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Write your error states for a stranger three months from now, not for yourself today

Error states as incident reports for async work
rapls profile

Write your error states for a stranger three months from now, not for yourself today

#ai #productivity #devops #llm
4
Comments 12
4 min read
AI & Human Collaboration: Building audit.sh
forge_w3s profile

AI & Human Collaboration: Building audit.sh

#ai #architecture #llm #security
1
Comments
3 min read
KIMI + Agnes: A Real-World Test of Cross-Provider Agent Chain Correctover
correctover profile

KIMI + Agnes: A Real-World Test of Cross-Provider Agent Chain Correctover

#ai #llm #agents #python
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3 min read
The hard part of agent memory isn't remembering — it's forgetting
01_a125211d8c3da3fdcfd profile

The hard part of agent memory isn't remembering — it's forgetting

#ai #llm #agents #machinelearning
1
Comments
4 min read
Building llama.cpp from source on a Dell Precision T5820 with an RTX 3090 Ti (after seven power cycles)
ianlpaterson profile

Building llama.cpp from source on a Dell Precision T5820 with an RTX 3090 Ti (after seven power cycles)

#ai #llm #gpu #linux
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16 min read
Three Months of Speed-Up Experiments on a 3090 Ti: Autoregressive DFlash MTP for Qwen3.6-27B
ianlpaterson profile

Three Months of Speed-Up Experiments on a 3090 Ti: Autoregressive DFlash MTP for Qwen3.6-27B

#ai #llm #gpu #performance
Comments
18 min read
Inference Arbitrage: How I Route 200+ Daily LLM Calls Across Five Models
ianlpaterson profile

Inference Arbitrage: How I Route 200+ Daily LLM Calls Across Five Models

#ai #llm #devops #python
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10 min read
The LLM Kept Saying “Fixed.” For Three Months, It Wasn’t.
ianlpaterson profile

The LLM Kept Saying “Fixed.” For Three Months, It Wasn’t.

#ai #llm #testing #programming
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7 min read
Designing a Multi-Agent AI System for Content Analysis and Recommendations
nagashreebhat profile

Designing a Multi-Agent AI System for Content Analysis and Recommendations

#systemdesign #llm #backend #ai
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7 min read
Claude Mythos vs Opus 4.8: 90x More Firefox Exploits — But Stay on Opus Anyway
tokenmixai profile

Claude Mythos vs Opus 4.8: 90x More Firefox Exploits — But Stay on Opus Anyway

#claude #ai #llm #security
5
Comments
6 min read
I Cut My LLM API Bill by 73% — Here's the Exact Optimization Playbook
kollittle profile

I Cut My LLM API Bill by 73% — Here's the Exact Optimization Playbook

#ai #llm #devops #costoptimization
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5 min read
Why Your Reranker Isn't Helping Your RAG Pipeline (And How to Prove It)
siddharth_pandey_27 profile

Why Your Reranker Isn't Helping Your RAG Pipeline (And How to Prove It)

#rag #opensource #llm #typescript
1
Comments 4
4 min read
What Production ML Systems Taught Me About AI Hallucinations
mansisomayajula03 profile

What Production ML Systems Taught Me About AI Hallucinations

#ai #machinelearning #llm #softwareengineering
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4 min read
AI Red-Teaming Techniques: A Practical Starting Point for Security Teams
cgivre profile

AI Red-Teaming Techniques: A Practical Starting Point for Security Teams

#ai #cybersecurity #llm #security
Comments 1
4 min read
Kimi K2.6 Beats Frontier Models in Coding Benchmarks
logiqode profile

Kimi K2.6 Beats Frontier Models in Coding Benchmarks

#llm #opensource #ai #programming
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6 min read
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