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Phase 1: Document Ingestion - The Hidden Complexity Before Embeddings

Phase 1: Document Ingestion - The Hidden Complexity Before Embeddings

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20 min read
Reranking: Retrieve Fast, Then Reorder Precisely (Better RAG)

Reranking: Retrieve Fast, Then Reorder Precisely (Better RAG)

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1 min read
Trust the harness, not the model: a weekend of local agents building their own guardrails

Trust the harness, not the model: a weekend of local agents building their own guardrails

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7 min read
The Hidden Cost of AI in Production: How a Single Misconfigured LLM Call Blew Through Our API Budget

The Hidden Cost of AI in Production: How a Single Misconfigured LLM Call Blew Through Our API Budget

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5 min read
Why You Should Never Let an LLM Decide Your AI Agent's Permissions

Why You Should Never Let an LLM Decide Your AI Agent's Permissions

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4 min read
Why Unknown Model Pricing Should Fail Closed in AI-Agent Runtimes

Why Unknown Model Pricing Should Fail Closed in AI-Agent Runtimes

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3 min read
Agent Leaderboards Mislead Under Distribution Shift (IBM): Predictive Validity

Agent Leaderboards Mislead Under Distribution Shift (IBM): Predictive Validity

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7 min read
Your stale memories are not the old ones

Your stale memories are not the old ones

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4 min read
codex fixing codex: a consensus loop that argues, judges, and merges its own PRs

codex fixing codex: a consensus loop that argues, judges, and merges its own PRs

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5 min read
Catch LLM Schema Drift Before It Breaks Production

Catch LLM Schema Drift Before It Breaks Production

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4 min read
How to Prevent Prompt Injection in LangChain Python Apps

How to Prevent Prompt Injection in LangChain Python Apps

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12 min read
SEO Isn't Dead — It Got a New Boss, and Its Name Is the Answer Box

SEO Isn't Dead — It Got a New Boss, and Its Name Is the Answer Box

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4 min read
AI & Human Collaboration: Building audit.sh

AI & Human Collaboration: Building audit.sh

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3 min read
We fixed privacy-preserving local llm inference for developer tooling ? without a single API call.

We fixed privacy-preserving local llm inference for developer tooling ? without a single API call.

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

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

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4 min read
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