The Take-Home Where the Candidate Must Break Their Own PR
The Take-Home Where the Candidate Must Break Their Own PR Nine submissions sit in a folder. Every one compiles, every one has a test file, every one is fine. Yo…
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Claude Code email in User-Agent headers: how it happened and what the fix covers
Claude Code, Anthropic's coding agent, put the signed-in account's email address into the model's context. When the agent wrote its own curl commands for sites …
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I built Dial Hanna for Meta's $1M hackathon: an AI assistant that picks up when shops can't
Disclosure: This post mentions my own project, Dial Hanna . I may earn money if shops use it later. The article is a hackathon build report and stands on its ow…
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Large vs complex pull requests: which review limit binds
Two different limits decide what an AI reviewer actually read on the change you are about to approve, and only one of them usually has a number next to it. The …
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One Word, Two GPUs: Why Gemma 4 Answers the Same Question Differently on a Laptop and a Tesla T4
This article provides a step by step investigation of why Gemma 4 E2B, run from the same GGUF file with the same llama.cpp build and greedy decoding, gives diff…
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Blast Radius: Cap What One Agent Run Can Touch
Cross-post of Insights #15 — canonical: https://sheikhwasim.com/insights/blast-radius-cap-what-one-run-can-touch/ The agent stayed inside budget. That was not e…
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Cara membandingkan dua versi kontrak PDF kata per kata dengan Python
PDF tidak punya fitur track changes. Saat kontrak dikirim balik dalam bentuk PDF "dengan sedikit revisi kecil", satu-satunya catatan tentang apa yang berubah ad…
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Self-Hosted Video Conferencing: 9 Best Platforms
Self-hosted video conferencing allows organizations to run video meetings on infrastructure they control instead of relying entirely on a third-party conferenci…
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Stop Peeking at Run Five: A Sequential Stopping Rule for Free-Tier Agent Benches
You know the scene. Someone drops a free endpoint URL into the team channel, a forty-task slice gets run by hand, and by Thursday night there are five green che…
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I gave Claude Code 10 translation tools. One run in three, it ignored them.
I asked Claude Code to translate the same 92 missing strings nine times. Three times it had only the JSON files. Six times it also had ten tools I wrote for exa…
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Containing the Autonomous Mind: Sub-Second Zero-Trust Execution with GKE Agent Sandbox
Why standard Kubernetes pods fail when AI agents start writing code and how to build a sub-second, kernel-isolated execution plane using agents.x-k8s.io, gVisor…
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Lightweight Open-Source Alternative to IntelliJ IDEA
TL;DR: OpenIDEA is built on a Rust core and Tauri desktop framework to replicate the familiar interface of heavy Java-based IDEs without the resource overhead. …
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Leaked AI API keys after a cloud platform incident: blast radius, rotation, and bill forensics
Leaked AI API keys after a cloud platform incident: blast radius, rotation, and bill forensics A cloud platform security notice about AI API keys does not inter…
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The Northflank AI Key Notice Sent Me Auditing My Own Setup. Here Is the Order That Worked
I read the Northflank status page post twice before touching anything. On October 31, 2026 the cloud development platform said users had reported unauthorized u…
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Containing cloud, package and AI keys after a GitHub Actions secret theft
Containing cloud, package and AI keys after a GitHub Actions secret theft GhostAction was designed to collect more than GitHub credentials. GitGuardian reported…
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Widening an Unleash rollout should keep the people already in
Before widening a feature flag, I want to know where the people already using it will land. I checked that with the real Unleash Node SDK and a small local conf…
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Two speech models can tie overall and serve different audiences
The new Open ASR Leaderboard update adds private conversational English splits from Egyptian and Nigerian speakers, along with broader accent breakdowns. [1] Th…
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Before Your Team Standardizes on a Free AI Coding Stack, Run a Two-Endpoint Swap Test
Twenty tasks. That is the smallest suite I would trust to decide whether a team standardizes on a free AI coding stack — and most teams that ask me the question…
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Microsoft Entra ID Security: Why Revoking Sessions Isn't Enough
🔐 Microsoft 365 Security: Revoking Sessions Is Not the Same as Blocking User Access An employee leaves the organisation, or their Microsoft 365 account is compr…
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When a robot misses the stack, which model needs fixing?
Suppose a robot reaches for the right block, turns it the wrong way, and misses the target stack. The episode gets a failure mark. That mark doesn't tell you wh…
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