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The AI thinks, the gate decides — how I made LLM code edits deterministic (and cut token usage 42 )

The AI thinks, the gate decides — how I made LLM code edits deterministic (and cut token usage 42 )

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11 min read
AWS retired Bedrock Access Gateway: what moving to the native APIs actually costs

AWS retired Bedrock Access Gateway: what moving to the native APIs actually costs

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9 min read
Idempotency as a Product Feature: Run Keys, Leases, and Scheduling

Idempotency as a Product Feature: Run Keys, Leases, and Scheduling

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5 min read
The benchmark that disproved its own result

The benchmark that disproved its own result

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6 min read
AI agent or plain automation: where the real ROI is

AI agent or plain automation: where the real ROI is

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5 min read
CISA's Distillation Detector Also Flags a Shared API Key

CISA's Distillation Detector Also Flags a Shared API Key

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3 min read
LLM Integration Patterns Every Software Engineer Should Know

LLM Integration Patterns Every Software Engineer Should Know

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3 min read
Agentic Guardrails for LangChain: The Manifest You Didn't Know You Needed

Agentic Guardrails for LangChain: The Manifest You Didn't Know You Needed

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7 min read
A Model Swap Can Keep the Memory File and Still Lose the Facts

A Model Swap Can Keep the Memory File and Still Lose the Facts

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4 min read
How I Saved a Client ₹85K/Month on AI API Costs

How I Saved a Client ₹85K/Month on AI API Costs

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5 min read
What Happens When You Put a Lie Inside the Information an AI is Supposed to Trust?

What Happens When You Put a Lie Inside the Information an AI is Supposed to Trust?

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4 min read
I put an LLM agent on a static site for free. Here is the actual bill

I put an LLM agent on a static site for free. Here is the actual bill

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6 min read
HNSW ef_search: Why Your Vector Search Misses the Right Chunk

HNSW ef_search: Why Your Vector Search Misses the Right Chunk

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6 min read
SENTINEL-RL for SOCs: Architectural Gains and Cost Realities from Decoupling Semantic and Topological Reasoning

SENTINEL-RL for SOCs: Architectural Gains and Cost Realities from Decoupling Semantic and Topological Reasoning

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5 min read
How much does it cost to implement an AI agent in 2026

How much does it cost to implement an AI agent in 2026

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5 min read
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