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Hermes AI Assistant Skills for Real Production Setups

Hermes AI Assistant Skills for Real Production Setups

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10 min read
Building Marksmith: lessons from making Markdown bearable in VS Code

Building Marksmith: lessons from making Markdown bearable in VS Code

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4 min read
Adaptive Model Routing and Fallback Logic: Routing Around LLM Provider Outages with Bifrost

Adaptive Model Routing and Fallback Logic: Routing Around LLM Provider Outages with Bifrost

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7 min read
LLM Trace Storage Cost: Why Your S3 Bill Exploded, and 3 Fixes

LLM Trace Storage Cost: Why Your S3 Bill Exploded, and 3 Fixes

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8 min read
SLMs vs. LLMs: When Smaller Wins

SLMs vs. LLMs: When Smaller Wins

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8 min read
Stop Engineering Prompts: How an Eval-First Harness Let Us Ship 25 Algorithm Versions Autonomously

Stop Engineering Prompts: How an Eval-First Harness Let Us Ship 25 Algorithm Versions Autonomously

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17 min read
Generalist Reasoning vs Scoped Autonomy: Why Claude Opus 4.7 and OpenAI Codex Aren't Competing — and Why That Should Change How You Build

Generalist Reasoning vs Scoped Autonomy: Why Claude Opus 4.7 and OpenAI Codex Aren't Competing — and Why That Should Change How You Build

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3 min read
Local LLM Guide: The Complete Series — Find Your Starting Point 👋

Local LLM Guide: The Complete Series — Find Your Starting Point 👋

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3 min read
Hallucination Detection at the Trace Layer: 4 Detectors You Can Ship Today

Hallucination Detection at the Trace Layer: 4 Detectors You Can Ship Today

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10 min read
Multi-Shot vs Zero-Shot: When Adding Examples Actually Hurts Accuracy

Multi-Shot vs Zero-Shot: When Adding Examples Actually Hurts Accuracy

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8 min read
Per-Customer LLM Cost Reports (Without Rearchitecting Your Billing Pipeline)

Per-Customer LLM Cost Reports (Without Rearchitecting Your Billing Pipeline)

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8 min read
Eval Set Drift: How to Know When Your Golden Set Went Stale

Eval Set Drift: How to Know When Your Golden Set Went Stale

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8 min read
Generalist Reasoning vs Scoped Autonomy: Why Claude Opus 4.7 and OpenAI Codex Aren't Competing — and Why That Should Change How You Build

Generalist Reasoning vs Scoped Autonomy: Why Claude Opus 4.7 and OpenAI Codex Aren't Competing — and Why That Should Change How You Build

Comments
3 min read
I ran Flux Schnell + LLMs on a $50 GPU. No CUDA. No cloud. No ROCm.

I ran Flux Schnell + LLMs on a $50 GPU. No CUDA. No cloud. No ROCm.

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2 min read
When Your Tool Returns Garbage, Agents Loop Forever. Here's the 30-Line Guard.

When Your Tool Returns Garbage, Agents Loop Forever. Here's the 30-Line Guard.

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7 min read
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