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xenarchos: a confirmed, sandboxed, auditable skill runner built on two open-source dependencies

xenarchos: a confirmed, sandboxed, auditable skill runner built on two open-source dependencies

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3 min read
Building a framework-agnostic eval harness for LLM agents

Building a framework-agnostic eval harness for LLM agents

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3 min read
Beyond the Demo: Engineering Real-World Speech AI, Dynamic RAG, and Async Pipelines

Beyond the Demo: Engineering Real-World Speech AI, Dynamic RAG, and Async Pipelines

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3 min read
An AI pentest agent that structurally can't hallucinate a vulnerability — and runs offline

An AI pentest agent that structurally can't hallucinate a vulnerability — and runs offline

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3 min read
Architectural Breakdown: AI Evals at a Glance: Heatmaps for Stakeholders

Architectural Breakdown: AI Evals at a Glance: Heatmaps for Stakeholders

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4 min read
Rajin Belajar Bikin Nilai Naik? Analisis Data 395 Siswa

Rajin Belajar Bikin Nilai Naik? Analisis Data 395 Siswa

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7 min read
grep can't rank: ranked full-text search for your notes in ~60 lines of pure Python

grep can't rank: ranked full-text search for your notes in ~60 lines of pure Python

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5 min read
Free AI Tiers Bill You in Hours, Not Dollars

Free AI Tiers Bill You in Hours, Not Dollars

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4 min read
Nightly Drift Checks: Catch a Free Model's Behavior Change Before Your Users Do

Nightly Drift Checks: Catch a Free Model's Behavior Change Before Your Users Do

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6 min read
My bot logged a fresh decision every 5 minutes for over an hour. The price it was deciding on never moved once.

My bot logged a fresh decision every 5 minutes for over an hour. The price it was deciding on never moved once.

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3 min read
Collecting trending feeds from 20 platforms: only 8 had a usable API, and one silently failed for 12 days

Collecting trending feeds from 20 platforms: only 8 had a usable API, and one silently failed for 12 days

Comments 2
10 min read
When I Asked AI to Analyze "FANG+" and It Started Investigating Oil Companies — The Ticker Symbol Trap

When I Asked AI to Analyze "FANG+" and It Started Investigating Oil Companies — The Ticker Symbol Trap

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3 min read
Hard-failing invented numbers in AI-drafted copy

Hard-failing invented numbers in AI-drafted copy

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5 min read
A Single int() Silently Disabled My Entire Risk System

A Single int() Silently Disabled My Entire Risk System

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4 min read
Chaos for the Cost-Conscious: Fault-Injecting Your LLM Pipeline on Free Hardware

Chaos for the Cost-Conscious: Fault-Injecting Your LLM Pipeline on Free Hardware

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4 min read
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