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AI Explore

Principal AI & Data Engineer

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I Gave Quantized Checkpoints a Type, and the Type Immediately Caught Real Bugs
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I Gave Quantized Checkpoints a Type, and the Type Immediately Caught Real Bugs

#ai #machinelearning #llm
1
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11 min read
Your MCP Tools Cost 6.6x More Context Than They Need. I Measured It Against the New Spec.
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Your MCP Tools Cost 6.6x More Context Than They Need. I Measured It Against the New Spec.

#ai #mcp #security #programming
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7 min read
samkhya v1.2: We Shipped a "Provable" Bound. It Wasn't Provable.
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samkhya v1.2: We Shipped a "Provable" Bound. It Wasn't Provable.

#rust #database #opensource #programming
1
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9 min read
samkhya v1.1: Never Regress — Putting a Model in Your Query Optimizer Without Letting It Wreck the Plan
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samkhya v1.1: Never Regress — Putting a Model in Your Query Optimizer Without Letting It Wreck the Plan

#rust #database #sql #opensource
Comments 4
7 min read
samkhya v1.0: Plug Claude, GPT-4o-mini, or Local Ollama Into Your SQL Query Optimizer
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samkhya v1.0: Plug Claude, GPT-4o-mini, or Local Ollama Into Your SQL Query Optimizer

#rust #database #opensource #datascience
Comments
14 min read
LLM Security Needs Capability Scoping, Not Better Prompts
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LLM Security Needs Capability Scoping, Not Better Prompts

#ai #security #machinelearning #devops
Comments
5 min read

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LLM Routers, Cascades, and Mixtures Fail in Different Tails
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LLM Routers, Cascades, and Mixtures Fail in Different Tails

#ai #llm #machinelearning #programming
1
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5 min read
Edge AI's Real Bottleneck Isn't the Model, It's the Update Channel
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Edge AI's Real Bottleneck Isn't the Model, It's the Update Channel

#ai #llm #machinelearning #security
1
Comments
5 min read
AI Agent Memory Needs Garbage Collection, Not Just Storage
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AI Agent Memory Needs Garbage Collection, Not Just Storage

#ai #machinelearning #programming #devops
Comments
5 min read
AI Guardrails Stop Bad Outputs. They Don't Stop Bad Actions
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AI Guardrails Stop Bad Outputs. They Don't Stop Bad Actions

#ai #devops #security #machinelearning
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5 min read
Reserved GPU Capacity Is a Hedge, Not a Discount
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Reserved GPU Capacity Is a Hedge, Not a Discount

#ai #devops #programming #webdev
Comments 2
5 min read
Video AI Breaks at the Sampling Rate, Not the Model
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Video AI Breaks at the Sampling Rate, Not the Model

#ai #programming #devops #testing
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5 min read
AI Coding Assistants Write Tests That Pass, Not Tests That Catch Bugs
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AI Coding Assistants Write Tests That Pass, Not Tests That Catch Bugs

#ai #testing #programming #agents
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5 min read
LLM Prompts Need API Contracts, Not Git Diffs
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LLM Prompts Need API Contracts, Not Git Diffs

#ai #programming #testing #devops
Comments
4 min read
Open-Weight Models Are Portable. Your Local LLM Stack Isn't
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Open-Weight Models Are Portable. Your Local LLM Stack Isn't

#ai #opensource #devops #testing
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5 min read
LoRA, DPO, Distillation: Post-Training Steps Don't Commute
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LoRA, DPO, Distillation: Post-Training Steps Don't Commute

#ai #programming #opensource #llm
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5 min read
LLM Benchmarks Score a Model in a Vacuum, Not a System
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LLM Benchmarks Score a Model in a Vacuum, Not a System

#ai #architecture #devops #programming
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4 min read
RAG Chunking Is a Schema Decision, Not a Preprocessing Step
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RAG Chunking Is a Schema Decision, Not a Preprocessing Step

#ai #architecture #programming #python
1
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5 min read
AI Agent Tool Calls Need Idempotency Keys, Not Retry Loops
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AI Agent Tool Calls Need Idempotency Keys, Not Retry Loops

#ai #architecture #devops #programming
2
Comments 2
5 min read
Why LLM Inference Batching Breaks: Prefill vs Decode
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Why LLM Inference Batching Breaks: Prefill vs Decode

#ai #architecture #devops #programming
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5 min read
Airflow and Dagster Can't Backfill ML Experiments Right
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Airflow and Dagster Can't Backfill ML Experiments Right

#ai #devops #python #architecture
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5 min read
Feature Stores Version Tables. They Should Version Transforms
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Feature Stores Version Tables. They Should Version Transforms

#ai #machinelearning #architecture #agents
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5 min read
LLM Training Pipelines Need Rights Taint Tracking, Not Lineage
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LLM Training Pipelines Need Rights Taint Tracking, Not Lineage

#ai #llm #programming #opensource
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5 min read
DuckDB and Arrow Win AI Data Prep, Then Hit a Wall at Serving
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DuckDB and Arrow Win AI Data Prep, Then Hit a Wall at Serving

#ai #llm #python #agents
Comments
5 min read
Synthetic Training Data Needs a Lineage Graph, Not More Volume
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Synthetic Training Data Needs a Lineage Graph, Not More Volume

#ai #llm #programming #machinelearning
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5 min read
AI Agents Are Quietly Blowing Up Your SQL Warehouse Bill
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AI Agents Are Quietly Blowing Up Your SQL Warehouse Bill

#ai #agents #llm #machinelearning
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5 min read
Text-to-SQL Agents Are Breaking the Semantic Layer dbt Built
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Text-to-SQL Agents Are Breaking the Semantic Layer dbt Built

#ai #agents #machinelearning #programming
Comments
5 min read
Embedding Drift Detection Is Broken by the Curse of Dimensionality
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Embedding Drift Detection Is Broken by the Curse of Dimensionality

#ai #machinelearning #testing #programming
Comments
3 min read
Kafka and Flink Hit a Wall at the Model Serving Boundary
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Kafka and Flink Hit a Wall at the Model Serving Boundary

#ai #machinelearning #programming #datascience
Comments
4 min read
RAG Over Enterprise Lakehouse Data Has a Permissions Clock Problem
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RAG Over Enterprise Lakehouse Data Has a Permissions Clock Problem

#ai #machinelearning #devops #programming
Comments
5 min read
Vector Databases Are Missing a Foreign Key to the Model Version
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Vector Databases Are Missing a Foreign Key to the Model Version

#ai #machinelearning #database #datascience
Comments 1
4 min read
Your Data Pipeline Passes Every Check While Your LLM Quietly Degrades
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Your Data Pipeline Passes Every Check While Your LLM Quietly Degrades

#ai #machinelearning #devops #programming
Comments 1
5 min read
Apache Arrow and Apache DataFusion Now List ArrowMetal: Arrow Compute and a DataFusion Optimizer Rule on the Apple Silicon GPU
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Apache Arrow and Apache DataFusion Now List ArrowMetal: Arrow Compute and a DataFusion Optimizer Rule on the Apple Silicon GPU

#rust #python #gpu #apple
Comments
9 min read
Function Calling Gives LLMs Type Safety, Not Correctness
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Function Calling Gives LLMs Type Safety, Not Correctness

#ai #agents #programming #python
Comments
4 min read
Polars 2.0 Is Faster. With ArrowMetal on the Apple Silicon GPU, 52 of 107 Queries Go 1.35x to 7.94x Faster Still
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Polars 2.0 Is Faster. With ArrowMetal on the Apple Silicon GPU, 52 of 107 Queries Go 1.35x to 7.94x Faster Still

#python #polars #gpu #apple
Comments
10 min read
Prompt Injection Isn't a Jailbreak and the Difference Matters
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Prompt Injection Isn't a Jailbreak and the Difference Matters

#ai #agents #devops #programming
Comments
4 min read
LLM Cascades Violate the Ensemble Theory They're Built On
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LLM Cascades Violate the Ensemble Theory They're Built On

#ai #agents #llm #machinelearning
1
Comments 1
5 min read
Quantization Is a Silent Fine-Tune Breaking Your Edge AI
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Quantization Is a Silent Fine-Tune Breaking Your Edge AI

#ai #testing #programming #opensource
Comments
5 min read
Long-Term Memory for AI Agents Needs a Write Path, Not Just RAG
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Long-Term Memory for AI Agents Needs a Write Path, Not Just RAG

#ai #agents #programming #devchallenge
1
Comments
5 min read
LLM Guardrails Are Just Another Model, Not a Safety Boundary
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LLM Guardrails Are Just Another Model, Not a Safety Boundary

#ai #security #testing #agents
Comments 1
5 min read
Model Routing, Not GPUs, Is the Real AI Infrastructure Lever
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Model Routing, Not GPUs, Is the Real AI Infrastructure Lever

#ai #agents #programming #llm
1
Comments
5 min read
DataFusion on the Apple Silicon GPU: One Optimizer Rule, the Same SQL, Sorts 6.9x to 28.8x Faster
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DataFusion on the Apple Silicon GPU: One Optimizer Rule, the Same SQL, Sorts 6.9x to 28.8x Faster

#rust #datafusion #gpu #apple
2
Comments
9 min read
Multimodal AI Breaks at the Tokenizer, Not the Model
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Multimodal AI Breaks at the Tokenizer, Not the Model

#ai #agents #programming #testing
Comments
5 min read
AI Coding Assistants Shifted the Bottleneck From Writing to Review
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AI Coding Assistants Shifted the Bottleneck From Writing to Review

#ai #programming #testing #agents
Comments
5 min read
Context Engineering Needs a Build System, Not a Prompt Folder
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Context Engineering Needs a Build System, Not a Prompt Folder

#ai #agents #programming #security
1
Comments
5 min read
Your Apple Silicon GPU Loses to One CPU Core Until a Million Rows. I Measured 111 Operations, Then Rebuilt ArrowMetal 0.2.0 Around the Answer
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Your Apple Silicon GPU Loses to One CPU Core Until a Million Rows. I Measured 111 Operations, Then Rebuilt ArrowMetal 0.2.0 Around the Answer

#gpu #performance #apple #datascience
Comments
10 min read
Distillation Is Quietly Erasing Your LoRA Preference Tuning
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Distillation Is Quietly Erasing Your LoRA Preference Tuning

#ai #python #opensource #machinelearning
Comments
5 min read
LLM Benchmarks Measure Recall, Not the Reasoning You're Paying For
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LLM Benchmarks Measure Recall, Not the Reasoning You're Paying For

#ai #architecture #machinelearning #datascience
Comments
5 min read
sqljev: TypeSafe Jev's jev() for SQL Server, Postgres, Snowflake, BigQuery and DuckDB, on Jev or Open-Weight Laya
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sqljev: TypeSafe Jev's jev() for SQL Server, Postgres, Snowflake, BigQuery and DuckDB, on Jev or Open-Weight Laya

#sql #opensource #postgres #ai
Comments
7 min read
RAG Eval Is Broken Because Recall@K Isn't the Metric That Matters
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RAG Eval Is Broken Because Recall@K Isn't the Metric That Matters

#ai #architecture #testing #programming
Comments
5 min read
AI Agents Don't Fail at Reasoning — They Fail at State
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AI Agents Don't Fail at Reasoning — They Fail at State

#ai #architecture #programming #testing
1
Comments 3
5 min read
KV-Cache Is the Real Currency of LLM Inference Economics
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KV-Cache Is the Real Currency of LLM Inference Economics

#ai #architecture #python #opensource
1
Comments 1
5 min read
Airflow vs Dagster Misses the Point: ML Needs Asset-Aware Orchestration
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Airflow vs Dagster Misses the Point: ML Needs Asset-Aware Orchestration

#ai #architecture #python #programming
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5 min read
DuckDB on the Apple Silicon GPU: Plain SQL, 19 of 22 TPC-H Queries on the Mac's Own GPU, and a Rule That Says Never Slower
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DuckDB on the Apple Silicon GPU: Plain SQL, 19 of 22 TPC-H Queries on the Mac's Own GPU, and a Rule That Says Never Slower

#duckdb #gpu #sql #database
Comments
7 min read
Feature Stores Forgot Their One Job: Point-in-Time Correctness
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Feature Stores Forgot Their One Job: Point-in-Time Correctness

#ai #architecture #agents #testing
Comments
5 min read
Why Machine Unlearning Can't Save You From a Deletion Request
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Why Machine Unlearning Can't Save You From a Deletion Request

#ai #security #architecture #programming
Comments
5 min read
DeepSeek-V4.1-Flash: The Open-Weight AI Model That Replaced Its Own Flagship — Day 30/30
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DeepSeek-V4.1-Flash: The Open-Weight AI Model That Replaced Its Own Flagship — Day 30/30

#ai #opensource #llm #programming
Comments
6 min read
Olmo 3 32B Think: The Open-Weight AI Model That Shows Its Training Data — Day 29/30
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Olmo 3 32B Think: The Open-Weight AI Model That Shows Its Training Data — Day 29/30

#ai #opensource #llm #machinelearning
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5 min read
GLM-5.2: The Open-Weight AI Model Undercutting Frontier Pricing by 10x — Day 28/30
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GLM-5.2: The Open-Weight AI Model Undercutting Frontier Pricing by 10x — Day 28/30

#ai #opensource #llm #inference
Comments
6 min read
Qwen3.8-2.4T: The 2.4 Trillion Parameter Open-Weight MoE AI Model — Day 27/30
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Qwen3.8-2.4T: The 2.4 Trillion Parameter Open-Weight MoE AI Model — Day 27/30

#ai #opensource #llm #programming
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6 min read
Anthropic's AI Protein Design Run, Number by Number: 354 Binders, 27%, and What It Doesn't Prove
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Anthropic's AI Protein Design Run, Number by Number: 354 Binders, 27%, and What It Doesn't Prove

#ai #machinelearning #llm
Comments
10 min read
Kimi K3: The Trillion-Parameter Open-Weight AI Model You Rent — Day 26/30
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Kimi K3: The Trillion-Parameter Open-Weight AI Model You Rent — Day 26/30

#ai #opensource #llm #inference
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6 min read
MiniMax M3: The Open-Weight LLM With 1M Context at $0.30 per M Tokens — Day 25/30
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MiniMax M3: The Open-Weight LLM With 1M Context at $0.30 per M Tokens — Day 25/30

#ai #opensource #llm #rag
Comments
6 min read
Llama 4 Scout: The Open-Weight LLM With a 1.3M-Token Context Window — Day 24/30
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Llama 4 Scout: The Open-Weight LLM With a 1.3M-Token Context Window — Day 24/30

#ai #opensource #llm #programming
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6 min read
Qwen3 Coder 30B A3B: The Open-Weight MoE Model for Local Coding Agents — Day 23/30
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Qwen3 Coder 30B A3B: The Open-Weight MoE Model for Local Coding Agents — Day 23/30

#ai #opensource #llm #coding
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6 min read
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