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Skills for eval-driven agent optimization
Vivek Raja
Vivek Raja
Vivek Raja
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Apr 27
Skills for eval-driven agent optimization
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agents
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ai
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llm
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testing
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1 min read
GPT-5 vs Claude Sonnet 4: real per-task cost and benchmark comparison for production workloads
gauravdagde
gauravdagde
gauravdagde
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Apr 27
GPT-5 vs Claude Sonnet 4: real per-task cost and benchmark comparison for production workloads
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openai
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claude
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llm
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ai
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7 min read
62.2% on Aider Polyglot from a MacBook Pro. Then the other model we tried scored 4%. Here's what actually happened, with a working cost loop attached.
Christopher Maher
Christopher Maher
Christopher Maher
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Apr 27
62.2% on Aider Polyglot from a MacBook Pro. Then the other model we tried scored 4%. Here's what actually happened, with a working cost loop attached.
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kubernetes
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ai
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llm
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opensource
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16 min read
DeepSeek-V4 Changes the Context Game for Agents — And Your Memory Architecture Should Adapt
Chetan Sehgal
Chetan Sehgal
Chetan Sehgal
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Apr 28
DeepSeek-V4 Changes the Context Game for Agents — And Your Memory Architecture Should Adapt
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ai
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agents
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llm
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deepseek
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3 min read
What If You Compressed Your Prompts Into Chinese Emoji? (A Token-Saving Thought Experiment)
Mei Hammer
Mei Hammer
Mei Hammer
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Apr 27
What If You Compressed Your Prompts Into Chinese Emoji? (A Token-Saving Thought Experiment)
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ai
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llm
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productivity
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machinelearning
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3 min read
The JSON-Mode Prompt Pattern That Survives Claude Version Bumps
Gabriel Anhaia
Gabriel Anhaia
Gabriel Anhaia
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Apr 26
The JSON-Mode Prompt Pattern That Survives Claude Version Bumps
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ai
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llm
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prompt
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tutorial
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7 min read
The 3 Alerts Every LLM Team Should Have Set Up by Tomorrow
Gabriel Anhaia
Gabriel Anhaia
Gabriel Anhaia
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Apr 26
The 3 Alerts Every LLM Team Should Have Set Up by Tomorrow
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llm
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observability
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devops
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tutorial
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7 min read
Hybrid Search Is the Phrase You'll Hear at Every RAG Talk in 2026
Gabriel Anhaia
Gabriel Anhaia
Gabriel Anhaia
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Apr 26
Hybrid Search Is the Phrase You'll Hear at Every RAG Talk in 2026
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ai
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rag
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llm
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database
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7 min read
GEO / AI Search Thread
cited
cited
cited
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Apr 27
GEO / AI Search Thread
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discuss
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ai
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llm
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marketing
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5 min read
Your RAG Eval Set Is Probably Wrong. The Test That Catches It.
Gabriel Anhaia
Gabriel Anhaia
Gabriel Anhaia
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Apr 26
Your RAG Eval Set Is Probably Wrong. The Test That Catches It.
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ai
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rag
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observability
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7 min read
Stop Caching the Whole LLM Response. Cache the Embedding.
Gabriel Anhaia
Gabriel Anhaia
Gabriel Anhaia
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Apr 26
Stop Caching the Whole LLM Response. Cache the Embedding.
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ai
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rag
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llm
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observability
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8 min read
The 2-Line Defense That Stops 90% of Real-World Prompt Injection
Gabriel Anhaia
Gabriel Anhaia
Gabriel Anhaia
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Apr 26
The 2-Line Defense That Stops 90% of Real-World Prompt Injection
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ai
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llm
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security
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prompt
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7 min read
OpenAI Outage Postmortem: What Status Pages Don't Tell You
Gabriel Anhaia
Gabriel Anhaia
Gabriel Anhaia
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Apr 26
OpenAI Outage Postmortem: What Status Pages Don't Tell You
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llm
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observability
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devops
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ai
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7 min read
The 6-Line Postgres Migration That Halved a Team's LLM Bill
Gabriel Anhaia
Gabriel Anhaia
Gabriel Anhaia
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Apr 26
The 6-Line Postgres Migration That Halved a Team's LLM Bill
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database
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postgres
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llm
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observability
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7 min read
The Single Unit Test Every LLM Prompt Should Have
Gabriel Anhaia
Gabriel Anhaia
Gabriel Anhaia
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Apr 26
The Single Unit Test Every LLM Prompt Should Have
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ai
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llm
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prompt
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7 min read
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