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If models get smarter, why does the same task cost more?

If models get smarter, why does the same task cost more?

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2 min read
GPT-6 Astra vs GPT-5.6 Sol: Choosing by Completed Work, Not Model Age

GPT-6 Astra vs GPT-5.6 Sol: Choosing by Completed Work, Not Model Age

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10 min read
How AI Models “Remember” You Across Different Chats

How AI Models “Remember” You Across Different Chats

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2 min read
Context length cost for .NET developers: Why your prompts are draining the budget

Context length cost for .NET developers: Why your prompts are draining the budget

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7 min read
Looking for honest reviewers I wrote a book on building local AI apps with Ollama

Looking for honest reviewers I wrote a book on building local AI apps with Ollama

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1 min read
How a Single AI Agent Replaced a 5-Person Data Team at a Fintech Startup

How a Single AI Agent Replaced a 5-Person Data Team at a Fintech Startup

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4 min read
How to Catch and Replay Production Agent Failures: Trace-Native CI/CD in Practice

How to Catch and Replay Production Agent Failures: Trace-Native CI/CD in Practice

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4 min read
Your agent's confirm token is one-shot. Your write still happens twice.

Your agent's confirm token is one-shot. Your write still happens twice.

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Comments 6
5 min read
From 51% to 90.5%: fine-tuning a local triage model on 10,003 support tickets (open source and measured)

From 51% to 90.5%: fine-tuning a local triage model on 10,003 support tickets (open source and measured)

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Comments 6
3 min read
How we made 2,000 customer conversations queryable in a few hours

How we made 2,000 customer conversations queryable in a few hours

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3 min read
What Memory API Feature Would Make You Think "Okay, I'd Actually Try That"?

What Memory API Feature Would Make You Think "Okay, I'd Actually Try That"?

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1 min read
A 404 is the easy half. Scoring a package that actually exists is where we got it wrong.

A 404 is the easy half. Scoring a package that actually exists is where we got it wrong.

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Comments 6
5 min read
How 8-bit quantization shrinks an LLM to half of its size — and why a single outlier weight can quietly ruin it

How 8-bit quantization shrinks an LLM to half of its size — and why a single outlier weight can quietly ruin it

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Comments 9
11 min read
Kimi K3: The 2.8 Trillion Parameter AI Model That's Changing Everything

Kimi K3: The 2.8 Trillion Parameter AI Model That's Changing Everything

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2 min read
Fine-Tune, Deploy and Use LLM As AI Agent

Fine-Tune, Deploy and Use LLM As AI Agent

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3 min read
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