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Verdict: Evidence-First Agent Harness for Reproducible Bug Fixes

Verdict: Evidence-First Agent Harness for Reproducible Bug Fixes

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5 min read
Persona-Execution Separation: Why Governed AI Agents Need Two Trust Domains

Persona-Execution Separation: Why Governed AI Agents Need Two Trust Domains

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5 min read
Commit the Conversation: Keep Partial Voice Turns Out of Your AI Companion’s Context

Commit the Conversation: Keep Partial Voice Turns Out of Your AI Companion’s Context

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9 min read
The verdict that survived its own correction

The verdict that survived its own correction

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7 min read
Teaching an LLM to pull MCP Resources and Prompts on demand (instead of drowning it in context)

Teaching an LLM to pull MCP Resources and Prompts on demand (instead of drowning it in context)

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7 min read
Getting Agents to Stop Assuming: What a First AWS Agent Workflow Reveals About Constraint Design

Getting Agents to Stop Assuming: What a First AWS Agent Workflow Reveals About Constraint Design

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6 min read
I built an epistemic gate to stop LLM data poisoning during fine-tuning. Tested across 5 architectures, orchestrated on a 2006 Toshiba laptop for $0.

I built an epistemic gate to stop LLM data poisoning during fine-tuning. Tested across 5 architectures, orchestrated on a 2006 Toshiba laptop for $0.

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2 min read
llama-server's sleep mode loses or crashes on a request that arrives just before it sleeps

llama-server's sleep mode loses or crashes on a request that arrives just before it sleeps

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7 min read
Fine-tuning a 7B model needs 112 GB. The model is only 14 GB of it.

Fine-tuning a 7B model needs 112 GB. The model is only 14 GB of it.

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3 min read
API deprecation for AI models: what breaks when a model is retired

API deprecation for AI models: what breaks when a model is retired

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9 min read
I Benchmarked 4 Frontier LLMs on Catching ML's "Silent Killers" — DeepSeek-R1 Missed the Most Basic Bug

Kaggle Benchmarking Challenge Submission

I Benchmarked 4 Frontier LLMs on Catching ML's "Silent Killers" — DeepSeek-R1 Missed the Most Basic Bug

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3 min read
Inside My llama.cpp Setup: Tuning Qwen 3.8 27B for 512K Context

Inside My llama.cpp Setup: Tuning Qwen 3.8 27B for 512K Context

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7 min read
Designing an eval harness for prompt-injection detection: what measuring my defenses actually taught me

Designing an eval harness for prompt-injection detection: what measuring my defenses actually taught me

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6 min read
System design for physical AI: a fully air-gapped stack for an oil and gas operation in Pakistan

System design for physical AI: a fully air-gapped stack for an oil and gas operation in Pakistan

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4 min read
LLM Observability & Evaluation Tools: A Practical Guide for Small Teams

LLM Observability & Evaluation Tools: A Practical Guide for Small Teams

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5 min read
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