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mech.app

Sep 3

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

#agents #ai #aws #llm

6 min read

Eduardo

Sep 12

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.

#ai #opensource #machinelearning #llm

2 min read

The Homelab Postmortem

Oct 3

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

#llm #llamacpp #selfhosted #debugging

7 min read

Arun Kumar

Oct 3

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

#machinelearning #llm #ai #deeplearning

3 min read

Nikoloz Turazashvili (@axrisi)

Oct 3

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

#ai #api #llm #openai

9 min read

Kaggle Benchmarking Challenge Submission

Oct 3

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

#ai #machinelearning #llm

3 min read

Dmitry Amelchenko

Oct 3

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

#ai #llm #localllm #llamacpp

7 min read

Umar Bilal

Oct 3

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

#ai #llm #selfhosted #architecture

4 min read

Shaarav Agarwal

Sep 22

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

#ai #security #llm #python

6 min read

julian-ros

Sep 22

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

#llm #observability #devops #ai

5 min read

Oct 3

LLM Serving on Kubernetes in 2026: What's Solved and What's Still Open

#kubernetes #llm #platformengineering #mlops

5 min read

Oct 3

Build a Knowledge Layer for SQL Agents with OKF (Part 2)

#ai #llm #sql #documentation

16 min read

Christian Anderson

Oct 1

Self-hosted Langfuse: tracing 7% of my AI agents, and ClickHouse logging itself

#ai #llm #observability #selfhosted

8 min read

ElderAI

Oct 2

What we learned fine-tuning our own coding model on a $100 budget

#machinelearning #ai #buildinpublic #llm

5 min read

Oct 2

I built an hourly crypto "market thermometer" from free data, then refused to let it trade

#python #llm #datascience #webscraping

4 min read

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