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# llm

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I Built a SaaS Risk Scanner That Collects 35+ Signals Per Vendor. Here's What I Learned About Scraping, LLMs, and Solo Engineering.

I Built a SaaS Risk Scanner That Collects 35+ Signals Per Vendor. Here's What I Learned About Scraping, LLMs, and Solo Engineering.

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8 min read
Enterprise LLMs: What Actually Matters — and What Doesn't

Enterprise LLMs: What Actually Matters — and What Doesn't

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6 min read
Gemini 3.5 Flash: Agent-First Model Design

Gemini 3.5 Flash: Agent-First Model Design

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8 min read
In-depth Investigation of API Transit Stations: From Black Gray Products to White Gloves, Where is the Future of Domestic AI?

In-depth Investigation of API Transit Stations: From Black Gray Products to White Gloves, Where is the Future of Domestic AI?

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17 min read
The AI Trust Layer That Doesn't Exist Yet. And Why It's the Most Important Infrastructure Problem in AI Right Now

The AI Trust Layer That Doesn't Exist Yet. And Why It's the Most Important Infrastructure Problem in AI Right Now

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4 min read
Stop Killing Your GC: Moving 10M Token Contexts Off-Heap with Project Panama

Stop Killing Your GC: Moving 10M Token Contexts Off-Heap with Project Panama

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2 min read
How do you eval LLM output that isn't code?

How do you eval LLM output that isn't code?

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3 min read
How I Cut Token Costs 60% During Agent Development with Dependency-Aware Replay

How I Cut Token Costs 60% During Agent Development with Dependency-Aware Replay

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5 min read
An LLM Walks Into General Relativity - Lessons from a Devoxx Talk

An LLM Walks Into General Relativity - Lessons from a Devoxx Talk

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3 min read
Mistral's Codestral Isn't Another Generalist Model

Mistral's Codestral Isn't Another Generalist Model

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3 min read
6 months solo on a multi-agent PR reviewer. 10.93 vs 3.80 blockers/PR (claude alone) on my benchmark — please test on real PRs and tell me where it's wrong

6 months solo on a multi-agent PR reviewer. 10.93 vs 3.80 blockers/PR (claude alone) on my benchmark — please test on real PRs and tell me where it's wrong

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2 min read
Your prompt is getting longer without you knowing it (and it's killing your margins)

Your prompt is getting longer without you knowing it (and it's killing your margins)

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2 min read
Speed, caching, and the 40x cost wall

Speed, caching, and the 40x cost wall

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3 min read
Hermes Agent Skill Authoring — SKILL.md Structure and Best Practices

Hermes Agent Skill Authoring — SKILL.md Structure and Best Practices

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10 min read
I Built a Free Daily AI News Engine Using Claude Code CLI — No API Key Needed

I Built a Free Daily AI News Engine Using Claude Code CLI — No API Key Needed

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3 min read
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