not a Copy-Paste

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5 min read
Put a JSON Contract in Front of a Free Model Route Before Your CI Ever Calls It

Put a JSON Contract in Front of a Free Model Route Before Your CI Ever Calls It

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6 min read
How to Build a Minimal SIEM with Python, SQLite and Telegram Alerts

How to Build a Minimal SIEM with Python, SQLite and Telegram Alerts

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5 min read
The Night the Whole House Lost the Internet — Except It Didn't

The Night the Whole House Lost the Internet — Except It Didn't

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4 min read
LLM observability: tracing, monitoring, and debugging agents in production

LLM observability: tracing, monitoring, and debugging agents in production

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11 min read
RBAC for AI: Governing the AI Control Plane

RBAC for AI: Governing the AI Control Plane

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7 min read
Docker Networking & Volumes: Connecting Containers and Persisting Data

Docker Networking & Volumes: Connecting Containers and Persisting Data

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5 min read
The Free-Model Agreement Test for AI Code Generation

The Free-Model Agreement Test for AI Code Generation

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6 min read
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